SlideShare una empresa de Scribd logo
1 de 11
Descargar para leer sin conexión
Innovative Systems Design and Engineering                                                             www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 7, 2012



          Development and performance evaluation of servo based

     PLC operated grain automatic weigher for Flour mill industry
                                    Gangadharappa G.H (Corresponding author)
                         Flour Milling, Baking and Confectionary Technology Department
                                   Central Food Technological Research Institute
                                    (Council of Scientific and Industrial Research)
                                               Mysore-570 020, India
                             Ph.: +91-821-2517730, *Email: ganga_chirag@yahoo.com


                                                Dr. P. Prabhasankar
                         Flour Milling, Baking and Confectionary Technology Department
                                   Central Food Technological Research Institute
                                    (Council of Scientific and Industrial Research)
                                               Mysore-570 020, India
                                 Ph.: +91-821-2517730, Email: psankar@lycos.com


                                              Basavaraj Mundalamani
                          Flour Milling, Baking and Confectionary Technology Department
                                   Central Food Technological Research Institute
                                    (Council of Scientific and Industrial Research)
                                               Mysore-570 020, India
The research was financed by Ministry of Food Processing Industries, Panchsheel Bhavan,August Kranti Marg,New
Delhi-110 049
ABSTRACT
Weigher is the necessity of a flour mill either to weigh the clean wheat before 1st break rolls or to weigh the final
products to calculate extraction rate. Low cost automatic weighing machine using latest technology of servo control
and Programmable Logic Control was developed considering the advantages of electronic weighing and linear motion
guide ways moving accuracies. Statistical analysis indicated that there was no significant difference in mean value of
measurements from set mass (1500, 3500, 5000g) and measured mass at the 95% probability level. Minimum average
percentage error (< 0.2%) was observed for 3500 to 5000g weight measurements. Mass measurements on the
dispensed material under repeatability conditions produced results within ± 0.22% of displayed set mass for 3000 to

                                                         52
Innovative Systems Design and Engineering                                                                     www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 7, 2012

5000g and        revealed that mass measurement of product by auto grain weigher was quite precise. Automatic
weigher can be used for mass measurement of granular products in automated production processes.
Keywords: Wheat, Weigher, Servo, PLC, Ballscrew, Loadcell


1. Introduction
In flour mill industry it is most important that weighers & weighing mechanisms are to be very accurate. Without this
accuracy, extraction figures are meaningless. Weigher is the necessity of a flour mill either to weigh the clean wheat
before the 1st break rolls or to weigh the final products to calculate extraction rate. In the flour mill industry the quantity
of flour produced expressed as a percentage of the wheat used. For more immediate mill control purposes the amount
of flour produced from clean wheat on to the 1st break rolls is used (or) is calculated as a percentage on an hourly basis.
Rate of extraction can also be calculated based on wheat products. Rate of extraction can have a considerable effect
on the production cost of the flour. Also from an overall manufacturing cost stand point, the output per hour or 24
hours can affect the profitability of the whole of operation of the mill.     Feed shutter for automatic grain weigher [1]
consisted of mechanical gate to provide feed opening/closing for easy handling on the completion of the weighing
operation. Solenoid valve and lever mechanism operates gate mechanism which leads to wear and tear of links, arm
knife edges etc., two positions either open or close affects the weighing accuracy.              Automatic grain weighing
machine [2] consisted of hopper, weigher with hooks arrangements for empty bag & drop hole mechanism.                     Full
open to half open or full close of the gate operated through drop hole mechanism was used to fill the specified quantity
of matter into the bag which affects the accuracy of weighing. Continuous monitoring of set weight and matter
feeding was absent. Conventional filtering methods employed in dynamic weighing systems have limitation in
improving accuracy and throughput rate [3]. Fluctuations in the bulk density of the raw materials in volumetric or
rotary charger dosing results in alterations in weight [4]. Weighing machines equipped with platform scales or beam
balances with dials do not ensure the required accuracy of weighing batch materials [5]. Mechanical scales are not
reliably precise and their applications in automatic lines are complicated [6]. Mechanically operated autograin
weighers are obsolete and maintenance oriented. Electronic weighers are sophisticated and calibrate themselves by
using built in calibration procedures and saves the data themselves [7]. Load cells are widely used in a variety of
industrial weighing applications such as wending machines and weighing systems [8]. Load cells interfaced with
integrated electronics convert the weight force to an electric signal and deliver the output signal to an automation
system [9]. Linear motion guide ways accompanied with precision ballscrew can greatly enhance moving accuracy.
Hence, considering the advantages of electronic weighing accuracy and Linear motion guide ways moving accuracy,
the present project was undertaken to design and develop state of art technology i.e. low cost automatic weighing
machine using latest technology of servo control and Programmable Logic Control (PLC) concepts.


2. Materials and methods
2.1 Materials:
Materials of construction used were stainless steel sheet metal (SS 304), Indian standard medium channel, mild steel
square tube, load cells, Hopper weighing controller (Bangalore, India), Linear motion (LM) guide ways(Hiwin,



                                                              53
Innovative Systems Design and Engineering                                                               www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 7, 2012

Taiwan), AC Servomotor & drive, PLC, Control panel with PLC & Junior man machine interface (MMI) (Chennai,
India) were purchased from Balaji Autotech Pvt. Ltd.,(Mysore, India).


2.2     Equipment:
The Automatic system developed for weighing grain / grain products is shown in Fig.1. Automatic grain weighing
equipment consisted of storage hopper (Approx. 0.04m3 capacity, sheet metal thickness 3.5mm, 100mm Square bottom
opening), quantity regulating servo slide, linear motion guide ways with precision ball screw (20mm width, 17.75KN
dynamic load rating, 37.84KN static load rating, 16mm diameter ballscrew), AC Servomotor (1.27Nm torque, 3000
rpm, 400 watts) with drive (220 volts, single phase), weighing hopper (5000g capacity, sheet metal thickness 2.5mm,
75 mm square bottom opening), load cells (10000g capacity), weighing controller (Programmable high precision
micro controller based indicator with 16-character, 2-line liquid crystal display), programmable logic controller (Micro
PLC, 16/12 digital Input / Output) and pneumatic cylinder (6 Bar operating pressure) with gate, supporting structure-1
for storage hopper (1.4m height, 0.53m square length & width), and Supporting structure-2 for weigh hopper (0.05m
square pipe, 0.7m height, 0.38m square length & width).


2.3     Design consideration:
2.3.1 Storage and weigher hoppers:
Storage and weigher hoppers were designed for 25kg & 5 kg holding capacity respectively by considering Bulk density
of wheat as 76 kg per hectoliter weight and shape of the hopper as frustum of pyramid. Volume (Vol) of hopper was
calculated using equations (1) and (2)
Vol = Mass/ Density                                            (1)
Height (H) of the hopper was calculated by using equation (2)
Vol of frustum of pyramid hopper = H [A1 + A2 + (A1A2)0.5] / 3                (2)
Where A1= Area of bigger end of hopper (Inlet length x width)
        A2= Area of smaller end of hopper (outlet length x width)
        H= Height of hopper


2.3.2    Load cells:
Load cell capacity was calculated by considering the weight of weigher hopper, discharge material weight, weigher
hopper location pins and weigher hopper discharge gate.
Load cell capacity = (weight of weigher hopper+ discharge material weight + weight of location pin+ weight of
weigher hopper discharge gate)
Load cells with metrological characteristics such as class III accuracy, 10kg maximum capacity, 1.5 ± 0.01 mV/V
rated output, combined error of % ± 0.05% of rated output, repeatability of ± 0.05% of rated output, 5-700C
operating temperature range,    200% of safe overload and 300% of ultimate overload were selected


                                                          54
Innovative Systems Design and Engineering                                                               www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 7, 2012



2.3.3      Pneumatic cylinder:
Double acting piston pneumatic cylinder was selected for the operation of weigher hopper.      In-stroke and out-stroke
forces of pneumatic cylinder were calculated by equations (3) and (4)
F1= Ppπ(d12 - d22)/4                                        (3)
F2 = (Ppπd12)/4                                                       (4)
Where F1 = In-stroke force
          F2 = Out-stroke force
          Pp= Pneumatic cylinder air pressure
          d1=Bore diameter of cylinder
          d2=Piston rod diameter


2.3.4     Linear motion guide ways:
Linear motion guide ways series suitable for lathe applications were selected and model size was determined based
on ball screw diameter used.       Four numbers of linear guide ways blocks were considered.


2.4 Methods:
Sheet metal work and welding was carried out to manufacture storage hopper, and weigher hopper using stainless steel
(SS 304) sheet metal. Hopper gates assembly were manufactured by using mild steel plates with chromium plating.
Bearings were used for frictionless sliding movement. Supporting structure channels (ISMC-75) were cut to a length
of 1.4m and storage hopper supporting frame (0.53m2) was fabricated. Storage hopper and LM guide ways were
assembled on supporting structure.        Mild steel square pipe (0.05 square meters) were cut to a length of 0.7m and
weigher hopper supporting frame (0.38m2) was fabricated. Load cells were assembled on weigher hopper supporting
frame. Weigher hopper location pins were manufactured and fastened to the weigher hopper. Weigher hopper
location pins were aligned with load cells and mechanical stoppers were adjusted. Double acting piston pneumatic
cylinder was connected to the weigher hopper gate and pneumatic connection was provided. AC servomotor was
coupled to the ball screw of LM guide way. Position limit switches and reader micro switch were assembled on
aluminum track which was mounted on LM guide way. LM guide was connected to storage hopper gate by suitable
bracket. Control panel with weigher controller (Fig.2) and necessary electrics was interfaced with load cells. AC
servo drive controller (Fig.3) with PLC, MMI, servo drive and electricals were assembled in a panel and interfaced
with servo motor and micro controller.


3.      Calibration of the weighing system:




                                                            55
Innovative Systems Design and Engineering                                                               www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 7, 2012

Empty weigher hopper was ensured before tare operation. After tare, known weight was placed in the weigher hopper
and value of the weight with an average fluctuation factor for three set of readings was entered in the micro controller
using numeric keys. Value displayed on microcontroller was considered as the calibrated value.


3.1 Operation of equipment:
Material mass to be weighed was fed to storage hopper. Gate open constant weight, gate open speed, feed weight and
weight time for door close parameters were set on MMI. Zero limit, set high, zero delay, over load, auto/manual, set
delay and span load parameters were programmed on micro controller.          Pneumatic pressure in the pneumatic line
was confirmed to the required value. Weighing cycle operation was carried out by pressing F1 (cycle start) key on
MMI touch pad.


3.2 Equipment performance evaluations:
Performance evaluation of the equipment was carried out by operating the equipment to measure mass of 500, 1000,
1500, 2000, 2500, 3000, 3500, 4000, 4500 and 5000g.        Discharged material from the weigher hopper was weighed
on Essae – Teraoka Ltd., model: PG 10000 table top electronic balance (maximum weighing capacity: 10000g,
readability (d):0.1g, linearity ± 2d). Grain weigher cycle time for 500g and 5000g was recorded. Repeatability limit
for grain weigher was calculated by using equation (5)
Repeatability                              =                               1.96[(2                               Sr2)]0.5
(5)
Where Sr = Repeatability standard deviation


4.    Statistical analysis:
Ten replications were carried out for each measurement and data obtained were analyzed statistically for analysis of
variance (ANOVA) to test for any significant differences in the mean values of all the groups and regression analysis to
predict the accuracy of mass measurements were carried out by using Microsoft Excel software.


5.    Results and discussion
Wheat used for mass measurement experiments had the following characteristics on dry basis: 9% moisture, 7600g per
hectoliter weight, 32g weight per 1000 kernel weight and hardness value of 10000g per grain. Above parameters
indicated that wheat used was medium hard type. Prototype automatic weigher was developed and performance
evaluation was carried out experimentally. Total 90 experiments were conducted for test mass measurement of 1000g
to 5000g with an incremental value of 500g. An ANOVA of weight differences for the 9 runs with 10 measurements
per run showed that there was no significant difference in mean value of weight measurements (p>0.05) from table top
electronic balance and grain weigher. The average percent weight difference was 0.26%. Statistical analysis
performed on the averages of percent weight differences indicated that the mean of the percent weight differences




                                                          56
Innovative Systems Design and Engineering                                                                    www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 7, 2012

between measurements by grain weigher and those by table top electronic balance was 0.28% with a standard deviation
of 0.18%.
Table1. shows comparison of set mass and measured mass of wheat samples. p-values for 1500, 3500, 5000g were
0.889, 0.068 and 0.48 respectively. Fstatistical values for 1500, 3500, 5000g were 0.019, 3.766 and 0.507 respectively.
Fcritical values for 1500, 3500, 5000g were 4.414, 4.414 and 4.098 respectively. Fstatistical < Fcritical and p-values > 0.05,
there is no statistical difference in mean value of measurements from set mass and measured mass. For 1000, 2000,
2500, 3000, 4000 and 4500g, P-values < 0.05 and Fstatistical > Fcritical indicated that there is a significant effect due to
mass measurements at the 95% probability level. Differences could be minimized by proper tuning of storage hopper
gate open speed, feed speed and close rapid speed parameters. Average percentage error was observed from 0.1% to
0.6%.     Minimum average percentage error (< 0.2%) was observed for 3500, 4000, 4500 and 5000g mass
measurement. Maximum average percentage error (>0.2% and <0.6%) was observed for 1000, 1500, 2000, 2500 &
3000g mass measurement.
This could be further minimized by altering the position of reader limit switch and by tuning of storage hopper gate
open speed, feed speed and close rapid speed parameters.           mass measurements on the dispensed material under
repeatability conditions produced results within ± 0.22% of displayed set weight for 3000,3500,4000,4500 and 5000g.
Repeatability of greater than ± 0.22% was observed for 1000, 1500, 2000 and 2500g displayed set mass which was due
to material measurement speed. Improvement in repeatability limit could be possible by slowing down weigh up
cycle. Cycle time of weighing process for minimum and maximum test mass measurements of 500g and 5000g were
14s and 23s respectively, which are very appropriate and suitable for the next process. Weight measurements
recorded by the automatic grain weigher (dependent variable) and table top electronic balance (independent variable)
yielded regression equation (y=1.0014x – 3.667) with a slope of 1.0014 with an adjusted R2 of 0.9999. R2 and slope of
the regression model was close to unity showed that automatic weigher was measuring accurately.


6.      Conclusion
Weigher is the necessity of a flour mill either to weigh the clean wheat before the 1st break rolls or to weigh the final
products to calculate extraction rate. Rate of extraction can have a considerable effect on the production cost of the
flour. Low cost, servo based PLC operated grain automatic weigher was developed and performance evaluation was
carried out experimentally.
The results of studies indicated that the equipment met the needs of weighing process. Statistical analysis indicated
that there was no significant difference in mean value of measurements from set mass (1500, 3500, 5000g) and
measured mass at the 95% probability level. Minimum average percentage error (<0.2%) was observed for 3500,
4000, 4500 and 5000g mass measurements. Mass measurements on the dispensed material under repeatability
conditions produced results within ± 0.22% of displayed set mass for 3000,3500,4000,4500 and 5000g revealed that
weighing of product by auto grain weigher is quite precise. Adjusted R2 and slope for the regression equation between
weights measured by the automatic weigher and by table top electronic balance was very close to unity. Accuracy and
repeatability of the automatic weigher are found to satisfy the flourmill requirements of grain weighing process.
Automatic weighing equipment can also be successfully used for weighing and dosing of any granular products into
bags, containers in automated production processes.


                                                             57
Innovative Systems Design and Engineering                                                                www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 7, 2012



7.     Acknowledgements
The authors are greatly indebted to Dr. G. Venkateswara Rao, Head, Flour Milling, Baking and Confectionery
Technology Department for valuable suggestions.


References
[1]    Shimauch, Y., Feed shutter for automatic grain weigher. Japan patent No.2000053101-2000-02-
        22.
[2]      Okada, S.,    and Shimauchi, Y., Automatic grain weighing machine. Japan patent No. 2001165756-
      2001-06-22.
[3] Halimic, M., Balachandran., and W Enab, Y., IEEE Xplore 0-7803-3645-3/96, 1996, p. 2123
[4] Efremenkov, V.V., Subbotin, K. Yu., and Khaimovich, M.M., Glass and Ceramics, 2001, Vol. 58, p.195.
[5] Efremenkov, V,V., Subbotin K,Yu., Klimychev, V.N., Ruchkin, V.V., and Khaimovich, M,M., Glass and
      Ceramics. 2003, Vol. 60, p.129.
[6] Bubulis, A., Jurenas, V., and Kranclukas, R., Mechanika,2005, Vol. 6( 56), p.33.
[7] Gustavo, G.A., and Angeles, H.M., Accredited quality assurance, 2007. vol.12, p. 21
[8] Jafaripanah, M., Al-Hashimi, B.M., and White, N.M., ( 2004). Design consideration and implementation of
      analog adaptive filters for sensor response correction. In Proceedings of the 12th Iranian Conference on Electrical
      Engineering (ICEE2004), 11-13 May 2004, Mashhad, Iran. p. 109
[9] Dynamic           weighing          and        dosing        with         Fast       Intelligent       Transducers.
      FIT.http://www.imeko.org/publications/tc3–2002/IMEKO-TC3-2002-024.pdf.




                                                            58
Innovative Systems Design and Engineering                                                                    www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 7, 2012

TABLE 1: Comparison of set weight and measured weight of wheat

                                                                           Mass set (g)

                            1000         1500        2000         2500         3000           3500    4000        4500       5000

                                                                        Measured values (g)

Max.                       1016.2       1510.6      2015.1        2508.9      3016.6      3511.6      4010.5     4504.4      5015.9

Min.                       1000.6       1493.7      1980.2        2483.9       3000       3495.1      3999.6      4488       4988.2

Average                    1006.8       1499.8      1991.5        2494.8      3008.3      3502.6      4005.5      4495       5001.1

Standard Deviation           4.8          5.1         9.2          6.6          4.8            4.3     3.8         4.8        7.0

Error (%)                    0.6         0.26        0.57          0.28         0.27           0.1     0.13       0.13        0.1


p-value                   0.0002*      0.889**      0.009*        0.023*     3.2E-05*     0.068**     0.001*      .003*      0.48**


Fcrit                       4.414       4.414        4.414        4.414        4.414          4.414   4.414       4.414      4.098


Fstat                      20.289       0.019        8.423        6.103       30.273          3.766   20.244     11.055      0.507


df                           19           19          19           19           19             19      19          19         39


Repeatability               13.3        14.14        25.5          18.3         13.3          11.91   10.53       13.30      19.40

Fcrit:Fcritical, Fstat:Fstatistical, df:Degree of freedom

Significant at *p<0.05 and not significant at **p>0.05 among test weight samples, n=10




                                                             59
Innovative Systems Design and Engineering             www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 7, 2012




Fig. 1.   Parts of Auto grain weigher




                                                 60
Innovative Systems Design and Engineering                            www.iiste.org
ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online)
Vol 3, No 7, 2012




                                      Digital display


                                      Keypad




Fig. 2.   Weigher controller




                                                        PLC




                                                    AC servo drive




Fig. 3.   AC servo drive controller




                                                   61
This academic article was published by The International Institute for Science,
Technology and Education (IISTE). The IISTE is a pioneer in the Open Access
Publishing service based in the U.S. and Europe. The aim of the institute is
Accelerating Global Knowledge Sharing.

More information about the publisher can be found in the IISTE’s homepage:
http://www.iiste.org


The IISTE is currently hosting more than 30 peer-reviewed academic journals and
collaborating with academic institutions around the world. Prospective authors of
IISTE journals can find the submission instruction on the following page:
http://www.iiste.org/Journals/

The IISTE editorial team promises to the review and publish all the qualified
submissions in a fast manner. All the journals articles are available online to the
readers all over the world without financial, legal, or technical barriers other than
those inseparable from gaining access to the internet itself. Printed version of the
journals is also available upon request of readers and authors.

IISTE Knowledge Sharing Partners

EBSCO, Index Copernicus, Ulrich's Periodicals Directory, JournalTOCS, PKP Open
Archives Harvester, Bielefeld Academic Search Engine, Elektronische
Zeitschriftenbibliothek EZB, Open J-Gate, OCLC WorldCat, Universe Digtial
Library , NewJour, Google Scholar

Más contenido relacionado

Similar a Development and performance evaluation of servo based

Improving the efficiency of weigher using plc controller
Improving the efficiency of weigher using plc controllerImproving the efficiency of weigher using plc controller
Improving the efficiency of weigher using plc controllereSAT Publishing House
 
Design and Modelling of Automated Dimensional Check Conveyor Belt System for ...
Design and Modelling of Automated Dimensional Check Conveyor Belt System for ...Design and Modelling of Automated Dimensional Check Conveyor Belt System for ...
Design and Modelling of Automated Dimensional Check Conveyor Belt System for ...IRJET Journal
 
A Review on Bearing Sorting System
A Review on Bearing Sorting SystemA Review on Bearing Sorting System
A Review on Bearing Sorting SystemIRJET Journal
 
Novel Approach for Automatic Seed Sowing Machine
Novel Approach for Automatic Seed Sowing MachineNovel Approach for Automatic Seed Sowing Machine
Novel Approach for Automatic Seed Sowing MachineIRJET Journal
 
Development of Bottle Unscramble Machine
Development of Bottle Unscramble MachineDevelopment of Bottle Unscramble Machine
Development of Bottle Unscramble MachineIRJET Journal
 
iaetsd Automation of batching plant using plc and scada
iaetsd Automation of batching plant using plc and scadaiaetsd Automation of batching plant using plc and scada
iaetsd Automation of batching plant using plc and scadaIaetsd Iaetsd
 
An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...
An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...
An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...drboon
 
Productivity Enhancement of Clipping Machine
Productivity Enhancement of Clipping MachineProductivity Enhancement of Clipping Machine
Productivity Enhancement of Clipping MachineIRJET Journal
 
Performance Evaluation of Power Operated Corn-Sheller
Performance Evaluation of Power Operated Corn-ShellerPerformance Evaluation of Power Operated Corn-Sheller
Performance Evaluation of Power Operated Corn-ShellerIRJET Journal
 
An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...
An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...
An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...drboon
 
Design and Fabrication of Automatic Cow Feeding Machine
Design and Fabrication of Automatic Cow Feeding MachineDesign and Fabrication of Automatic Cow Feeding Machine
Design and Fabrication of Automatic Cow Feeding MachineIRJET Journal
 
Design of milk analysis embedded system for dairy farmers
Design of milk analysis embedded system for dairy farmersDesign of milk analysis embedded system for dairy farmers
Design of milk analysis embedded system for dairy farmersIAEME Publication
 
Optimization of Cutting Parameters for MRR in Turning Process of EN-31 Steel ...
Optimization of Cutting Parameters for MRR in Turning Process of EN-31 Steel ...Optimization of Cutting Parameters for MRR in Turning Process of EN-31 Steel ...
Optimization of Cutting Parameters for MRR in Turning Process of EN-31 Steel ...IRJET Journal
 
Design of the modern pasture batching system based on weighing instrument
Design of the modern pasture batching system based on weighing instrumentDesign of the modern pasture batching system based on weighing instrument
Design of the modern pasture batching system based on weighing instrumenteSAT Journals
 
IRJET- Design Development and Automation of Roasting System
IRJET-  	  Design Development and Automation of Roasting SystemIRJET-  	  Design Development and Automation of Roasting System
IRJET- Design Development and Automation of Roasting SystemIRJET Journal
 
IRJET- Design and Development of Sensor Operated Walking Beam Conveyor Sy...
IRJET-  	  Design and Development of Sensor Operated Walking Beam Conveyor Sy...IRJET-  	  Design and Development of Sensor Operated Walking Beam Conveyor Sy...
IRJET- Design and Development of Sensor Operated Walking Beam Conveyor Sy...IRJET Journal
 
Development of Potato Harvesting Model
Development of Potato Harvesting ModelDevelopment of Potato Harvesting Model
Development of Potato Harvesting ModelIRJET Journal
 
PSO based NNIMC for a Conical Tank Level Process
PSO based NNIMC for a Conical Tank Level ProcessPSO based NNIMC for a Conical Tank Level Process
PSO based NNIMC for a Conical Tank Level ProcessIRJET Journal
 
IRJET- Introduction to Feeding Systems
IRJET- Introduction to Feeding SystemsIRJET- Introduction to Feeding Systems
IRJET- Introduction to Feeding SystemsIRJET Journal
 
Production of Chips of Porang (Amorphophallus Oncophyllus) by Slicing Machin...
Production of Chips of Porang  (Amorphophallus Oncophyllus) by Slicing Machin...Production of Chips of Porang  (Amorphophallus Oncophyllus) by Slicing Machin...
Production of Chips of Porang (Amorphophallus Oncophyllus) by Slicing Machin...AM Publications
 

Similar a Development and performance evaluation of servo based (20)

Improving the efficiency of weigher using plc controller
Improving the efficiency of weigher using plc controllerImproving the efficiency of weigher using plc controller
Improving the efficiency of weigher using plc controller
 
Design and Modelling of Automated Dimensional Check Conveyor Belt System for ...
Design and Modelling of Automated Dimensional Check Conveyor Belt System for ...Design and Modelling of Automated Dimensional Check Conveyor Belt System for ...
Design and Modelling of Automated Dimensional Check Conveyor Belt System for ...
 
A Review on Bearing Sorting System
A Review on Bearing Sorting SystemA Review on Bearing Sorting System
A Review on Bearing Sorting System
 
Novel Approach for Automatic Seed Sowing Machine
Novel Approach for Automatic Seed Sowing MachineNovel Approach for Automatic Seed Sowing Machine
Novel Approach for Automatic Seed Sowing Machine
 
Development of Bottle Unscramble Machine
Development of Bottle Unscramble MachineDevelopment of Bottle Unscramble Machine
Development of Bottle Unscramble Machine
 
iaetsd Automation of batching plant using plc and scada
iaetsd Automation of batching plant using plc and scadaiaetsd Automation of batching plant using plc and scada
iaetsd Automation of batching plant using plc and scada
 
An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...
An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...
An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...
 
Productivity Enhancement of Clipping Machine
Productivity Enhancement of Clipping MachineProductivity Enhancement of Clipping Machine
Productivity Enhancement of Clipping Machine
 
Performance Evaluation of Power Operated Corn-Sheller
Performance Evaluation of Power Operated Corn-ShellerPerformance Evaluation of Power Operated Corn-Sheller
Performance Evaluation of Power Operated Corn-Sheller
 
An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...
An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...
An Investigation of Optimized Operational Parameters for a Chicken Slaughteri...
 
Design and Fabrication of Automatic Cow Feeding Machine
Design and Fabrication of Automatic Cow Feeding MachineDesign and Fabrication of Automatic Cow Feeding Machine
Design and Fabrication of Automatic Cow Feeding Machine
 
Design of milk analysis embedded system for dairy farmers
Design of milk analysis embedded system for dairy farmersDesign of milk analysis embedded system for dairy farmers
Design of milk analysis embedded system for dairy farmers
 
Optimization of Cutting Parameters for MRR in Turning Process of EN-31 Steel ...
Optimization of Cutting Parameters for MRR in Turning Process of EN-31 Steel ...Optimization of Cutting Parameters for MRR in Turning Process of EN-31 Steel ...
Optimization of Cutting Parameters for MRR in Turning Process of EN-31 Steel ...
 
Design of the modern pasture batching system based on weighing instrument
Design of the modern pasture batching system based on weighing instrumentDesign of the modern pasture batching system based on weighing instrument
Design of the modern pasture batching system based on weighing instrument
 
IRJET- Design Development and Automation of Roasting System
IRJET-  	  Design Development and Automation of Roasting SystemIRJET-  	  Design Development and Automation of Roasting System
IRJET- Design Development and Automation of Roasting System
 
IRJET- Design and Development of Sensor Operated Walking Beam Conveyor Sy...
IRJET-  	  Design and Development of Sensor Operated Walking Beam Conveyor Sy...IRJET-  	  Design and Development of Sensor Operated Walking Beam Conveyor Sy...
IRJET- Design and Development of Sensor Operated Walking Beam Conveyor Sy...
 
Development of Potato Harvesting Model
Development of Potato Harvesting ModelDevelopment of Potato Harvesting Model
Development of Potato Harvesting Model
 
PSO based NNIMC for a Conical Tank Level Process
PSO based NNIMC for a Conical Tank Level ProcessPSO based NNIMC for a Conical Tank Level Process
PSO based NNIMC for a Conical Tank Level Process
 
IRJET- Introduction to Feeding Systems
IRJET- Introduction to Feeding SystemsIRJET- Introduction to Feeding Systems
IRJET- Introduction to Feeding Systems
 
Production of Chips of Porang (Amorphophallus Oncophyllus) by Slicing Machin...
Production of Chips of Porang  (Amorphophallus Oncophyllus) by Slicing Machin...Production of Chips of Porang  (Amorphophallus Oncophyllus) by Slicing Machin...
Production of Chips of Porang (Amorphophallus Oncophyllus) by Slicing Machin...
 

Más de Alexander Decker

Abnormalities of hormones and inflammatory cytokines in women affected with p...
Abnormalities of hormones and inflammatory cytokines in women affected with p...Abnormalities of hormones and inflammatory cytokines in women affected with p...
Abnormalities of hormones and inflammatory cytokines in women affected with p...Alexander Decker
 
A validation of the adverse childhood experiences scale in
A validation of the adverse childhood experiences scale inA validation of the adverse childhood experiences scale in
A validation of the adverse childhood experiences scale inAlexander Decker
 
A usability evaluation framework for b2 c e commerce websites
A usability evaluation framework for b2 c e commerce websitesA usability evaluation framework for b2 c e commerce websites
A usability evaluation framework for b2 c e commerce websitesAlexander Decker
 
A universal model for managing the marketing executives in nigerian banks
A universal model for managing the marketing executives in nigerian banksA universal model for managing the marketing executives in nigerian banks
A universal model for managing the marketing executives in nigerian banksAlexander Decker
 
A unique common fixed point theorems in generalized d
A unique common fixed point theorems in generalized dA unique common fixed point theorems in generalized d
A unique common fixed point theorems in generalized dAlexander Decker
 
A trends of salmonella and antibiotic resistance
A trends of salmonella and antibiotic resistanceA trends of salmonella and antibiotic resistance
A trends of salmonella and antibiotic resistanceAlexander Decker
 
A transformational generative approach towards understanding al-istifham
A transformational  generative approach towards understanding al-istifhamA transformational  generative approach towards understanding al-istifham
A transformational generative approach towards understanding al-istifhamAlexander Decker
 
A time series analysis of the determinants of savings in namibia
A time series analysis of the determinants of savings in namibiaA time series analysis of the determinants of savings in namibia
A time series analysis of the determinants of savings in namibiaAlexander Decker
 
A therapy for physical and mental fitness of school children
A therapy for physical and mental fitness of school childrenA therapy for physical and mental fitness of school children
A therapy for physical and mental fitness of school childrenAlexander Decker
 
A theory of efficiency for managing the marketing executives in nigerian banks
A theory of efficiency for managing the marketing executives in nigerian banksA theory of efficiency for managing the marketing executives in nigerian banks
A theory of efficiency for managing the marketing executives in nigerian banksAlexander Decker
 
A systematic evaluation of link budget for
A systematic evaluation of link budget forA systematic evaluation of link budget for
A systematic evaluation of link budget forAlexander Decker
 
A synthetic review of contraceptive supplies in punjab
A synthetic review of contraceptive supplies in punjabA synthetic review of contraceptive supplies in punjab
A synthetic review of contraceptive supplies in punjabAlexander Decker
 
A synthesis of taylor’s and fayol’s management approaches for managing market...
A synthesis of taylor’s and fayol’s management approaches for managing market...A synthesis of taylor’s and fayol’s management approaches for managing market...
A synthesis of taylor’s and fayol’s management approaches for managing market...Alexander Decker
 
A survey paper on sequence pattern mining with incremental
A survey paper on sequence pattern mining with incrementalA survey paper on sequence pattern mining with incremental
A survey paper on sequence pattern mining with incrementalAlexander Decker
 
A survey on live virtual machine migrations and its techniques
A survey on live virtual machine migrations and its techniquesA survey on live virtual machine migrations and its techniques
A survey on live virtual machine migrations and its techniquesAlexander Decker
 
A survey on data mining and analysis in hadoop and mongo db
A survey on data mining and analysis in hadoop and mongo dbA survey on data mining and analysis in hadoop and mongo db
A survey on data mining and analysis in hadoop and mongo dbAlexander Decker
 
A survey on challenges to the media cloud
A survey on challenges to the media cloudA survey on challenges to the media cloud
A survey on challenges to the media cloudAlexander Decker
 
A survey of provenance leveraged
A survey of provenance leveragedA survey of provenance leveraged
A survey of provenance leveragedAlexander Decker
 
A survey of private equity investments in kenya
A survey of private equity investments in kenyaA survey of private equity investments in kenya
A survey of private equity investments in kenyaAlexander Decker
 
A study to measures the financial health of
A study to measures the financial health ofA study to measures the financial health of
A study to measures the financial health ofAlexander Decker
 

Más de Alexander Decker (20)

Abnormalities of hormones and inflammatory cytokines in women affected with p...
Abnormalities of hormones and inflammatory cytokines in women affected with p...Abnormalities of hormones and inflammatory cytokines in women affected with p...
Abnormalities of hormones and inflammatory cytokines in women affected with p...
 
A validation of the adverse childhood experiences scale in
A validation of the adverse childhood experiences scale inA validation of the adverse childhood experiences scale in
A validation of the adverse childhood experiences scale in
 
A usability evaluation framework for b2 c e commerce websites
A usability evaluation framework for b2 c e commerce websitesA usability evaluation framework for b2 c e commerce websites
A usability evaluation framework for b2 c e commerce websites
 
A universal model for managing the marketing executives in nigerian banks
A universal model for managing the marketing executives in nigerian banksA universal model for managing the marketing executives in nigerian banks
A universal model for managing the marketing executives in nigerian banks
 
A unique common fixed point theorems in generalized d
A unique common fixed point theorems in generalized dA unique common fixed point theorems in generalized d
A unique common fixed point theorems in generalized d
 
A trends of salmonella and antibiotic resistance
A trends of salmonella and antibiotic resistanceA trends of salmonella and antibiotic resistance
A trends of salmonella and antibiotic resistance
 
A transformational generative approach towards understanding al-istifham
A transformational  generative approach towards understanding al-istifhamA transformational  generative approach towards understanding al-istifham
A transformational generative approach towards understanding al-istifham
 
A time series analysis of the determinants of savings in namibia
A time series analysis of the determinants of savings in namibiaA time series analysis of the determinants of savings in namibia
A time series analysis of the determinants of savings in namibia
 
A therapy for physical and mental fitness of school children
A therapy for physical and mental fitness of school childrenA therapy for physical and mental fitness of school children
A therapy for physical and mental fitness of school children
 
A theory of efficiency for managing the marketing executives in nigerian banks
A theory of efficiency for managing the marketing executives in nigerian banksA theory of efficiency for managing the marketing executives in nigerian banks
A theory of efficiency for managing the marketing executives in nigerian banks
 
A systematic evaluation of link budget for
A systematic evaluation of link budget forA systematic evaluation of link budget for
A systematic evaluation of link budget for
 
A synthetic review of contraceptive supplies in punjab
A synthetic review of contraceptive supplies in punjabA synthetic review of contraceptive supplies in punjab
A synthetic review of contraceptive supplies in punjab
 
A synthesis of taylor’s and fayol’s management approaches for managing market...
A synthesis of taylor’s and fayol’s management approaches for managing market...A synthesis of taylor’s and fayol’s management approaches for managing market...
A synthesis of taylor’s and fayol’s management approaches for managing market...
 
A survey paper on sequence pattern mining with incremental
A survey paper on sequence pattern mining with incrementalA survey paper on sequence pattern mining with incremental
A survey paper on sequence pattern mining with incremental
 
A survey on live virtual machine migrations and its techniques
A survey on live virtual machine migrations and its techniquesA survey on live virtual machine migrations and its techniques
A survey on live virtual machine migrations and its techniques
 
A survey on data mining and analysis in hadoop and mongo db
A survey on data mining and analysis in hadoop and mongo dbA survey on data mining and analysis in hadoop and mongo db
A survey on data mining and analysis in hadoop and mongo db
 
A survey on challenges to the media cloud
A survey on challenges to the media cloudA survey on challenges to the media cloud
A survey on challenges to the media cloud
 
A survey of provenance leveraged
A survey of provenance leveragedA survey of provenance leveraged
A survey of provenance leveraged
 
A survey of private equity investments in kenya
A survey of private equity investments in kenyaA survey of private equity investments in kenya
A survey of private equity investments in kenya
 
A study to measures the financial health of
A study to measures the financial health ofA study to measures the financial health of
A study to measures the financial health of
 

Último

Falcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investorsFalcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investorsFalcon Invoice Discounting
 
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...amitlee9823
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesDipal Arora
 
Business Model Canvas (BMC)- A new venture concept
Business Model Canvas (BMC)-  A new venture conceptBusiness Model Canvas (BMC)-  A new venture concept
Business Model Canvas (BMC)- A new venture conceptP&CO
 
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876dlhescort
 
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...lizamodels9
 
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort ServiceMalegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort ServiceDamini Dixit
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876dlhescort
 
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...Aggregage
 
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...amitlee9823
 
Phases of Negotiation .pptx
 Phases of Negotiation .pptx Phases of Negotiation .pptx
Phases of Negotiation .pptxnandhinijagan9867
 
It will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayIt will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayNZSG
 
Falcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to ProsperityFalcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to Prosperityhemanthkumar470700
 
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...amitlee9823
 
RSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors DataRSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors DataExhibitors Data
 
PHX May 2024 Corporate Presentation Final
PHX May 2024 Corporate Presentation FinalPHX May 2024 Corporate Presentation Final
PHX May 2024 Corporate Presentation FinalPanhandleOilandGas
 
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 MonthsSEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 MonthsIndeedSEO
 
Uneak White's Personal Brand Exploration Presentation
Uneak White's Personal Brand Exploration PresentationUneak White's Personal Brand Exploration Presentation
Uneak White's Personal Brand Exploration Presentationuneakwhite
 
How to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League CityHow to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League CityEric T. Tung
 

Último (20)

Falcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investorsFalcon Invoice Discounting: The best investment platform in india for investors
Falcon Invoice Discounting: The best investment platform in india for investors
 
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
 
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best ServicesMysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
Mysore Call Girls 8617370543 WhatsApp Number 24x7 Best Services
 
Business Model Canvas (BMC)- A new venture concept
Business Model Canvas (BMC)-  A new venture conceptBusiness Model Canvas (BMC)-  A new venture concept
Business Model Canvas (BMC)- A new venture concept
 
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
Cheap Rate Call Girls In Noida Sector 62 Metro 959961乂3876
 
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
Russian Call Girls In Gurgaon ❤️8448577510 ⊹Best Escorts Service In 24/7 Delh...
 
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort ServiceMalegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
Malegaon Call Girls Service ☎ ️82500–77686 ☎️ Enjoy 24/7 Escort Service
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
 
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
 
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
 
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabiunwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
 
Phases of Negotiation .pptx
 Phases of Negotiation .pptx Phases of Negotiation .pptx
Phases of Negotiation .pptx
 
It will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 MayIt will be International Nurses' Day on 12 May
It will be International Nurses' Day on 12 May
 
Falcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to ProsperityFalcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to Prosperity
 
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
Call Girls Electronic City Just Call 👗 7737669865 👗 Top Class Call Girl Servi...
 
RSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors DataRSA Conference Exhibitor List 2024 - Exhibitors Data
RSA Conference Exhibitor List 2024 - Exhibitors Data
 
PHX May 2024 Corporate Presentation Final
PHX May 2024 Corporate Presentation FinalPHX May 2024 Corporate Presentation Final
PHX May 2024 Corporate Presentation Final
 
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 MonthsSEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 Months
 
Uneak White's Personal Brand Exploration Presentation
Uneak White's Personal Brand Exploration PresentationUneak White's Personal Brand Exploration Presentation
Uneak White's Personal Brand Exploration Presentation
 
How to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League CityHow to Get Started in Social Media for Art League City
How to Get Started in Social Media for Art League City
 

Development and performance evaluation of servo based

  • 1. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 7, 2012 Development and performance evaluation of servo based PLC operated grain automatic weigher for Flour mill industry Gangadharappa G.H (Corresponding author) Flour Milling, Baking and Confectionary Technology Department Central Food Technological Research Institute (Council of Scientific and Industrial Research) Mysore-570 020, India Ph.: +91-821-2517730, *Email: ganga_chirag@yahoo.com Dr. P. Prabhasankar Flour Milling, Baking and Confectionary Technology Department Central Food Technological Research Institute (Council of Scientific and Industrial Research) Mysore-570 020, India Ph.: +91-821-2517730, Email: psankar@lycos.com Basavaraj Mundalamani Flour Milling, Baking and Confectionary Technology Department Central Food Technological Research Institute (Council of Scientific and Industrial Research) Mysore-570 020, India The research was financed by Ministry of Food Processing Industries, Panchsheel Bhavan,August Kranti Marg,New Delhi-110 049 ABSTRACT Weigher is the necessity of a flour mill either to weigh the clean wheat before 1st break rolls or to weigh the final products to calculate extraction rate. Low cost automatic weighing machine using latest technology of servo control and Programmable Logic Control was developed considering the advantages of electronic weighing and linear motion guide ways moving accuracies. Statistical analysis indicated that there was no significant difference in mean value of measurements from set mass (1500, 3500, 5000g) and measured mass at the 95% probability level. Minimum average percentage error (< 0.2%) was observed for 3500 to 5000g weight measurements. Mass measurements on the dispensed material under repeatability conditions produced results within ± 0.22% of displayed set mass for 3000 to 52
  • 2. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 7, 2012 5000g and revealed that mass measurement of product by auto grain weigher was quite precise. Automatic weigher can be used for mass measurement of granular products in automated production processes. Keywords: Wheat, Weigher, Servo, PLC, Ballscrew, Loadcell 1. Introduction In flour mill industry it is most important that weighers & weighing mechanisms are to be very accurate. Without this accuracy, extraction figures are meaningless. Weigher is the necessity of a flour mill either to weigh the clean wheat before the 1st break rolls or to weigh the final products to calculate extraction rate. In the flour mill industry the quantity of flour produced expressed as a percentage of the wheat used. For more immediate mill control purposes the amount of flour produced from clean wheat on to the 1st break rolls is used (or) is calculated as a percentage on an hourly basis. Rate of extraction can also be calculated based on wheat products. Rate of extraction can have a considerable effect on the production cost of the flour. Also from an overall manufacturing cost stand point, the output per hour or 24 hours can affect the profitability of the whole of operation of the mill. Feed shutter for automatic grain weigher [1] consisted of mechanical gate to provide feed opening/closing for easy handling on the completion of the weighing operation. Solenoid valve and lever mechanism operates gate mechanism which leads to wear and tear of links, arm knife edges etc., two positions either open or close affects the weighing accuracy. Automatic grain weighing machine [2] consisted of hopper, weigher with hooks arrangements for empty bag & drop hole mechanism. Full open to half open or full close of the gate operated through drop hole mechanism was used to fill the specified quantity of matter into the bag which affects the accuracy of weighing. Continuous monitoring of set weight and matter feeding was absent. Conventional filtering methods employed in dynamic weighing systems have limitation in improving accuracy and throughput rate [3]. Fluctuations in the bulk density of the raw materials in volumetric or rotary charger dosing results in alterations in weight [4]. Weighing machines equipped with platform scales or beam balances with dials do not ensure the required accuracy of weighing batch materials [5]. Mechanical scales are not reliably precise and their applications in automatic lines are complicated [6]. Mechanically operated autograin weighers are obsolete and maintenance oriented. Electronic weighers are sophisticated and calibrate themselves by using built in calibration procedures and saves the data themselves [7]. Load cells are widely used in a variety of industrial weighing applications such as wending machines and weighing systems [8]. Load cells interfaced with integrated electronics convert the weight force to an electric signal and deliver the output signal to an automation system [9]. Linear motion guide ways accompanied with precision ballscrew can greatly enhance moving accuracy. Hence, considering the advantages of electronic weighing accuracy and Linear motion guide ways moving accuracy, the present project was undertaken to design and develop state of art technology i.e. low cost automatic weighing machine using latest technology of servo control and Programmable Logic Control (PLC) concepts. 2. Materials and methods 2.1 Materials: Materials of construction used were stainless steel sheet metal (SS 304), Indian standard medium channel, mild steel square tube, load cells, Hopper weighing controller (Bangalore, India), Linear motion (LM) guide ways(Hiwin, 53
  • 3. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 7, 2012 Taiwan), AC Servomotor & drive, PLC, Control panel with PLC & Junior man machine interface (MMI) (Chennai, India) were purchased from Balaji Autotech Pvt. Ltd.,(Mysore, India). 2.2 Equipment: The Automatic system developed for weighing grain / grain products is shown in Fig.1. Automatic grain weighing equipment consisted of storage hopper (Approx. 0.04m3 capacity, sheet metal thickness 3.5mm, 100mm Square bottom opening), quantity regulating servo slide, linear motion guide ways with precision ball screw (20mm width, 17.75KN dynamic load rating, 37.84KN static load rating, 16mm diameter ballscrew), AC Servomotor (1.27Nm torque, 3000 rpm, 400 watts) with drive (220 volts, single phase), weighing hopper (5000g capacity, sheet metal thickness 2.5mm, 75 mm square bottom opening), load cells (10000g capacity), weighing controller (Programmable high precision micro controller based indicator with 16-character, 2-line liquid crystal display), programmable logic controller (Micro PLC, 16/12 digital Input / Output) and pneumatic cylinder (6 Bar operating pressure) with gate, supporting structure-1 for storage hopper (1.4m height, 0.53m square length & width), and Supporting structure-2 for weigh hopper (0.05m square pipe, 0.7m height, 0.38m square length & width). 2.3 Design consideration: 2.3.1 Storage and weigher hoppers: Storage and weigher hoppers were designed for 25kg & 5 kg holding capacity respectively by considering Bulk density of wheat as 76 kg per hectoliter weight and shape of the hopper as frustum of pyramid. Volume (Vol) of hopper was calculated using equations (1) and (2) Vol = Mass/ Density (1) Height (H) of the hopper was calculated by using equation (2) Vol of frustum of pyramid hopper = H [A1 + A2 + (A1A2)0.5] / 3 (2) Where A1= Area of bigger end of hopper (Inlet length x width) A2= Area of smaller end of hopper (outlet length x width) H= Height of hopper 2.3.2 Load cells: Load cell capacity was calculated by considering the weight of weigher hopper, discharge material weight, weigher hopper location pins and weigher hopper discharge gate. Load cell capacity = (weight of weigher hopper+ discharge material weight + weight of location pin+ weight of weigher hopper discharge gate) Load cells with metrological characteristics such as class III accuracy, 10kg maximum capacity, 1.5 ± 0.01 mV/V rated output, combined error of % ± 0.05% of rated output, repeatability of ± 0.05% of rated output, 5-700C operating temperature range, 200% of safe overload and 300% of ultimate overload were selected 54
  • 4. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 7, 2012 2.3.3 Pneumatic cylinder: Double acting piston pneumatic cylinder was selected for the operation of weigher hopper. In-stroke and out-stroke forces of pneumatic cylinder were calculated by equations (3) and (4) F1= Ppπ(d12 - d22)/4 (3) F2 = (Ppπd12)/4 (4) Where F1 = In-stroke force F2 = Out-stroke force Pp= Pneumatic cylinder air pressure d1=Bore diameter of cylinder d2=Piston rod diameter 2.3.4 Linear motion guide ways: Linear motion guide ways series suitable for lathe applications were selected and model size was determined based on ball screw diameter used. Four numbers of linear guide ways blocks were considered. 2.4 Methods: Sheet metal work and welding was carried out to manufacture storage hopper, and weigher hopper using stainless steel (SS 304) sheet metal. Hopper gates assembly were manufactured by using mild steel plates with chromium plating. Bearings were used for frictionless sliding movement. Supporting structure channels (ISMC-75) were cut to a length of 1.4m and storage hopper supporting frame (0.53m2) was fabricated. Storage hopper and LM guide ways were assembled on supporting structure. Mild steel square pipe (0.05 square meters) were cut to a length of 0.7m and weigher hopper supporting frame (0.38m2) was fabricated. Load cells were assembled on weigher hopper supporting frame. Weigher hopper location pins were manufactured and fastened to the weigher hopper. Weigher hopper location pins were aligned with load cells and mechanical stoppers were adjusted. Double acting piston pneumatic cylinder was connected to the weigher hopper gate and pneumatic connection was provided. AC servomotor was coupled to the ball screw of LM guide way. Position limit switches and reader micro switch were assembled on aluminum track which was mounted on LM guide way. LM guide was connected to storage hopper gate by suitable bracket. Control panel with weigher controller (Fig.2) and necessary electrics was interfaced with load cells. AC servo drive controller (Fig.3) with PLC, MMI, servo drive and electricals were assembled in a panel and interfaced with servo motor and micro controller. 3. Calibration of the weighing system: 55
  • 5. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 7, 2012 Empty weigher hopper was ensured before tare operation. After tare, known weight was placed in the weigher hopper and value of the weight with an average fluctuation factor for three set of readings was entered in the micro controller using numeric keys. Value displayed on microcontroller was considered as the calibrated value. 3.1 Operation of equipment: Material mass to be weighed was fed to storage hopper. Gate open constant weight, gate open speed, feed weight and weight time for door close parameters were set on MMI. Zero limit, set high, zero delay, over load, auto/manual, set delay and span load parameters were programmed on micro controller. Pneumatic pressure in the pneumatic line was confirmed to the required value. Weighing cycle operation was carried out by pressing F1 (cycle start) key on MMI touch pad. 3.2 Equipment performance evaluations: Performance evaluation of the equipment was carried out by operating the equipment to measure mass of 500, 1000, 1500, 2000, 2500, 3000, 3500, 4000, 4500 and 5000g. Discharged material from the weigher hopper was weighed on Essae – Teraoka Ltd., model: PG 10000 table top electronic balance (maximum weighing capacity: 10000g, readability (d):0.1g, linearity ± 2d). Grain weigher cycle time for 500g and 5000g was recorded. Repeatability limit for grain weigher was calculated by using equation (5) Repeatability = 1.96[(2 Sr2)]0.5 (5) Where Sr = Repeatability standard deviation 4. Statistical analysis: Ten replications were carried out for each measurement and data obtained were analyzed statistically for analysis of variance (ANOVA) to test for any significant differences in the mean values of all the groups and regression analysis to predict the accuracy of mass measurements were carried out by using Microsoft Excel software. 5. Results and discussion Wheat used for mass measurement experiments had the following characteristics on dry basis: 9% moisture, 7600g per hectoliter weight, 32g weight per 1000 kernel weight and hardness value of 10000g per grain. Above parameters indicated that wheat used was medium hard type. Prototype automatic weigher was developed and performance evaluation was carried out experimentally. Total 90 experiments were conducted for test mass measurement of 1000g to 5000g with an incremental value of 500g. An ANOVA of weight differences for the 9 runs with 10 measurements per run showed that there was no significant difference in mean value of weight measurements (p>0.05) from table top electronic balance and grain weigher. The average percent weight difference was 0.26%. Statistical analysis performed on the averages of percent weight differences indicated that the mean of the percent weight differences 56
  • 6. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 7, 2012 between measurements by grain weigher and those by table top electronic balance was 0.28% with a standard deviation of 0.18%. Table1. shows comparison of set mass and measured mass of wheat samples. p-values for 1500, 3500, 5000g were 0.889, 0.068 and 0.48 respectively. Fstatistical values for 1500, 3500, 5000g were 0.019, 3.766 and 0.507 respectively. Fcritical values for 1500, 3500, 5000g were 4.414, 4.414 and 4.098 respectively. Fstatistical < Fcritical and p-values > 0.05, there is no statistical difference in mean value of measurements from set mass and measured mass. For 1000, 2000, 2500, 3000, 4000 and 4500g, P-values < 0.05 and Fstatistical > Fcritical indicated that there is a significant effect due to mass measurements at the 95% probability level. Differences could be minimized by proper tuning of storage hopper gate open speed, feed speed and close rapid speed parameters. Average percentage error was observed from 0.1% to 0.6%. Minimum average percentage error (< 0.2%) was observed for 3500, 4000, 4500 and 5000g mass measurement. Maximum average percentage error (>0.2% and <0.6%) was observed for 1000, 1500, 2000, 2500 & 3000g mass measurement. This could be further minimized by altering the position of reader limit switch and by tuning of storage hopper gate open speed, feed speed and close rapid speed parameters. mass measurements on the dispensed material under repeatability conditions produced results within ± 0.22% of displayed set weight for 3000,3500,4000,4500 and 5000g. Repeatability of greater than ± 0.22% was observed for 1000, 1500, 2000 and 2500g displayed set mass which was due to material measurement speed. Improvement in repeatability limit could be possible by slowing down weigh up cycle. Cycle time of weighing process for minimum and maximum test mass measurements of 500g and 5000g were 14s and 23s respectively, which are very appropriate and suitable for the next process. Weight measurements recorded by the automatic grain weigher (dependent variable) and table top electronic balance (independent variable) yielded regression equation (y=1.0014x – 3.667) with a slope of 1.0014 with an adjusted R2 of 0.9999. R2 and slope of the regression model was close to unity showed that automatic weigher was measuring accurately. 6. Conclusion Weigher is the necessity of a flour mill either to weigh the clean wheat before the 1st break rolls or to weigh the final products to calculate extraction rate. Rate of extraction can have a considerable effect on the production cost of the flour. Low cost, servo based PLC operated grain automatic weigher was developed and performance evaluation was carried out experimentally. The results of studies indicated that the equipment met the needs of weighing process. Statistical analysis indicated that there was no significant difference in mean value of measurements from set mass (1500, 3500, 5000g) and measured mass at the 95% probability level. Minimum average percentage error (<0.2%) was observed for 3500, 4000, 4500 and 5000g mass measurements. Mass measurements on the dispensed material under repeatability conditions produced results within ± 0.22% of displayed set mass for 3000,3500,4000,4500 and 5000g revealed that weighing of product by auto grain weigher is quite precise. Adjusted R2 and slope for the regression equation between weights measured by the automatic weigher and by table top electronic balance was very close to unity. Accuracy and repeatability of the automatic weigher are found to satisfy the flourmill requirements of grain weighing process. Automatic weighing equipment can also be successfully used for weighing and dosing of any granular products into bags, containers in automated production processes. 57
  • 7. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 7, 2012 7. Acknowledgements The authors are greatly indebted to Dr. G. Venkateswara Rao, Head, Flour Milling, Baking and Confectionery Technology Department for valuable suggestions. References [1] Shimauch, Y., Feed shutter for automatic grain weigher. Japan patent No.2000053101-2000-02- 22. [2] Okada, S., and Shimauchi, Y., Automatic grain weighing machine. Japan patent No. 2001165756- 2001-06-22. [3] Halimic, M., Balachandran., and W Enab, Y., IEEE Xplore 0-7803-3645-3/96, 1996, p. 2123 [4] Efremenkov, V.V., Subbotin, K. Yu., and Khaimovich, M.M., Glass and Ceramics, 2001, Vol. 58, p.195. [5] Efremenkov, V,V., Subbotin K,Yu., Klimychev, V.N., Ruchkin, V.V., and Khaimovich, M,M., Glass and Ceramics. 2003, Vol. 60, p.129. [6] Bubulis, A., Jurenas, V., and Kranclukas, R., Mechanika,2005, Vol. 6( 56), p.33. [7] Gustavo, G.A., and Angeles, H.M., Accredited quality assurance, 2007. vol.12, p. 21 [8] Jafaripanah, M., Al-Hashimi, B.M., and White, N.M., ( 2004). Design consideration and implementation of analog adaptive filters for sensor response correction. In Proceedings of the 12th Iranian Conference on Electrical Engineering (ICEE2004), 11-13 May 2004, Mashhad, Iran. p. 109 [9] Dynamic weighing and dosing with Fast Intelligent Transducers. FIT.http://www.imeko.org/publications/tc3–2002/IMEKO-TC3-2002-024.pdf. 58
  • 8. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 7, 2012 TABLE 1: Comparison of set weight and measured weight of wheat Mass set (g) 1000 1500 2000 2500 3000 3500 4000 4500 5000 Measured values (g) Max. 1016.2 1510.6 2015.1 2508.9 3016.6 3511.6 4010.5 4504.4 5015.9 Min. 1000.6 1493.7 1980.2 2483.9 3000 3495.1 3999.6 4488 4988.2 Average 1006.8 1499.8 1991.5 2494.8 3008.3 3502.6 4005.5 4495 5001.1 Standard Deviation 4.8 5.1 9.2 6.6 4.8 4.3 3.8 4.8 7.0 Error (%) 0.6 0.26 0.57 0.28 0.27 0.1 0.13 0.13 0.1 p-value 0.0002* 0.889** 0.009* 0.023* 3.2E-05* 0.068** 0.001* .003* 0.48** Fcrit 4.414 4.414 4.414 4.414 4.414 4.414 4.414 4.414 4.098 Fstat 20.289 0.019 8.423 6.103 30.273 3.766 20.244 11.055 0.507 df 19 19 19 19 19 19 19 19 39 Repeatability 13.3 14.14 25.5 18.3 13.3 11.91 10.53 13.30 19.40 Fcrit:Fcritical, Fstat:Fstatistical, df:Degree of freedom Significant at *p<0.05 and not significant at **p>0.05 among test weight samples, n=10 59
  • 9. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 7, 2012 Fig. 1. Parts of Auto grain weigher 60
  • 10. Innovative Systems Design and Engineering www.iiste.org ISSN 2222-1727 (Paper) ISSN 2222-2871 (Online) Vol 3, No 7, 2012 Digital display Keypad Fig. 2. Weigher controller PLC AC servo drive Fig. 3. AC servo drive controller 61
  • 11. This academic article was published by The International Institute for Science, Technology and Education (IISTE). The IISTE is a pioneer in the Open Access Publishing service based in the U.S. and Europe. The aim of the institute is Accelerating Global Knowledge Sharing. More information about the publisher can be found in the IISTE’s homepage: http://www.iiste.org The IISTE is currently hosting more than 30 peer-reviewed academic journals and collaborating with academic institutions around the world. Prospective authors of IISTE journals can find the submission instruction on the following page: http://www.iiste.org/Journals/ The IISTE editorial team promises to the review and publish all the qualified submissions in a fast manner. All the journals articles are available online to the readers all over the world without financial, legal, or technical barriers other than those inseparable from gaining access to the internet itself. Printed version of the journals is also available upon request of readers and authors. IISTE Knowledge Sharing Partners EBSCO, Index Copernicus, Ulrich's Periodicals Directory, JournalTOCS, PKP Open Archives Harvester, Bielefeld Academic Search Engine, Elektronische Zeitschriftenbibliothek EZB, Open J-Gate, OCLC WorldCat, Universe Digtial Library , NewJour, Google Scholar