SlideShare a Scribd company logo
TITLE:
WATER CYCLE ALGORITHM
PRESENTATION FLOW
• Introduction to WCA
• Schematic Diagram of hydrologic Cycle
• Mathematical Formulation of WCA
• Schematic View of WCA
• Strength Comparison
University of Engineering & Technology 20/6/2018
Introduction to Water Cycle Algorithm
 Metaheuristic
 Nature Inspired based on water
Cycle
Schematic Diagram
Mathematical Formulation of WCA
Step 1: Choose the initial parameters of the WCA: Npop, Nsr, dmax, max_iteration.
Step 2: Generate random initial population and form the initial streams
(raindrops), rivers, and sea using the Equation
• Raindrop=[x1; x2; x3; . . . ; xN]
• Nsr:
• Nraindrop=Npop- Nsr
Step 3: Calculate the value (cost) of each raindrops using Equation
Step 4: Determine the intensity of flow for rivers and sea using
Step 5: The streams flow to the rivers by Equation
Step 6: The rivers flow to the sea which is the most downhill
place using Equation
Step 7: Exchange positions of river with a stream which gives
the best solution as shown in figure
Step 8: Similar to Step 7, if a river finds better solution than the
sea, the position of river is exchanged with the sea
Schematic view of stream’s flow to a
specific river
EVAPORATION:
Step 9: Check the evaporation condition using the Psuocode
Evaporation and raining process end
Step 10: If the evaporation condition is satisfied, the raining
process will occur using Eqs. (11) and (12).
Step 11: Reduce the value of dmax which is user defined parameter
using Equation
Step 12: Check the convergence criteria. If the stopping criterion is satisfied, the algorithm will be stopped,
otherwise return to Step 5
Schematic view of WCA
Strength of WCA in Contrast to Other Metaheuristic
• Rivers as “Guidance point”
• Resemblance to Mutation as in GA
Comparison of statistical results for various algorithms for constrained problem
Comparison of the best solution given by previous studies for constrained problem
Constrained problem
Economic Dispatch by Water Cycle Algorithm

More Related Content

What's hot

An introduction to reinforcement learning (rl)
An introduction to reinforcement learning (rl)An introduction to reinforcement learning (rl)
An introduction to reinforcement learning (rl)
pauldix
 
Multisensor Fusion and Integration - pres
Multisensor Fusion and Integration - presMultisensor Fusion and Integration - pres
Multisensor Fusion and Integration - pres
Praneel Chand
 
Farmer Recommendation system
Farmer Recommendation systemFarmer Recommendation system
Farmer Recommendation system
Sandeep Wakchaure
 
Hidden Markov Model & It's Application in Python
Hidden Markov Model & It's Application in PythonHidden Markov Model & It's Application in Python
Hidden Markov Model & It's Application in Python
Abhay Dodiya
 
Crop predction ppt using ANN
Crop predction ppt using ANNCrop predction ppt using ANN
Crop predction ppt using ANN
Astha Jain
 
Swarm intelligence
Swarm intelligenceSwarm intelligence
Swarm intelligence
Velmurugan Sivaraman
 
Ant Colony Optimization - ACO
Ant Colony Optimization - ACOAnt Colony Optimization - ACO
Ant Colony Optimization - ACO
Mohamed Talaat
 
Random Forest Algorithm - Random Forest Explained | Random Forest In Machine ...
Random Forest Algorithm - Random Forest Explained | Random Forest In Machine ...Random Forest Algorithm - Random Forest Explained | Random Forest In Machine ...
Random Forest Algorithm - Random Forest Explained | Random Forest In Machine ...
Simplilearn
 
Swarm intelligence
Swarm intelligenceSwarm intelligence
Swarm intelligence
Eslam Hamed
 
Ant colony optimization
Ant colony optimizationAnt colony optimization
Ant colony optimization
Medhini Narasimhan
 
FASTag - Electronic Toll Collection
FASTag -  Electronic Toll CollectionFASTag -  Electronic Toll Collection
FASTag - Electronic Toll Collection
Eckrox Solutions
 
Reinforcement Learning
Reinforcement LearningReinforcement Learning
Reinforcement Learning
Muhammad Iqbal Tawakal
 
Stochastic Gradient Decent (SGD).pptx
Stochastic Gradient Decent (SGD).pptxStochastic Gradient Decent (SGD).pptx
Stochastic Gradient Decent (SGD).pptx
Shubham Jaybhaye
 
Cuckoo search
Cuckoo searchCuckoo search
Cuckoo search
G Prachi
 
Practical Swarm Optimization (PSO)
Practical Swarm Optimization (PSO)Practical Swarm Optimization (PSO)
Practical Swarm Optimization (PSO)
khashayar Danesh Narooei
 
Loan prediction
Loan predictionLoan prediction
Loan prediction
Akshay Jadhav
 
Ant Colony Optimization presentation
Ant Colony Optimization presentationAnt Colony Optimization presentation
Ant Colony Optimization presentation
Partha Das
 
Artificial neural network
Artificial neural networkArtificial neural network
Artificial neural network
DEEPASHRI HK
 
ant colony algorithm
ant colony algorithmant colony algorithm
ant colony algorithm
bharatsharma88
 
Understanding Digital Payments
Understanding Digital PaymentsUnderstanding Digital Payments
Understanding Digital Payments
Santosh Potadar
 

What's hot (20)

An introduction to reinforcement learning (rl)
An introduction to reinforcement learning (rl)An introduction to reinforcement learning (rl)
An introduction to reinforcement learning (rl)
 
Multisensor Fusion and Integration - pres
Multisensor Fusion and Integration - presMultisensor Fusion and Integration - pres
Multisensor Fusion and Integration - pres
 
Farmer Recommendation system
Farmer Recommendation systemFarmer Recommendation system
Farmer Recommendation system
 
Hidden Markov Model & It's Application in Python
Hidden Markov Model & It's Application in PythonHidden Markov Model & It's Application in Python
Hidden Markov Model & It's Application in Python
 
Crop predction ppt using ANN
Crop predction ppt using ANNCrop predction ppt using ANN
Crop predction ppt using ANN
 
Swarm intelligence
Swarm intelligenceSwarm intelligence
Swarm intelligence
 
Ant Colony Optimization - ACO
Ant Colony Optimization - ACOAnt Colony Optimization - ACO
Ant Colony Optimization - ACO
 
Random Forest Algorithm - Random Forest Explained | Random Forest In Machine ...
Random Forest Algorithm - Random Forest Explained | Random Forest In Machine ...Random Forest Algorithm - Random Forest Explained | Random Forest In Machine ...
Random Forest Algorithm - Random Forest Explained | Random Forest In Machine ...
 
Swarm intelligence
Swarm intelligenceSwarm intelligence
Swarm intelligence
 
Ant colony optimization
Ant colony optimizationAnt colony optimization
Ant colony optimization
 
FASTag - Electronic Toll Collection
FASTag -  Electronic Toll CollectionFASTag -  Electronic Toll Collection
FASTag - Electronic Toll Collection
 
Reinforcement Learning
Reinforcement LearningReinforcement Learning
Reinforcement Learning
 
Stochastic Gradient Decent (SGD).pptx
Stochastic Gradient Decent (SGD).pptxStochastic Gradient Decent (SGD).pptx
Stochastic Gradient Decent (SGD).pptx
 
Cuckoo search
Cuckoo searchCuckoo search
Cuckoo search
 
Practical Swarm Optimization (PSO)
Practical Swarm Optimization (PSO)Practical Swarm Optimization (PSO)
Practical Swarm Optimization (PSO)
 
Loan prediction
Loan predictionLoan prediction
Loan prediction
 
Ant Colony Optimization presentation
Ant Colony Optimization presentationAnt Colony Optimization presentation
Ant Colony Optimization presentation
 
Artificial neural network
Artificial neural networkArtificial neural network
Artificial neural network
 
ant colony algorithm
ant colony algorithmant colony algorithm
ant colony algorithm
 
Understanding Digital Payments
Understanding Digital PaymentsUnderstanding Digital Payments
Understanding Digital Payments
 

Similar to Economic Dispatch by Water Cycle Algorithm

Introduction to Groundwater Modelling
Introduction to Groundwater ModellingIntroduction to Groundwater Modelling
Introduction to Groundwater Modelling
C. P. Kumar
 
Data Requirements for Groundwater Modelling
Data Requirements for Groundwater ModellingData Requirements for Groundwater Modelling
Data Requirements for Groundwater Modelling
C. P. Kumar
 
C04651725
C04651725C04651725
C04651725
IOSR-JEN
 
Final Ppt.pdf
Final Ppt.pdfFinal Ppt.pdf
Final Ppt.pdf
YuvvrajSingh3
 
Chapter 2 basic single phase-flow equation
Chapter 2 basic single phase-flow equationChapter 2 basic single phase-flow equation
Chapter 2 basic single phase-flow equation
MichaelDang47
 
Water measurement
Water measurementWater measurement
Water measurement
Hina Bhatu
 
Art 3 a10.1007-2fs11269-013-0407-z
Art 3 a10.1007-2fs11269-013-0407-zArt 3 a10.1007-2fs11269-013-0407-z
Art 3 a10.1007-2fs11269-013-0407-z
Zagazig University
 
English ayur
English ayurEnglish ayur
Investigating WetSpa model application in the Distributed Model Intercomparis...
Investigating WetSpa model application in the Distributed Model Intercomparis...Investigating WetSpa model application in the Distributed Model Intercomparis...
Investigating WetSpa model application in the Distributed Model Intercomparis...
Alireza Safari
 
johan_malmberg_thesis_pres_final
johan_malmberg_thesis_pres_finaljohan_malmberg_thesis_pres_final
johan_malmberg_thesis_pres_final
Johan Malmberg
 
Mechanistic models
Mechanistic modelsMechanistic models
Mechanistic models
MOHIT MAYOOR
 
Using Fractals To Determine a Reservoir's Hydrocarbon Distribution
Using Fractals To Determine a  Reservoir's Hydrocarbon DistributionUsing Fractals To Determine a  Reservoir's Hydrocarbon Distribution
Using Fractals To Determine a Reservoir's Hydrocarbon Distribution
Society of Petroleum Engineers
 
12 Fluid dynamics.pdf
12 Fluid dynamics.pdf12 Fluid dynamics.pdf
12 Fluid dynamics.pdf
raymond960424
 
GROUNDWATER MODELING SYSTEM
GROUNDWATER MODELING SYSTEMGROUNDWATER MODELING SYSTEM
GROUNDWATER MODELING SYSTEM
Shyam Mohan Chaudhary
 
Engineering project non newtonian flow back step
Engineering project   non newtonian flow back stepEngineering project   non newtonian flow back step
Engineering project non newtonian flow back step
Johnaton McAdam
 
DSD-INT 2020 Real Time Hydrologic, Hydraulic and Water Quality Forecasting in...
DSD-INT 2020 Real Time Hydrologic, Hydraulic and Water Quality Forecasting in...DSD-INT 2020 Real Time Hydrologic, Hydraulic and Water Quality Forecasting in...
DSD-INT 2020 Real Time Hydrologic, Hydraulic and Water Quality Forecasting in...
Deltares
 
Epanet for e.s. class 2011 6-21
Epanet for e.s. class 2011 6-21Epanet for e.s. class 2011 6-21
Epanet for e.s. class 2011 6-21
Jerry Ding
 
CE573_Poster2
CE573_Poster2CE573_Poster2
CE573_Poster2
Shekhar Mote
 
Chapter 5 Fetter Ground water flow to wells
Chapter 5 Fetter Ground water flow to wellsChapter 5 Fetter Ground water flow to wells
Chapter 5 Fetter Ground water flow to wells
Bakr Younis /Al-Azhar University – Gaza
 
Modeling the water food-energy nexus in the arab world: River basin simulatio...
Modeling the water food-energy nexus in the arab world: River basin simulatio...Modeling the water food-energy nexus in the arab world: River basin simulatio...
Modeling the water food-energy nexus in the arab world: River basin simulatio...
International Food Policy Research Institute (IFPRI)
 

Similar to Economic Dispatch by Water Cycle Algorithm (20)

Introduction to Groundwater Modelling
Introduction to Groundwater ModellingIntroduction to Groundwater Modelling
Introduction to Groundwater Modelling
 
Data Requirements for Groundwater Modelling
Data Requirements for Groundwater ModellingData Requirements for Groundwater Modelling
Data Requirements for Groundwater Modelling
 
C04651725
C04651725C04651725
C04651725
 
Final Ppt.pdf
Final Ppt.pdfFinal Ppt.pdf
Final Ppt.pdf
 
Chapter 2 basic single phase-flow equation
Chapter 2 basic single phase-flow equationChapter 2 basic single phase-flow equation
Chapter 2 basic single phase-flow equation
 
Water measurement
Water measurementWater measurement
Water measurement
 
Art 3 a10.1007-2fs11269-013-0407-z
Art 3 a10.1007-2fs11269-013-0407-zArt 3 a10.1007-2fs11269-013-0407-z
Art 3 a10.1007-2fs11269-013-0407-z
 
English ayur
English ayurEnglish ayur
English ayur
 
Investigating WetSpa model application in the Distributed Model Intercomparis...
Investigating WetSpa model application in the Distributed Model Intercomparis...Investigating WetSpa model application in the Distributed Model Intercomparis...
Investigating WetSpa model application in the Distributed Model Intercomparis...
 
johan_malmberg_thesis_pres_final
johan_malmberg_thesis_pres_finaljohan_malmberg_thesis_pres_final
johan_malmberg_thesis_pres_final
 
Mechanistic models
Mechanistic modelsMechanistic models
Mechanistic models
 
Using Fractals To Determine a Reservoir's Hydrocarbon Distribution
Using Fractals To Determine a  Reservoir's Hydrocarbon DistributionUsing Fractals To Determine a  Reservoir's Hydrocarbon Distribution
Using Fractals To Determine a Reservoir's Hydrocarbon Distribution
 
12 Fluid dynamics.pdf
12 Fluid dynamics.pdf12 Fluid dynamics.pdf
12 Fluid dynamics.pdf
 
GROUNDWATER MODELING SYSTEM
GROUNDWATER MODELING SYSTEMGROUNDWATER MODELING SYSTEM
GROUNDWATER MODELING SYSTEM
 
Engineering project non newtonian flow back step
Engineering project   non newtonian flow back stepEngineering project   non newtonian flow back step
Engineering project non newtonian flow back step
 
DSD-INT 2020 Real Time Hydrologic, Hydraulic and Water Quality Forecasting in...
DSD-INT 2020 Real Time Hydrologic, Hydraulic and Water Quality Forecasting in...DSD-INT 2020 Real Time Hydrologic, Hydraulic and Water Quality Forecasting in...
DSD-INT 2020 Real Time Hydrologic, Hydraulic and Water Quality Forecasting in...
 
Epanet for e.s. class 2011 6-21
Epanet for e.s. class 2011 6-21Epanet for e.s. class 2011 6-21
Epanet for e.s. class 2011 6-21
 
CE573_Poster2
CE573_Poster2CE573_Poster2
CE573_Poster2
 
Chapter 5 Fetter Ground water flow to wells
Chapter 5 Fetter Ground water flow to wellsChapter 5 Fetter Ground water flow to wells
Chapter 5 Fetter Ground water flow to wells
 
Modeling the water food-energy nexus in the arab world: River basin simulatio...
Modeling the water food-energy nexus in the arab world: River basin simulatio...Modeling the water food-energy nexus in the arab world: River basin simulatio...
Modeling the water food-energy nexus in the arab world: River basin simulatio...
 

Recently uploaded

Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesHarnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Christina Lin
 
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdfBPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
MIGUELANGEL966976
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
IJECEIAES
 
gray level transformation unit 3(image processing))
gray level transformation unit 3(image processing))gray level transformation unit 3(image processing))
gray level transformation unit 3(image processing))
shivani5543
 
Engineering Drawings Lecture Detail Drawings 2014.pdf
Engineering Drawings Lecture Detail Drawings 2014.pdfEngineering Drawings Lecture Detail Drawings 2014.pdf
Engineering Drawings Lecture Detail Drawings 2014.pdf
abbyasa1014
 
Textile Chemical Processing and Dyeing.pdf
Textile Chemical Processing and Dyeing.pdfTextile Chemical Processing and Dyeing.pdf
Textile Chemical Processing and Dyeing.pdf
NazakatAliKhoso2
 
Computational Engineering IITH Presentation
Computational Engineering IITH PresentationComputational Engineering IITH Presentation
Computational Engineering IITH Presentation
co23btech11018
 
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
IJECEIAES
 
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
VICTOR MAESTRE RAMIREZ
 
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
Yasser Mahgoub
 
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
171ticu
 
Hematology Analyzer Machine - Complete Blood Count
Hematology Analyzer Machine - Complete Blood CountHematology Analyzer Machine - Complete Blood Count
Hematology Analyzer Machine - Complete Blood Count
shahdabdulbaset
 
UNLOCKING HEALTHCARE 4.0: NAVIGATING CRITICAL SUCCESS FACTORS FOR EFFECTIVE I...
UNLOCKING HEALTHCARE 4.0: NAVIGATING CRITICAL SUCCESS FACTORS FOR EFFECTIVE I...UNLOCKING HEALTHCARE 4.0: NAVIGATING CRITICAL SUCCESS FACTORS FOR EFFECTIVE I...
UNLOCKING HEALTHCARE 4.0: NAVIGATING CRITICAL SUCCESS FACTORS FOR EFFECTIVE I...
amsjournal
 
john krisinger-the science and history of the alcoholic beverage.pptx
john krisinger-the science and history of the alcoholic beverage.pptxjohn krisinger-the science and history of the alcoholic beverage.pptx
john krisinger-the science and history of the alcoholic beverage.pptx
Madan Karki
 
spirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptxspirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptx
Madan Karki
 
Manufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptxManufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptx
Madan Karki
 
Certificates - Mahmoud Mohamed Moursi Ahmed
Certificates - Mahmoud Mohamed Moursi AhmedCertificates - Mahmoud Mohamed Moursi Ahmed
Certificates - Mahmoud Mohamed Moursi Ahmed
Mahmoud Morsy
 
Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...
bijceesjournal
 
Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...
IJECEIAES
 
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.pptUnit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
KrishnaveniKrishnara1
 

Recently uploaded (20)

Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesHarnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
 
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdfBPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
BPV-GUI-01-Guide-for-ASME-Review-Teams-(General)-10-10-2023.pdf
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
 
gray level transformation unit 3(image processing))
gray level transformation unit 3(image processing))gray level transformation unit 3(image processing))
gray level transformation unit 3(image processing))
 
Engineering Drawings Lecture Detail Drawings 2014.pdf
Engineering Drawings Lecture Detail Drawings 2014.pdfEngineering Drawings Lecture Detail Drawings 2014.pdf
Engineering Drawings Lecture Detail Drawings 2014.pdf
 
Textile Chemical Processing and Dyeing.pdf
Textile Chemical Processing and Dyeing.pdfTextile Chemical Processing and Dyeing.pdf
Textile Chemical Processing and Dyeing.pdf
 
Computational Engineering IITH Presentation
Computational Engineering IITH PresentationComputational Engineering IITH Presentation
Computational Engineering IITH Presentation
 
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
 
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
 
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
 
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
 
Hematology Analyzer Machine - Complete Blood Count
Hematology Analyzer Machine - Complete Blood CountHematology Analyzer Machine - Complete Blood Count
Hematology Analyzer Machine - Complete Blood Count
 
UNLOCKING HEALTHCARE 4.0: NAVIGATING CRITICAL SUCCESS FACTORS FOR EFFECTIVE I...
UNLOCKING HEALTHCARE 4.0: NAVIGATING CRITICAL SUCCESS FACTORS FOR EFFECTIVE I...UNLOCKING HEALTHCARE 4.0: NAVIGATING CRITICAL SUCCESS FACTORS FOR EFFECTIVE I...
UNLOCKING HEALTHCARE 4.0: NAVIGATING CRITICAL SUCCESS FACTORS FOR EFFECTIVE I...
 
john krisinger-the science and history of the alcoholic beverage.pptx
john krisinger-the science and history of the alcoholic beverage.pptxjohn krisinger-the science and history of the alcoholic beverage.pptx
john krisinger-the science and history of the alcoholic beverage.pptx
 
spirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptxspirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptx
 
Manufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptxManufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptx
 
Certificates - Mahmoud Mohamed Moursi Ahmed
Certificates - Mahmoud Mohamed Moursi AhmedCertificates - Mahmoud Mohamed Moursi Ahmed
Certificates - Mahmoud Mohamed Moursi Ahmed
 
Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...
 
Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...
 
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.pptUnit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
Unit-III-ELECTROCHEMICAL STORAGE DEVICES.ppt
 

Economic Dispatch by Water Cycle Algorithm

  • 1.
  • 3. PRESENTATION FLOW • Introduction to WCA • Schematic Diagram of hydrologic Cycle • Mathematical Formulation of WCA • Schematic View of WCA • Strength Comparison University of Engineering & Technology 20/6/2018
  • 4. Introduction to Water Cycle Algorithm  Metaheuristic  Nature Inspired based on water Cycle
  • 6. Mathematical Formulation of WCA Step 1: Choose the initial parameters of the WCA: Npop, Nsr, dmax, max_iteration. Step 2: Generate random initial population and form the initial streams (raindrops), rivers, and sea using the Equation • Raindrop=[x1; x2; x3; . . . ; xN] • Nsr: • Nraindrop=Npop- Nsr Step 3: Calculate the value (cost) of each raindrops using Equation Step 4: Determine the intensity of flow for rivers and sea using
  • 7. Step 5: The streams flow to the rivers by Equation Step 6: The rivers flow to the sea which is the most downhill place using Equation Step 7: Exchange positions of river with a stream which gives the best solution as shown in figure Step 8: Similar to Step 7, if a river finds better solution than the sea, the position of river is exchanged with the sea Schematic view of stream’s flow to a specific river
  • 8. EVAPORATION: Step 9: Check the evaporation condition using the Psuocode Evaporation and raining process end Step 10: If the evaporation condition is satisfied, the raining process will occur using Eqs. (11) and (12). Step 11: Reduce the value of dmax which is user defined parameter using Equation Step 12: Check the convergence criteria. If the stopping criterion is satisfied, the algorithm will be stopped, otherwise return to Step 5
  • 10. Strength of WCA in Contrast to Other Metaheuristic • Rivers as “Guidance point” • Resemblance to Mutation as in GA Comparison of statistical results for various algorithms for constrained problem Comparison of the best solution given by previous studies for constrained problem