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Research Institute for Integrated Coastal Zone Management
SENSORS & MAGNETISM GROUP
MOOSY32 eNose: characteristics and
functionalities.
1 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
1 MOOSY32
What is MOOSY32 eNose?
Figaro’s sensor
Complete scheme eNose
system
2 eNose in action
Food Industry
Water
Apple or Pear?
Truffle
Orange
Medical app
3 MOOSY4
Data processing
4 To sum up
5 COST
6 Contact Group
2 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
What is MOOSY32 eNose?
Figaro’s sensor
Complete scheme eNose system
What is MOOSY32 eNose?
Multi sensory Odor Olfactory System
32 Metal Oxide Semiconductors
(MOS) sensors
Model Target GAS Detection Range
TGS2600 General 1-30ppm
TGS2610-c00 LP gas 500-10000ppm
TGS2610-D00 LP gas 500-10000ppm
TGS2611 Methane 500-10000ppm
TGS2620 Alcohol, solvents, vapour 500-5000ppm
3 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
What is MOOSY32 eNose?
Figaro’s sensor
Complete scheme eNose system
Figaro’s sensor
Typical response of the TGS-2600 sensor to different substances dissol-
ved in water: a) Mixture of sulphur compounds; b) Geosmin; c) Dimethyl
disulphide; d) Sulphured; e) Control.
4 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
What is MOOSY32 eNose?
Figaro’s sensor
Complete scheme eNose system
Complete scheme eNose system
5 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
Food Industry
Medical app
eNose VS OFF-Flavor of drinking water
Instrument was applied to monitoring the off-flavor of drinking water
potentially produced by MICROBIAL CONTAMINATION.
Water microbial contamination by adding different molecules that
smells like the off flavor produced by bacteria:
DIMETHYL DISULPHIDE
DIMETHYL TRISULPHIDE
DIMETHYL DISELENIDE
GEOSMIN
MIX OF SULPHUR COMPOUNDS
METHYL METACRILATE
6 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
Food Industry
Medical app
OFF-Flavor of drinking water Results
All the three different methods used for data analysis provided a
high level of discrimination.
Bayes
net
RBF
net
M
ultilayerPerceptron
0
20
40
60
80
100
%
ppb
ppt
Programming Algorithm
%
ppb ppt
Bayes net 88 % 91,7 %
RBF net 87 % 64,9 %
Multilayer Perceptron 89,8 % 80,4 %
7 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
Food Industry
Medical app
eNose VS Classification of Apple and Pear
Algorithm Pear Apple Total Correctly Classified
Bayes Net 37/39 38/40 94
RBF net 38/39 36/40 93
SimpleLogistic 39/39 38/40 97
SMO 39/39 39/40 99
IB1 39/39 40/40 100
KStar 39/39 38/40 97
VFI 34/39 36/40 89
ADTree 39/39 36/40 95
NNge 39/39 38/40 97
PART 38/39 36/40 94
8 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
Food Industry
Medical app
eNose VS Truffle Classification
The systematic determination of ripeness at harvest is not trivial.
Truffles must have a specific level of maturity; otherwise, they are
perceived by the consumer as having a poor quality. To determine
if a truffle is ripe, we developed a prototype for the truffle industry
with only eight inexpensive MQ sensors.
9 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
Food Industry
Medical app
eNose VS Orange’s treatment
The samples were analysed in four different periods of storage: 24
to 48 hours after harvest (T0), after four weeks at 4oC (T1), after
eight weeks at 4oC (T2), and after an additional week in a normal
environment at 20 oC while simulating the conditions in which the
consumer eats the fruits (T3).
10 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
Food Industry
Medical app
Digestive diseases and cancer
Current Project
Olfactory System to medical and healthy applications with collabo-
ration IIS La FE (Valencia).
Crohn’s disease vs Ulcerative colitis
Prostate cancer
Bladder cancer
11 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
Data processing
MOOSY4: IoT low cost
Selected the best sensors in
order to reduce hardware.
Embedded low cost
system.
Connectivity to big
data (IoT).
Minimal size.
Low power.
12 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
Data processing
IoT implementation
Server system
(Serverus).
Web platform:
Acquisition.
Data
processing.
Reading data.
13 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
Data processing
Data processing
Different
algorithms.
90 % Final.
10 % Check.
14 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
To sum up
Moosy32 has good accurancy.
eNose can be implemented in small embedded system and become
a tool for the food industry. IoT gives us a chance how the better
algorithms and sensors work and contribute to improve the system.
15 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
AND NOW? Our proposal: VOCS FOOD & ELECTRONICS
What is?
COST is the longest-running European framework supporting trans-
national cooperation among researchers, engineers and scholars across Eu-
rope.
At least 5 COST Member Countries and/or Cooperating
States
16 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
Contact: Jos´e Pelegr´ı
Campus de Gandia
Universitat Polit`ecnica de Val`encia
46730-Grao de Gandia Valencia-Spain
C/Paranimf,1
Phone:+34 96 284 9300, Ext. 49404
e-mail: jpelegri@upv.es
web: www.gsym.upv.es
17 / 18 GSYM: SENSORS & MAGNETISM GROUP
MOOSY32
eNose in action
MOOSY4
To sum up
COST
Contact Group
To finish!
Thanks for your time.
18 / 18 GSYM: SENSORS & MAGNETISM GROUP

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Multi sensory odor olfactory system

  • 1. Research Institute for Integrated Coastal Zone Management SENSORS & MAGNETISM GROUP MOOSY32 eNose: characteristics and functionalities. 1 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 2. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group 1 MOOSY32 What is MOOSY32 eNose? Figaro’s sensor Complete scheme eNose system 2 eNose in action Food Industry Water Apple or Pear? Truffle Orange Medical app 3 MOOSY4 Data processing 4 To sum up 5 COST 6 Contact Group 2 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 3. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group What is MOOSY32 eNose? Figaro’s sensor Complete scheme eNose system What is MOOSY32 eNose? Multi sensory Odor Olfactory System 32 Metal Oxide Semiconductors (MOS) sensors Model Target GAS Detection Range TGS2600 General 1-30ppm TGS2610-c00 LP gas 500-10000ppm TGS2610-D00 LP gas 500-10000ppm TGS2611 Methane 500-10000ppm TGS2620 Alcohol, solvents, vapour 500-5000ppm 3 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 4. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group What is MOOSY32 eNose? Figaro’s sensor Complete scheme eNose system Figaro’s sensor Typical response of the TGS-2600 sensor to different substances dissol- ved in water: a) Mixture of sulphur compounds; b) Geosmin; c) Dimethyl disulphide; d) Sulphured; e) Control. 4 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 5. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group What is MOOSY32 eNose? Figaro’s sensor Complete scheme eNose system Complete scheme eNose system 5 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 6. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group Food Industry Medical app eNose VS OFF-Flavor of drinking water Instrument was applied to monitoring the off-flavor of drinking water potentially produced by MICROBIAL CONTAMINATION. Water microbial contamination by adding different molecules that smells like the off flavor produced by bacteria: DIMETHYL DISULPHIDE DIMETHYL TRISULPHIDE DIMETHYL DISELENIDE GEOSMIN MIX OF SULPHUR COMPOUNDS METHYL METACRILATE 6 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 7. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group Food Industry Medical app OFF-Flavor of drinking water Results All the three different methods used for data analysis provided a high level of discrimination. Bayes net RBF net M ultilayerPerceptron 0 20 40 60 80 100 % ppb ppt Programming Algorithm % ppb ppt Bayes net 88 % 91,7 % RBF net 87 % 64,9 % Multilayer Perceptron 89,8 % 80,4 % 7 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 8. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group Food Industry Medical app eNose VS Classification of Apple and Pear Algorithm Pear Apple Total Correctly Classified Bayes Net 37/39 38/40 94 RBF net 38/39 36/40 93 SimpleLogistic 39/39 38/40 97 SMO 39/39 39/40 99 IB1 39/39 40/40 100 KStar 39/39 38/40 97 VFI 34/39 36/40 89 ADTree 39/39 36/40 95 NNge 39/39 38/40 97 PART 38/39 36/40 94 8 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 9. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group Food Industry Medical app eNose VS Truffle Classification The systematic determination of ripeness at harvest is not trivial. Truffles must have a specific level of maturity; otherwise, they are perceived by the consumer as having a poor quality. To determine if a truffle is ripe, we developed a prototype for the truffle industry with only eight inexpensive MQ sensors. 9 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 10. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group Food Industry Medical app eNose VS Orange’s treatment The samples were analysed in four different periods of storage: 24 to 48 hours after harvest (T0), after four weeks at 4oC (T1), after eight weeks at 4oC (T2), and after an additional week in a normal environment at 20 oC while simulating the conditions in which the consumer eats the fruits (T3). 10 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 11. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group Food Industry Medical app Digestive diseases and cancer Current Project Olfactory System to medical and healthy applications with collabo- ration IIS La FE (Valencia). Crohn’s disease vs Ulcerative colitis Prostate cancer Bladder cancer 11 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 12. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group Data processing MOOSY4: IoT low cost Selected the best sensors in order to reduce hardware. Embedded low cost system. Connectivity to big data (IoT). Minimal size. Low power. 12 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 13. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group Data processing IoT implementation Server system (Serverus). Web platform: Acquisition. Data processing. Reading data. 13 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 14. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group Data processing Data processing Different algorithms. 90 % Final. 10 % Check. 14 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 15. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group To sum up Moosy32 has good accurancy. eNose can be implemented in small embedded system and become a tool for the food industry. IoT gives us a chance how the better algorithms and sensors work and contribute to improve the system. 15 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 16. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group AND NOW? Our proposal: VOCS FOOD & ELECTRONICS What is? COST is the longest-running European framework supporting trans- national cooperation among researchers, engineers and scholars across Eu- rope. At least 5 COST Member Countries and/or Cooperating States 16 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 17. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group Contact: Jos´e Pelegr´ı Campus de Gandia Universitat Polit`ecnica de Val`encia 46730-Grao de Gandia Valencia-Spain C/Paranimf,1 Phone:+34 96 284 9300, Ext. 49404 e-mail: jpelegri@upv.es web: www.gsym.upv.es 17 / 18 GSYM: SENSORS & MAGNETISM GROUP
  • 18. MOOSY32 eNose in action MOOSY4 To sum up COST Contact Group To finish! Thanks for your time. 18 / 18 GSYM: SENSORS & MAGNETISM GROUP