SlideShare una empresa de Scribd logo
1 de 9
Descargar para leer sin conexión
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2530
Wind data Estimation of Kolhapur district using Improved Hybrid
Optimization by Genetic Algorithms(iHOGA) and NASA Prediction of
Worldwide Energy Resources (NASA Power)
Ms. Ketki Suryakant Deshmane1, Mr. Aditya Arvind Yadav2, Mr. Shrikant Madan Ingawale3, Mr.
Akshay Sanjay Kamble4.
1M. Tech (Energy Technology), School of Energy Studies, SPPU, Pune, India.
2,3,4
M. Tech (Energy Technology), Department of TechnologyShivaji University, Kolhapur, India.
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract - Improved hybrid optimization by genetic algorithms is a programme developed in C++ for Simulation and
optimization of hybrid renewable standalone energy system. The programme includes multi objective optimization in time
steps. NASA Prediction of worldwide energy resources is a collection of new data from satellite system NASA Power targets
three user communities 1. Renewable energy 2. Sustainable building 3. Agro climatology. The wind data estimated from
iHOGA and NASA Power will provide average wind speed data in m/sec.
Key Words: Wind data, NASA Power, iHOGA, C++.
INTRODUCTION
Wind is simply a form of moving air as well a part of the sun’s rays because, when the earth heats up from beam and diffuse
radiation, it releases wind. This is a balanced reaction between sun rays and wind to cool the earth. The moving air
inflates and easily reaches a maximum height then fresh and cool air falls down and moves as wind. Differential heating of
the ground surface by the sun causes the movement of large air masses. Such a type of air or wind is used for electricity
generation if the wind speed is between 5 and 25m/s. Electricity generation through wind is done by wind energy
conversion systems[1].
Wind energy conversion systems convert the kinetic energy of the wind into electricity or other forms of energy
Nowadays, wind power is a completely established and sustainable branch of electricity generation and it is worked
accordingly. The energy generation is not the only basis to be considered when installing new wind turbines. A wind
turbine is the main part of a wind energy system because a wind turbine detains the force of wind velocity with the help of
rotor blades. Rotor blades are used to accelerate wind flow over one side of the blade, which leads to a low-pressure
system at the given side. The rotor blades lift to the area of lower pressure just like an airplane wing, due to the difference
in pressure between the two sides of the blade. When the rotor is connected to a shaft, due to the rotation of the shaft, a
generator produces electrical energy.
WIND SPEED
As a general rule, wind speed will increase with height. How large this increase will be depends on the roughness of the
terrain. In areas with high roughness, the wind speed will increase more with height than over a smooth terrain. But the
wind speed at a specific height, for example, 50 m above ground level (agl), will always be higher in an area with low
roughness, if all other factors are equal. For wind turbines it is the wind speed at hub height that is of interest. This height
varies for different models and manufacturers. Available wind data often represent a different height than the hub height.
It is, however, not very difficult to recalculate these data for other heights.
If the average wind speed at a height (ho) is known and the wind speed at hub height (h) has to be found, the following
relation can be used
v/vo=[ h/ho]n
where vo is the known wind speed at the height ho and v is the wind speed at the height h. The value of the exponent α
depends on the roughness of the terrain and on general geographic conditions. These are based on the wind atlas for
Denmark. Roughness class 0 (open water): α = 0.1. Roughnessclass1(openplain):α
= 0.15.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2531
Fig 1. Wind Weibull Shape
FACTOR AFFECTING WIND SPEED
Wind speed is affected by a number of factors and situations, operating on varying scales (from micro to macro scales).
These include the pressure gradient, Rossby waves and jet streams, and local weather conditions. There are also links to
be found between wind speed and wind direction, notably with the pressure gradient and terrain conditions.
1. Pressure gradient: This term is used to describe the difference in air pressure between two points in the
atmosphere or on the surface of the Earth. It is vital to wind speed, because the greater the difference in pressure, the
faster the wind flows (from the high to low pressure) to balance out the variation. The pressure gradient, when
combined with the Coriolis effect and friction, also influences wind direction.
2. Rossby waves: Rossby waves are strong winds in the upper troposphere. These operate on a global scale and move
from West to East (hence being known as Westerlies). The Ross by waves are themselves a different wind speed from
what we experience in the lower troposphere.
3. Local weather conditions: It plays a key role in influencing wind speed, as the formation of hurricanes,
monsoons and cyclones as freak weather conditions can drastically affect the flow velocity of the wind.[2]
NASA POWER
NASA's goal in Earth science is to observe, understand, and model the Earth system to discover how it is changing, to better
predict change, and to understand the consequences for life on Earth. The Applied Sciences Program, within the Science
Mission Directorate (which replaced both the Office of Earth Science and the Office of Space Science, serves NASA and
Society by expanding and accelerating the realization of societal and economic benefits from Earth science, information,
and technology research and development.
The Prediction of Worldwide Energy Resource (POWER) project was initiated to improve upon the current renewable
energy data set and to create new data sets from new satellite systems. The POWER project targets three user
communities:
1. Renewable Energy: The Renewable Energy Archive is designed to provide access to parameters specifically
tailored to assist in the design of solar and wind powered renewable energy systems.
2. Sustainable Buildings: The Sustainable Buildings Archive is designed to provide industry- friendly parameters
for the buildings community, to include parameters in multi-year monthly averages.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2532
Fig2. NASAPOWER (Home screen)
iHOGA
Improved Hybrid Optimization by Genetic Algorithms is a program developed in C++ for simulation and optimization of
Hybrid Renewable Stand-alone Systems where there may be load consumption of electrical energy (DC and /or AC)
and/or Hydrogen load, as well as load of water form a reservoir, previously pumped. The program can simulate and
optimize systems of any size. It can also simulate and optimize systems connected to the AC grid, and can be defined
different casesofNetMetering and Net Billing.
The program includes multi-objective optimization, simulation in time steps of up to 1 minute, sensitivity analysis,
probability analysis (Monte Carlo simulation), etc. There is a start-up guide with which to quickly learn the basic operation
of the program.
Modifications of thisversioniHOGA2.5withrespectto the previous version (2.4).
• Added PV generator divided intwo zones at different slope and azimuth.
• Added importing hourly wind speed, irradiation and temperature from Renewable Ninja.
• Added thermoelectric generator (TEG)
• Modified the methodology to calculate irradiance in steps of 1 minute, being more realistic.
Fig 3. Home screen iHOGA Wind resources
WIND POWER DATA-GLOBAL SCENARIO
Wind power data Wind power is one of the major renewable resources alongside hydropower and the most promising one.
The power capacity of wind has increased exponentially in the last 20 years, from 6.1 GW in 1996 to 539.6 GW in 2017,
taking into account both onshore and offshore installations. Fig shows the cumulative global capacity of wind power for
the period 1997–2017. This number might seem insignificant compared to the total energy needs.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2533
However, significant technological improvements have been achieved in the recent past, resulting in a reduction of the
investment costs for wind energy thereby improving the prospect of massive future investments. Based on future
projections, the contribution ofwindpowertothetotal globalelectricityproductioncouldreach18% by2050 .[4]
Fig4 .Global capacity windpower[4]
The wind power capacity shown in figure is not distributed evenly across the world. Asia has the largest regional capacity
with 228.5 GW which accounts for the 42.2% of the global capacity.
KOLHAPUR DISTRICT WIND DATA BY iHOGA SOFTWARE
Fig6. Panhala wind data
Fig 7. Karvir wind data
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2534
Fig 5. Shahuwadi wind data
Fig 8. Shirol wind data
Fig 9. Hatkanangle wind data Fig 12. Radhanagari wind data
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2535
Fig 10.Gaganbavada wind data Fig13.Gadhinglaj wind data
Fig 11. Kagal wind data Fig14.Bhudargad wind data
Fig 15. Ajara wind data
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2536
Fig16.Chandgad wind data
RESULT AND DISSICUSSION
Sr.
No
Name
Of
Location
Average
wind speed
iHOGA
software
(m/s)
(50 m)
Average
wind speed
NASAPOWER
software(m/s)
(50 m)
1 Shahuwadi 5.43 5.18
2 Panhala 5.86 5.51
3 Karveer 5.86 5.51
4 Shirol 5.99 5.61
5 Hatkanangle 5.86 5.51
6 Gaganbawada 5.43 5.033
7 Kagal 5.86 5.45
8 Radhanagari 5.35 5.13
9 Gadhinglaj 5.64 5.33
10 Bhudargad 5.64 5.188
11 Ajara 5.64 5.31
12 Chandgad 4.86 4.61
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2537
WIND ROSE DIAGRAMS
Fig 17. Windrose Diagram from iHOGA
Fig 18. Windrose Diagram from NASAPOWER
SUMMARY AND CONCLUSION
From the data obtained from IHOGA and NASAPOWER it can be concluded that for Kolhapur district wind data, following
are the locations having maximum average wind velocity, are as follows: -
Hatkangale, Karveer and Shirol. The maximum avg value is 7.97m/s per year. Following locations have recorded minimum
average wind velocity, i.e. Chandhgad, Shahuwadi andRadhanagri,theminimum average wind velocity is 2.60m/s.
The Chandhgad, Shahuwadi and Radhanagri are tropical region. The NASAPOWER results shown in July, August and
September the wind velocity is maximum, but for other seasons the wind speed may vary and decreases subsequently.
REFERENCES
1. V. Khare, C. Khare, S. Nema, and P. Baredar, Introduction to Energy Sources. 2019.
2. T. Wizelius, Designandimplementationofawind power project, vol. 2. Elsevier Ltd., 2012.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2538
3. P. K. Chaurasiya, V. Warudkar, and S. Ahmed, “Wind energy development and policy in India: A
review,” Energy Strateg. Rev., vol. 24, no. December 2018, pp. 342–357, 2019.
4. G. Nikitas, S. Bhattacharya, N. Vimalan, H. E. Demirci, N. Nikitas, and P. Kumar, Wind power: A
sustainable wayto limit climatechange.Elsevier Inc., 2019.

Más contenido relacionado

La actualidad más candente

Techno-economic Viability and Energy Conversion Analysis of RHES with Less We...
Techno-economic Viability and Energy Conversion Analysis of RHES with Less We...Techno-economic Viability and Energy Conversion Analysis of RHES with Less We...
Techno-economic Viability and Energy Conversion Analysis of RHES with Less We...TELKOMNIKA JOURNAL
 
A Review on Integration of Wind Turbines in Distributed Generation Power System
A Review on Integration of Wind Turbines in Distributed Generation Power SystemA Review on Integration of Wind Turbines in Distributed Generation Power System
A Review on Integration of Wind Turbines in Distributed Generation Power Systemijtsrd
 
Assessment of solar energy distribution for installing solar panels using rem...
Assessment of solar energy distribution for installing solar panels using rem...Assessment of solar energy distribution for installing solar panels using rem...
Assessment of solar energy distribution for installing solar panels using rem...IAEME Publication
 
Analysis of the relative roles of supply-side and demand-side measures in tac...
Analysis of the relative roles of supply-side and demand-side measures in tac...Analysis of the relative roles of supply-side and demand-side measures in tac...
Analysis of the relative roles of supply-side and demand-side measures in tac...IEA-ETSAP
 
Thesis Presentation
Thesis PresentationThesis Presentation
Thesis Presentationkntotas
 
Design and Simulation Analysis of Outer Stator Inner Rotor DFIG by 2d and 3d ...
Design and Simulation Analysis of Outer Stator Inner Rotor DFIG by 2d and 3d ...Design and Simulation Analysis of Outer Stator Inner Rotor DFIG by 2d and 3d ...
Design and Simulation Analysis of Outer Stator Inner Rotor DFIG by 2d and 3d ...Mellah Hacene
 
Performance analysis based on probabilistic modelling of Quaid-e-Azam Solar P...
Performance analysis based on probabilistic modelling of Quaid-e-Azam Solar P...Performance analysis based on probabilistic modelling of Quaid-e-Azam Solar P...
Performance analysis based on probabilistic modelling of Quaid-e-Azam Solar P...Power System Operation
 
Meghalaya Wind Energy
Meghalaya Wind Energy Meghalaya Wind Energy
Meghalaya Wind Energy Siraj Ahmed
 
IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...
IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...
IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...IRJET Journal
 
Forecasting long term global solar radiation with an ann algorithm
Forecasting long term global solar radiation with an ann algorithmForecasting long term global solar radiation with an ann algorithm
Forecasting long term global solar radiation with an ann algorithmmehmet şahin
 
Cost development of renewable energy technologies
Cost development of renewable energy technologiesCost development of renewable energy technologies
Cost development of renewable energy technologiesLeonardo ENERGY
 
The Development of an Application Conceived for the Design, Feasibility Study...
The Development of an Application Conceived for the Design, Feasibility Study...The Development of an Application Conceived for the Design, Feasibility Study...
The Development of an Application Conceived for the Design, Feasibility Study...IJECEIAES
 
adunhumphrey_scientific paper-1
adunhumphrey_scientific paper-1adunhumphrey_scientific paper-1
adunhumphrey_scientific paper-1Humphrey Adun
 
An interactive approach for solar energy system:design and manufacturing
An interactive approach for solar energy system:design and manufacturing An interactive approach for solar energy system:design and manufacturing
An interactive approach for solar energy system:design and manufacturing IJECEIAES
 
Analysis of the required global energy system transformations and the associa...
Analysis of the required global energy system transformations and the associa...Analysis of the required global energy system transformations and the associa...
Analysis of the required global energy system transformations and the associa...IEA-ETSAP
 

La actualidad más candente (18)

Techno-economic Viability and Energy Conversion Analysis of RHES with Less We...
Techno-economic Viability and Energy Conversion Analysis of RHES with Less We...Techno-economic Viability and Energy Conversion Analysis of RHES with Less We...
Techno-economic Viability and Energy Conversion Analysis of RHES with Less We...
 
A Review on Integration of Wind Turbines in Distributed Generation Power System
A Review on Integration of Wind Turbines in Distributed Generation Power SystemA Review on Integration of Wind Turbines in Distributed Generation Power System
A Review on Integration of Wind Turbines in Distributed Generation Power System
 
Assessment of solar energy distribution for installing solar panels using rem...
Assessment of solar energy distribution for installing solar panels using rem...Assessment of solar energy distribution for installing solar panels using rem...
Assessment of solar energy distribution for installing solar panels using rem...
 
Analysis of the relative roles of supply-side and demand-side measures in tac...
Analysis of the relative roles of supply-side and demand-side measures in tac...Analysis of the relative roles of supply-side and demand-side measures in tac...
Analysis of the relative roles of supply-side and demand-side measures in tac...
 
Thesis Presentation
Thesis PresentationThesis Presentation
Thesis Presentation
 
Design and Simulation Analysis of Outer Stator Inner Rotor DFIG by 2d and 3d ...
Design and Simulation Analysis of Outer Stator Inner Rotor DFIG by 2d and 3d ...Design and Simulation Analysis of Outer Stator Inner Rotor DFIG by 2d and 3d ...
Design and Simulation Analysis of Outer Stator Inner Rotor DFIG by 2d and 3d ...
 
Presentation for MSc Thesis
Presentation for MSc ThesisPresentation for MSc Thesis
Presentation for MSc Thesis
 
Performance analysis based on probabilistic modelling of Quaid-e-Azam Solar P...
Performance analysis based on probabilistic modelling of Quaid-e-Azam Solar P...Performance analysis based on probabilistic modelling of Quaid-e-Azam Solar P...
Performance analysis based on probabilistic modelling of Quaid-e-Azam Solar P...
 
Meghalaya Wind Energy
Meghalaya Wind Energy Meghalaya Wind Energy
Meghalaya Wind Energy
 
IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...
IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...
IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...
 
Forecasting long term global solar radiation with an ann algorithm
Forecasting long term global solar radiation with an ann algorithmForecasting long term global solar radiation with an ann algorithm
Forecasting long term global solar radiation with an ann algorithm
 
Cost development of renewable energy technologies
Cost development of renewable energy technologiesCost development of renewable energy technologies
Cost development of renewable energy technologies
 
E41042937
E41042937E41042937
E41042937
 
The Development of an Application Conceived for the Design, Feasibility Study...
The Development of an Application Conceived for the Design, Feasibility Study...The Development of an Application Conceived for the Design, Feasibility Study...
The Development of an Application Conceived for the Design, Feasibility Study...
 
adunhumphrey_scientific paper-1
adunhumphrey_scientific paper-1adunhumphrey_scientific paper-1
adunhumphrey_scientific paper-1
 
2014 Wind Turbine Blade Workshop- Bingaman
2014 Wind Turbine Blade Workshop- Bingaman2014 Wind Turbine Blade Workshop- Bingaman
2014 Wind Turbine Blade Workshop- Bingaman
 
An interactive approach for solar energy system:design and manufacturing
An interactive approach for solar energy system:design and manufacturing An interactive approach for solar energy system:design and manufacturing
An interactive approach for solar energy system:design and manufacturing
 
Analysis of the required global energy system transformations and the associa...
Analysis of the required global energy system transformations and the associa...Analysis of the required global energy system transformations and the associa...
Analysis of the required global energy system transformations and the associa...
 

Similar a IRJET Wind Data Estimation of Kolhapur District using Improved Hybrid Optimization by Genetic Algorithms(IHOGA) and NASA Prediction of Worldwide Energy Resources (NASA Power)

A_REVIEIW_OF_WIND_ENERGY_POTENTIAL_IN_KA.pdf
A_REVIEIW_OF_WIND_ENERGY_POTENTIAL_IN_KA.pdfA_REVIEIW_OF_WIND_ENERGY_POTENTIAL_IN_KA.pdf
A_REVIEIW_OF_WIND_ENERGY_POTENTIAL_IN_KA.pdfAbdulJeleel2
 
Design And Analysis of Buoyant Wind Turbine
Design And Analysis of Buoyant Wind TurbineDesign And Analysis of Buoyant Wind Turbine
Design And Analysis of Buoyant Wind TurbineIRJET Journal
 
Design and Analysis of Artificial Intelligence Based Approach for Control of ...
Design and Analysis of Artificial Intelligence Based Approach for Control of ...Design and Analysis of Artificial Intelligence Based Approach for Control of ...
Design and Analysis of Artificial Intelligence Based Approach for Control of ...ijtsrd
 
IRJET- A Review on Hybrid Solar PV and Wind Energy System
IRJET- A Review on Hybrid Solar PV and Wind Energy SystemIRJET- A Review on Hybrid Solar PV and Wind Energy System
IRJET- A Review on Hybrid Solar PV and Wind Energy SystemIRJET Journal
 
Design and simulation analysis of outer stator inner rotor DFIG by 2d and 3d ...
Design and simulation analysis of outer stator inner rotor DFIG by 2d and 3d ...Design and simulation analysis of outer stator inner rotor DFIG by 2d and 3d ...
Design and simulation analysis of outer stator inner rotor DFIG by 2d and 3d ...Mellah Hacene
 
IRJET - Measurement and Analysis of the Voltage Current Characteristic of a M...
IRJET - Measurement and Analysis of the Voltage Current Characteristic of a M...IRJET - Measurement and Analysis of the Voltage Current Characteristic of a M...
IRJET - Measurement and Analysis of the Voltage Current Characteristic of a M...IRJET Journal
 
A strategic wind form integration method to polluted distibuted system with s...
A strategic wind form integration method to polluted distibuted system with s...A strategic wind form integration method to polluted distibuted system with s...
A strategic wind form integration method to polluted distibuted system with s...IAEME Publication
 
IRJET - Recovery of Energy from Exhaust Air of Textile Industry with the ...
IRJET -  	  Recovery of Energy from Exhaust Air of Textile Industry with the ...IRJET -  	  Recovery of Energy from Exhaust Air of Textile Industry with the ...
IRJET - Recovery of Energy from Exhaust Air of Textile Industry with the ...IRJET Journal
 
WindResourceAndSiteAssessment.pdf
WindResourceAndSiteAssessment.pdfWindResourceAndSiteAssessment.pdf
WindResourceAndSiteAssessment.pdfSAKTHI NIVASHAN.S
 
IRJET- Simulation and Implementation of Hybrid Micro Grid Based on DC-AC ...
IRJET-  	  Simulation and Implementation of Hybrid Micro Grid Based on DC-AC ...IRJET-  	  Simulation and Implementation of Hybrid Micro Grid Based on DC-AC ...
IRJET- Simulation and Implementation of Hybrid Micro Grid Based on DC-AC ...IRJET Journal
 
IRJET- Hydrostatic and Hydrodynamic Analysis of TLP Supported 5MW Wind Turbin...
IRJET- Hydrostatic and Hydrodynamic Analysis of TLP Supported 5MW Wind Turbin...IRJET- Hydrostatic and Hydrodynamic Analysis of TLP Supported 5MW Wind Turbin...
IRJET- Hydrostatic and Hydrodynamic Analysis of TLP Supported 5MW Wind Turbin...IRJET Journal
 
Optimal Configuration of Wind Farms in Radial Distribution System Using Parti...
Optimal Configuration of Wind Farms in Radial Distribution System Using Parti...Optimal Configuration of Wind Farms in Radial Distribution System Using Parti...
Optimal Configuration of Wind Farms in Radial Distribution System Using Parti...journalBEEI
 
The Unheralded Value In Offshore Wind An Evaluation Using pCoudAnalytics
The Unheralded Value In Offshore Wind An Evaluation Using pCoudAnalyticsThe Unheralded Value In Offshore Wind An Evaluation Using pCoudAnalytics
The Unheralded Value In Offshore Wind An Evaluation Using pCoudAnalyticsKofi Amoako-Gyan
 
Economic viability and profitability assessments of WECS
Economic viability and profitability assessments of WECS Economic viability and profitability assessments of WECS
Economic viability and profitability assessments of WECS IJECEIAES
 
IRJET- Renewable Solar Insolation as a Function of Distributed Energy Generat...
IRJET- Renewable Solar Insolation as a Function of Distributed Energy Generat...IRJET- Renewable Solar Insolation as a Function of Distributed Energy Generat...
IRJET- Renewable Solar Insolation as a Function of Distributed Energy Generat...IRJET Journal
 
Fuzzy Logic Pitch Control of Variable Speed Wind Turbine
Fuzzy Logic Pitch Control of Variable Speed Wind TurbineFuzzy Logic Pitch Control of Variable Speed Wind Turbine
Fuzzy Logic Pitch Control of Variable Speed Wind TurbineIRJET Journal
 

Similar a IRJET Wind Data Estimation of Kolhapur District using Improved Hybrid Optimization by Genetic Algorithms(IHOGA) and NASA Prediction of Worldwide Energy Resources (NASA Power) (20)

A_REVIEIW_OF_WIND_ENERGY_POTENTIAL_IN_KA.pdf
A_REVIEIW_OF_WIND_ENERGY_POTENTIAL_IN_KA.pdfA_REVIEIW_OF_WIND_ENERGY_POTENTIAL_IN_KA.pdf
A_REVIEIW_OF_WIND_ENERGY_POTENTIAL_IN_KA.pdf
 
Design And Analysis of Buoyant Wind Turbine
Design And Analysis of Buoyant Wind TurbineDesign And Analysis of Buoyant Wind Turbine
Design And Analysis of Buoyant Wind Turbine
 
Design and Analysis of Artificial Intelligence Based Approach for Control of ...
Design and Analysis of Artificial Intelligence Based Approach for Control of ...Design and Analysis of Artificial Intelligence Based Approach for Control of ...
Design and Analysis of Artificial Intelligence Based Approach for Control of ...
 
IRJET- A Review on Hybrid Solar PV and Wind Energy System
IRJET- A Review on Hybrid Solar PV and Wind Energy SystemIRJET- A Review on Hybrid Solar PV and Wind Energy System
IRJET- A Review on Hybrid Solar PV and Wind Energy System
 
Design and simulation analysis of outer stator inner rotor DFIG by 2d and 3d ...
Design and simulation analysis of outer stator inner rotor DFIG by 2d and 3d ...Design and simulation analysis of outer stator inner rotor DFIG by 2d and 3d ...
Design and simulation analysis of outer stator inner rotor DFIG by 2d and 3d ...
 
IRJET - Measurement and Analysis of the Voltage Current Characteristic of a M...
IRJET - Measurement and Analysis of the Voltage Current Characteristic of a M...IRJET - Measurement and Analysis of the Voltage Current Characteristic of a M...
IRJET - Measurement and Analysis of the Voltage Current Characteristic of a M...
 
A strategic wind form integration method to polluted distibuted system with s...
A strategic wind form integration method to polluted distibuted system with s...A strategic wind form integration method to polluted distibuted system with s...
A strategic wind form integration method to polluted distibuted system with s...
 
IRJET - Recovery of Energy from Exhaust Air of Textile Industry with the ...
IRJET -  	  Recovery of Energy from Exhaust Air of Textile Industry with the ...IRJET -  	  Recovery of Energy from Exhaust Air of Textile Industry with the ...
IRJET - Recovery of Energy from Exhaust Air of Textile Industry with the ...
 
WindResourceAndSiteAssessment.pdf
WindResourceAndSiteAssessment.pdfWindResourceAndSiteAssessment.pdf
WindResourceAndSiteAssessment.pdf
 
IRJET- Simulation and Implementation of Hybrid Micro Grid Based on DC-AC ...
IRJET-  	  Simulation and Implementation of Hybrid Micro Grid Based on DC-AC ...IRJET-  	  Simulation and Implementation of Hybrid Micro Grid Based on DC-AC ...
IRJET- Simulation and Implementation of Hybrid Micro Grid Based on DC-AC ...
 
IRJET- Hydrostatic and Hydrodynamic Analysis of TLP Supported 5MW Wind Turbin...
IRJET- Hydrostatic and Hydrodynamic Analysis of TLP Supported 5MW Wind Turbin...IRJET- Hydrostatic and Hydrodynamic Analysis of TLP Supported 5MW Wind Turbin...
IRJET- Hydrostatic and Hydrodynamic Analysis of TLP Supported 5MW Wind Turbin...
 
Maglev windmill
Maglev windmillMaglev windmill
Maglev windmill
 
Optimal Configuration of Wind Farms in Radial Distribution System Using Parti...
Optimal Configuration of Wind Farms in Radial Distribution System Using Parti...Optimal Configuration of Wind Farms in Radial Distribution System Using Parti...
Optimal Configuration of Wind Farms in Radial Distribution System Using Parti...
 
Impact of field roughness and power losses, turbulence intensity on electrici...
Impact of field roughness and power losses, turbulence intensity on electrici...Impact of field roughness and power losses, turbulence intensity on electrici...
Impact of field roughness and power losses, turbulence intensity on electrici...
 
The Unheralded Value In Offshore Wind An Evaluation Using pCoudAnalytics
The Unheralded Value In Offshore Wind An Evaluation Using pCoudAnalyticsThe Unheralded Value In Offshore Wind An Evaluation Using pCoudAnalytics
The Unheralded Value In Offshore Wind An Evaluation Using pCoudAnalytics
 
Ijmet 10 01_040
Ijmet 10 01_040Ijmet 10 01_040
Ijmet 10 01_040
 
Economic viability and profitability assessments of WECS
Economic viability and profitability assessments of WECS Economic viability and profitability assessments of WECS
Economic viability and profitability assessments of WECS
 
IRJET- Renewable Solar Insolation as a Function of Distributed Energy Generat...
IRJET- Renewable Solar Insolation as a Function of Distributed Energy Generat...IRJET- Renewable Solar Insolation as a Function of Distributed Energy Generat...
IRJET- Renewable Solar Insolation as a Function of Distributed Energy Generat...
 
47 iit powai_ppt
47 iit powai_ppt47 iit powai_ppt
47 iit powai_ppt
 
Fuzzy Logic Pitch Control of Variable Speed Wind Turbine
Fuzzy Logic Pitch Control of Variable Speed Wind TurbineFuzzy Logic Pitch Control of Variable Speed Wind Turbine
Fuzzy Logic Pitch Control of Variable Speed Wind Turbine
 

Más de IRJET Journal

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...IRJET Journal
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTUREIRJET Journal
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...IRJET Journal
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsIRJET Journal
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...IRJET Journal
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...IRJET Journal
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...IRJET Journal
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...IRJET Journal
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASIRJET Journal
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...IRJET Journal
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProIRJET Journal
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemIRJET Journal
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesIRJET Journal
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web applicationIRJET Journal
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...IRJET Journal
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.IRJET Journal
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...IRJET Journal
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignIRJET Journal
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...IRJET Journal
 
Solving Linear Differential Equations with Constant Coefficients
Solving Linear Differential Equations with Constant CoefficientsSolving Linear Differential Equations with Constant Coefficients
Solving Linear Differential Equations with Constant CoefficientsIRJET Journal
 

Más de IRJET Journal (20)

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web application
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
 
Solving Linear Differential Equations with Constant Coefficients
Solving Linear Differential Equations with Constant CoefficientsSolving Linear Differential Equations with Constant Coefficients
Solving Linear Differential Equations with Constant Coefficients
 

Último

Power System electrical and electronics .pptx
Power System electrical and electronics .pptxPower System electrical and electronics .pptx
Power System electrical and electronics .pptxMUKULKUMAR210
 
Nodal seismic construction requirements.pptx
Nodal seismic construction requirements.pptxNodal seismic construction requirements.pptx
Nodal seismic construction requirements.pptxwendy cai
 
The relationship between iot and communication technology
The relationship between iot and communication technologyThe relationship between iot and communication technology
The relationship between iot and communication technologyabdulkadirmukarram03
 
Modelling Guide for Timber Structures - FPInnovations
Modelling Guide for Timber Structures - FPInnovationsModelling Guide for Timber Structures - FPInnovations
Modelling Guide for Timber Structures - FPInnovationsYusuf Yıldız
 
A Seminar on Electric Vehicle Software Simulation
A Seminar on Electric Vehicle Software SimulationA Seminar on Electric Vehicle Software Simulation
A Seminar on Electric Vehicle Software SimulationMohsinKhanA
 
Landsman converter for power factor improvement
Landsman converter for power factor improvementLandsman converter for power factor improvement
Landsman converter for power factor improvementVijayMuni2
 
Graphics Primitives and CG Display Devices
Graphics Primitives and CG Display DevicesGraphics Primitives and CG Display Devices
Graphics Primitives and CG Display DevicesDIPIKA83
 
Transforming Process Safety Management: Challenges, Benefits, and Transition ...
Transforming Process Safety Management: Challenges, Benefits, and Transition ...Transforming Process Safety Management: Challenges, Benefits, and Transition ...
Transforming Process Safety Management: Challenges, Benefits, and Transition ...soginsider
 
cloud computing notes for anna university syllabus
cloud computing notes for anna university syllabuscloud computing notes for anna university syllabus
cloud computing notes for anna university syllabusViolet Violet
 
Phase noise transfer functions.pptx
Phase noise transfer      functions.pptxPhase noise transfer      functions.pptx
Phase noise transfer functions.pptxSaiGouthamSunkara
 
Quasi-Stochastic Approximation: Algorithm Design Principles with Applications...
Quasi-Stochastic Approximation: Algorithm Design Principles with Applications...Quasi-Stochastic Approximation: Algorithm Design Principles with Applications...
Quasi-Stochastic Approximation: Algorithm Design Principles with Applications...Sean Meyn
 
Summer training report on BUILDING CONSTRUCTION for DIPLOMA Students.pdf
Summer training report on BUILDING CONSTRUCTION for DIPLOMA Students.pdfSummer training report on BUILDING CONSTRUCTION for DIPLOMA Students.pdf
Summer training report on BUILDING CONSTRUCTION for DIPLOMA Students.pdfNaveenVerma126
 
Dev.bg DevOps March 2024 Monitoring & Logging
Dev.bg DevOps March 2024 Monitoring & LoggingDev.bg DevOps March 2024 Monitoring & Logging
Dev.bg DevOps March 2024 Monitoring & LoggingMarian Marinov
 
Guardians and Glitches: Navigating the Duality of Gen AI in AppSec
Guardians and Glitches: Navigating the Duality of Gen AI in AppSecGuardians and Glitches: Navigating the Duality of Gen AI in AppSec
Guardians and Glitches: Navigating the Duality of Gen AI in AppSecTrupti Shiralkar, CISSP
 
Multicomponent Spiral Wound Membrane Separation Model.pdf
Multicomponent Spiral Wound Membrane Separation Model.pdfMulticomponent Spiral Wound Membrane Separation Model.pdf
Multicomponent Spiral Wound Membrane Separation Model.pdfGiovanaGhasary1
 
IT3401-WEB ESSENTIALS PRESENTATIONS.pptx
IT3401-WEB ESSENTIALS PRESENTATIONS.pptxIT3401-WEB ESSENTIALS PRESENTATIONS.pptx
IT3401-WEB ESSENTIALS PRESENTATIONS.pptxSAJITHABANUS
 
How to Write a Good Scientific Paper.pdf
How to Write a Good Scientific Paper.pdfHow to Write a Good Scientific Paper.pdf
How to Write a Good Scientific Paper.pdfRedhwan Qasem Shaddad
 

Último (20)

Power System electrical and electronics .pptx
Power System electrical and electronics .pptxPower System electrical and electronics .pptx
Power System electrical and electronics .pptx
 
Nodal seismic construction requirements.pptx
Nodal seismic construction requirements.pptxNodal seismic construction requirements.pptx
Nodal seismic construction requirements.pptx
 
The relationship between iot and communication technology
The relationship between iot and communication technologyThe relationship between iot and communication technology
The relationship between iot and communication technology
 
Modelling Guide for Timber Structures - FPInnovations
Modelling Guide for Timber Structures - FPInnovationsModelling Guide for Timber Structures - FPInnovations
Modelling Guide for Timber Structures - FPInnovations
 
A Seminar on Electric Vehicle Software Simulation
A Seminar on Electric Vehicle Software SimulationA Seminar on Electric Vehicle Software Simulation
A Seminar on Electric Vehicle Software Simulation
 
Landsman converter for power factor improvement
Landsman converter for power factor improvementLandsman converter for power factor improvement
Landsman converter for power factor improvement
 
Graphics Primitives and CG Display Devices
Graphics Primitives and CG Display DevicesGraphics Primitives and CG Display Devices
Graphics Primitives and CG Display Devices
 
Transforming Process Safety Management: Challenges, Benefits, and Transition ...
Transforming Process Safety Management: Challenges, Benefits, and Transition ...Transforming Process Safety Management: Challenges, Benefits, and Transition ...
Transforming Process Safety Management: Challenges, Benefits, and Transition ...
 
cloud computing notes for anna university syllabus
cloud computing notes for anna university syllabuscloud computing notes for anna university syllabus
cloud computing notes for anna university syllabus
 
Phase noise transfer functions.pptx
Phase noise transfer      functions.pptxPhase noise transfer      functions.pptx
Phase noise transfer functions.pptx
 
Quasi-Stochastic Approximation: Algorithm Design Principles with Applications...
Quasi-Stochastic Approximation: Algorithm Design Principles with Applications...Quasi-Stochastic Approximation: Algorithm Design Principles with Applications...
Quasi-Stochastic Approximation: Algorithm Design Principles with Applications...
 
Summer training report on BUILDING CONSTRUCTION for DIPLOMA Students.pdf
Summer training report on BUILDING CONSTRUCTION for DIPLOMA Students.pdfSummer training report on BUILDING CONSTRUCTION for DIPLOMA Students.pdf
Summer training report on BUILDING CONSTRUCTION for DIPLOMA Students.pdf
 
Lecture 2 .pptx
Lecture 2                            .pptxLecture 2                            .pptx
Lecture 2 .pptx
 
計劃趕得上變化
計劃趕得上變化計劃趕得上變化
計劃趕得上變化
 
Dev.bg DevOps March 2024 Monitoring & Logging
Dev.bg DevOps March 2024 Monitoring & LoggingDev.bg DevOps March 2024 Monitoring & Logging
Dev.bg DevOps March 2024 Monitoring & Logging
 
Guardians and Glitches: Navigating the Duality of Gen AI in AppSec
Guardians and Glitches: Navigating the Duality of Gen AI in AppSecGuardians and Glitches: Navigating the Duality of Gen AI in AppSec
Guardians and Glitches: Navigating the Duality of Gen AI in AppSec
 
Multicomponent Spiral Wound Membrane Separation Model.pdf
Multicomponent Spiral Wound Membrane Separation Model.pdfMulticomponent Spiral Wound Membrane Separation Model.pdf
Multicomponent Spiral Wound Membrane Separation Model.pdf
 
Lecture 2 .pdf
Lecture 2                           .pdfLecture 2                           .pdf
Lecture 2 .pdf
 
IT3401-WEB ESSENTIALS PRESENTATIONS.pptx
IT3401-WEB ESSENTIALS PRESENTATIONS.pptxIT3401-WEB ESSENTIALS PRESENTATIONS.pptx
IT3401-WEB ESSENTIALS PRESENTATIONS.pptx
 
How to Write a Good Scientific Paper.pdf
How to Write a Good Scientific Paper.pdfHow to Write a Good Scientific Paper.pdf
How to Write a Good Scientific Paper.pdf
 

IRJET Wind Data Estimation of Kolhapur District using Improved Hybrid Optimization by Genetic Algorithms(IHOGA) and NASA Prediction of Worldwide Energy Resources (NASA Power)

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2530 Wind data Estimation of Kolhapur district using Improved Hybrid Optimization by Genetic Algorithms(iHOGA) and NASA Prediction of Worldwide Energy Resources (NASA Power) Ms. Ketki Suryakant Deshmane1, Mr. Aditya Arvind Yadav2, Mr. Shrikant Madan Ingawale3, Mr. Akshay Sanjay Kamble4. 1M. Tech (Energy Technology), School of Energy Studies, SPPU, Pune, India. 2,3,4 M. Tech (Energy Technology), Department of TechnologyShivaji University, Kolhapur, India. ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - Improved hybrid optimization by genetic algorithms is a programme developed in C++ for Simulation and optimization of hybrid renewable standalone energy system. The programme includes multi objective optimization in time steps. NASA Prediction of worldwide energy resources is a collection of new data from satellite system NASA Power targets three user communities 1. Renewable energy 2. Sustainable building 3. Agro climatology. The wind data estimated from iHOGA and NASA Power will provide average wind speed data in m/sec. Key Words: Wind data, NASA Power, iHOGA, C++. INTRODUCTION Wind is simply a form of moving air as well a part of the sun’s rays because, when the earth heats up from beam and diffuse radiation, it releases wind. This is a balanced reaction between sun rays and wind to cool the earth. The moving air inflates and easily reaches a maximum height then fresh and cool air falls down and moves as wind. Differential heating of the ground surface by the sun causes the movement of large air masses. Such a type of air or wind is used for electricity generation if the wind speed is between 5 and 25m/s. Electricity generation through wind is done by wind energy conversion systems[1]. Wind energy conversion systems convert the kinetic energy of the wind into electricity or other forms of energy Nowadays, wind power is a completely established and sustainable branch of electricity generation and it is worked accordingly. The energy generation is not the only basis to be considered when installing new wind turbines. A wind turbine is the main part of a wind energy system because a wind turbine detains the force of wind velocity with the help of rotor blades. Rotor blades are used to accelerate wind flow over one side of the blade, which leads to a low-pressure system at the given side. The rotor blades lift to the area of lower pressure just like an airplane wing, due to the difference in pressure between the two sides of the blade. When the rotor is connected to a shaft, due to the rotation of the shaft, a generator produces electrical energy. WIND SPEED As a general rule, wind speed will increase with height. How large this increase will be depends on the roughness of the terrain. In areas with high roughness, the wind speed will increase more with height than over a smooth terrain. But the wind speed at a specific height, for example, 50 m above ground level (agl), will always be higher in an area with low roughness, if all other factors are equal. For wind turbines it is the wind speed at hub height that is of interest. This height varies for different models and manufacturers. Available wind data often represent a different height than the hub height. It is, however, not very difficult to recalculate these data for other heights. If the average wind speed at a height (ho) is known and the wind speed at hub height (h) has to be found, the following relation can be used v/vo=[ h/ho]n where vo is the known wind speed at the height ho and v is the wind speed at the height h. The value of the exponent α depends on the roughness of the terrain and on general geographic conditions. These are based on the wind atlas for Denmark. Roughness class 0 (open water): α = 0.1. Roughnessclass1(openplain):α = 0.15.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2531 Fig 1. Wind Weibull Shape FACTOR AFFECTING WIND SPEED Wind speed is affected by a number of factors and situations, operating on varying scales (from micro to macro scales). These include the pressure gradient, Rossby waves and jet streams, and local weather conditions. There are also links to be found between wind speed and wind direction, notably with the pressure gradient and terrain conditions. 1. Pressure gradient: This term is used to describe the difference in air pressure between two points in the atmosphere or on the surface of the Earth. It is vital to wind speed, because the greater the difference in pressure, the faster the wind flows (from the high to low pressure) to balance out the variation. The pressure gradient, when combined with the Coriolis effect and friction, also influences wind direction. 2. Rossby waves: Rossby waves are strong winds in the upper troposphere. These operate on a global scale and move from West to East (hence being known as Westerlies). The Ross by waves are themselves a different wind speed from what we experience in the lower troposphere. 3. Local weather conditions: It plays a key role in influencing wind speed, as the formation of hurricanes, monsoons and cyclones as freak weather conditions can drastically affect the flow velocity of the wind.[2] NASA POWER NASA's goal in Earth science is to observe, understand, and model the Earth system to discover how it is changing, to better predict change, and to understand the consequences for life on Earth. The Applied Sciences Program, within the Science Mission Directorate (which replaced both the Office of Earth Science and the Office of Space Science, serves NASA and Society by expanding and accelerating the realization of societal and economic benefits from Earth science, information, and technology research and development. The Prediction of Worldwide Energy Resource (POWER) project was initiated to improve upon the current renewable energy data set and to create new data sets from new satellite systems. The POWER project targets three user communities: 1. Renewable Energy: The Renewable Energy Archive is designed to provide access to parameters specifically tailored to assist in the design of solar and wind powered renewable energy systems. 2. Sustainable Buildings: The Sustainable Buildings Archive is designed to provide industry- friendly parameters for the buildings community, to include parameters in multi-year monthly averages.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2532 Fig2. NASAPOWER (Home screen) iHOGA Improved Hybrid Optimization by Genetic Algorithms is a program developed in C++ for simulation and optimization of Hybrid Renewable Stand-alone Systems where there may be load consumption of electrical energy (DC and /or AC) and/or Hydrogen load, as well as load of water form a reservoir, previously pumped. The program can simulate and optimize systems of any size. It can also simulate and optimize systems connected to the AC grid, and can be defined different casesofNetMetering and Net Billing. The program includes multi-objective optimization, simulation in time steps of up to 1 minute, sensitivity analysis, probability analysis (Monte Carlo simulation), etc. There is a start-up guide with which to quickly learn the basic operation of the program. Modifications of thisversioniHOGA2.5withrespectto the previous version (2.4). • Added PV generator divided intwo zones at different slope and azimuth. • Added importing hourly wind speed, irradiation and temperature from Renewable Ninja. • Added thermoelectric generator (TEG) • Modified the methodology to calculate irradiance in steps of 1 minute, being more realistic. Fig 3. Home screen iHOGA Wind resources WIND POWER DATA-GLOBAL SCENARIO Wind power data Wind power is one of the major renewable resources alongside hydropower and the most promising one. The power capacity of wind has increased exponentially in the last 20 years, from 6.1 GW in 1996 to 539.6 GW in 2017, taking into account both onshore and offshore installations. Fig shows the cumulative global capacity of wind power for the period 1997–2017. This number might seem insignificant compared to the total energy needs.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2533 However, significant technological improvements have been achieved in the recent past, resulting in a reduction of the investment costs for wind energy thereby improving the prospect of massive future investments. Based on future projections, the contribution ofwindpowertothetotal globalelectricityproductioncouldreach18% by2050 .[4] Fig4 .Global capacity windpower[4] The wind power capacity shown in figure is not distributed evenly across the world. Asia has the largest regional capacity with 228.5 GW which accounts for the 42.2% of the global capacity. KOLHAPUR DISTRICT WIND DATA BY iHOGA SOFTWARE Fig6. Panhala wind data Fig 7. Karvir wind data
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2534 Fig 5. Shahuwadi wind data Fig 8. Shirol wind data Fig 9. Hatkanangle wind data Fig 12. Radhanagari wind data
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2535 Fig 10.Gaganbavada wind data Fig13.Gadhinglaj wind data Fig 11. Kagal wind data Fig14.Bhudargad wind data Fig 15. Ajara wind data
  • 7. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2536 Fig16.Chandgad wind data RESULT AND DISSICUSSION Sr. No Name Of Location Average wind speed iHOGA software (m/s) (50 m) Average wind speed NASAPOWER software(m/s) (50 m) 1 Shahuwadi 5.43 5.18 2 Panhala 5.86 5.51 3 Karveer 5.86 5.51 4 Shirol 5.99 5.61 5 Hatkanangle 5.86 5.51 6 Gaganbawada 5.43 5.033 7 Kagal 5.86 5.45 8 Radhanagari 5.35 5.13 9 Gadhinglaj 5.64 5.33 10 Bhudargad 5.64 5.188 11 Ajara 5.64 5.31 12 Chandgad 4.86 4.61
  • 8. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2537 WIND ROSE DIAGRAMS Fig 17. Windrose Diagram from iHOGA Fig 18. Windrose Diagram from NASAPOWER SUMMARY AND CONCLUSION From the data obtained from IHOGA and NASAPOWER it can be concluded that for Kolhapur district wind data, following are the locations having maximum average wind velocity, are as follows: - Hatkangale, Karveer and Shirol. The maximum avg value is 7.97m/s per year. Following locations have recorded minimum average wind velocity, i.e. Chandhgad, Shahuwadi andRadhanagri,theminimum average wind velocity is 2.60m/s. The Chandhgad, Shahuwadi and Radhanagri are tropical region. The NASAPOWER results shown in July, August and September the wind velocity is maximum, but for other seasons the wind speed may vary and decreases subsequently. REFERENCES 1. V. Khare, C. Khare, S. Nema, and P. Baredar, Introduction to Energy Sources. 2019. 2. T. Wizelius, Designandimplementationofawind power project, vol. 2. Elsevier Ltd., 2012.
  • 9. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 2538 3. P. K. Chaurasiya, V. Warudkar, and S. Ahmed, “Wind energy development and policy in India: A review,” Energy Strateg. Rev., vol. 24, no. December 2018, pp. 342–357, 2019. 4. G. Nikitas, S. Bhattacharya, N. Vimalan, H. E. Demirci, N. Nikitas, and P. Kumar, Wind power: A sustainable wayto limit climatechange.Elsevier Inc., 2019.