SlideShare a Scribd company logo
Artificial Intelligence in
Power System
(A great demand by the
modern power system)
Presented by: Shrutika N. Hajare
Btech. Student, Electrical Engineering
Contents
 Introduction
 What’s AI?
 Need of AI in power System
 AI technologies in Power System
 Development trends in AI
 Application of AI in the system
 Advantages and disadvantages
 Conclusion
Introduction:
 Electrical power system is modifying day by day, so it has become very
essential to establish modern technologies in Power System.
 Artificial Intelligence is one of these technologies, which can be used for
number of purposes. Basically, AI is the ability using computers to perform
some complex problems to solve, such as image recognition and to judge the
ability to understand such problems.
 Traditional AI system includes the problem finding and its instant solution
without disturbing the other system. But the latest development has brought
numerous advantages of AI in various aspects such as fault diagnosis, fault
Analysis, system protection,etc.
Need of AI in Power System
 To provide the good quality power to the consumer
 For increasing the stability and reliability of the system
 To reduce the burden on the staff due to the increase in the demand
 To ensure safety, and also the economic and reliable operation of the system
 For increasing the efficiency of the system in dealing with the fault incidents
 To perform the fault analysis effectively
AI technologies in Power System
 AI technologies are getting modified everyday and so electrical power system
is adopting these latest technologies. Basically AI is the discipline aiming at
research, develop and simulate human brain and it’s rules. Few examples of
AI technologies are brain science, neurology, information technology, etc.
 Following are the AI systems used in power system:
 A) Artificial Neural Network (ANN)
 B) Fuzzy detection and recognition
 C) Expert system
 D) Genetic Algorithms
A) Artificial Neural Network (ANN)
 It’s a perspective of number of simulated neurons which are processed.
 With the ANN, the mapping of function is performed which helps in different
operations at power system like fault diagnosis and Analysis,etc.
 Various characteristics of ANN make it usable in order to check the storage
capacity and also the robustness of the fault.
Fig. Artificial Neural Network
B) Fuzzy recognition and detection:
 By using Fuzzy theory, mathematical models can be established, and these
models are useful to deal with the practical fault condition like excessive
current.
 It’s main applications include transformer protection, Transmission and
distribution power flow rate under various load conditions, external fault
diagnosis, etc.
 It also helps in safe operation condition and increase the accuracy of
transmission capacity.
Fig. Fuzzy logic route
C) Expert System
 Expert System can be called as an intelligent computer software developed by
human expert with Rich professional knowledge and experience in power
system.
 It had been seen that, expert system can exceed the level of experts too.
Fig. Expert System Working
D) Genetic Algorithms
 It gives the optional solution which can be adopted in control strategy.
 The algorithm is simplest and robust.
 It can be used in solving complex and non linear problems such as power
generation planning, transmission and distribution planning, adjusting
parameters of excitation to solve control problem of reactive power
compensation.
Development trends of AI
 AI is developing day by day and it’s technologies include Artificial Neural
Network ANN, Fuzzy logic, expert system, and genetic algorithms.
 All these technologies have their own advantages and limitations too.
 Hybrid intelligence is a newly developing intelligence technique in the AI.
 Distributed AI is a branch of AI research in which parallel distributed
computing eventually come into being.
The Applications of AI in the system
operation control:
 A] DISCRETE CONTROL:-
 Load shedding due to generator shut down or system disturbance comes under
the category of discrete control in power system, in such cases ANN Artificial
Neural Network has the approximate function mapping and the parallel
processing capabilities, this helps in such cut load situations.
 Also, the power system relay protection which is also a discrete control, these
relay protection detect or judge the normal and fault state.
 Fuzzy identification theory contains a large area in the design of relay
protection.
 B] Continuous Control:-
 Excitation control is a kind of continuous control, which is provided by fuzzy
set theory. It helps in control of voltage and reactive power of the generator.
 The fuzzy set theory also helps in increasing the stability of the system.
Applications of AI in transient
protection:
 Transient protection covers the high frequency detection, fault identification,
transient protection and adaptive reclosing of the unit.
 A) Expert system based relay protection:
 The relay protection setting includes the calculations through general rules
and comprehensive consideration of the protection system.
 B) Fuzzy logic protection:
 The fuzzy method is used to detect transformer fault and the high frequency
signals generated by partial discharge and the change of chemical
composition in transformer.
Advantages and Disadvantages:
 Advantages:
1. Improves the efficiency
2. Reduce the human and material resources
3. Increases the power system security
 Disadvantages:
1. with constant improvement in AI, complexity is also increasing.
Conclusion:
 In near future, the scale of power system will expand, which nesseciates the
use of AI in power system.
 To enhance the power system stability and increase it’s efficiency, AI plays
very important role, so it is the need of future to use AI.
 The continuous increasing demand of quality power can only be fulfilled with
the AI based power system as it gives the reliable and economic operation of
the system.
Thank you!

More Related Content

What's hot

Artificial intelligence in Power Stations
Artificial intelligence in Power StationsArtificial intelligence in Power Stations
Artificial intelligence in Power Stations
Chaitanya Avinash Somarlapati
 
Artificial Intelligence in Power Systems
Artificial Intelligence in Power SystemsArtificial Intelligence in Power Systems
Artificial Intelligence in Power Systems
Sowmya T
 
ARTIFICIAL INTELLIGENCE IN POWER SYSTEMS
ARTIFICIAL INTELLIGENCE IN POWER SYSTEMSARTIFICIAL INTELLIGENCE IN POWER SYSTEMS
ARTIFICIAL INTELLIGENCE IN POWER SYSTEMS
vivatechijri
 
artificial intelligence in power plants.
artificial intelligence in power plants.artificial intelligence in power plants.
artificial intelligence in power plants.
8105268008
 
Power quality unit i ANNA UNIVERSITY SYALLABUS
Power quality unit i ANNA UNIVERSITY SYALLABUSPower quality unit i ANNA UNIVERSITY SYALLABUS
Power quality unit i ANNA UNIVERSITY SYALLABUS
MOHANASUNDARAM ANTHONY
 
Ai in power plant
Ai in power plantAi in power plant
Ai in power plant
Sri Kanth
 
WIDE AREA MONITORING SYSTEMS(WAMS)
WIDE AREA MONITORING SYSTEMS(WAMS)WIDE AREA MONITORING SYSTEMS(WAMS)
WIDE AREA MONITORING SYSTEMS(WAMS)
Vikram Purohit
 
Power Theft Detection
Power Theft DetectionPower Theft Detection
Power Theft Detection
Lis Maria Roy
 
Policies for smart grid
Policies for smart gridPolicies for smart grid
Policies for smart grid
Ashfaq khan
 
Artificial intelligence in power stations
Artificial intelligence in power stationsArtificial intelligence in power stations
Artificial intelligence in power stations
MATHEW JOSEPH
 
Artificial intelligence in power plants
Artificial intelligence in power plantsArtificial intelligence in power plants
Artificial intelligence in power plants
vivekprajapatiankur
 
Introduction to Microgrid
Introduction to Microgrid Introduction to Microgrid
Protection and control of Microgrid
Protection and control of MicrogridProtection and control of Microgrid
Protection and control of Microgrid
Amarjeet S Pandey
 
WIDE AREA PROTECTION IN POWER SYSTEMS
WIDE AREA PROTECTION IN POWER SYSTEMSWIDE AREA PROTECTION IN POWER SYSTEMS
WIDE AREA PROTECTION IN POWER SYSTEMS
manogna gwen
 
Presentation on Smart Grid
Presentation on Smart GridPresentation on Smart Grid
Presentation on Smart Grid
tanzir3
 
Microgrid Presentation
Microgrid PresentationMicrogrid Presentation
Microgrid Presentation
Shahab Khan
 
Advanced Metering Infrastructure Standards and protocol
Advanced Metering Infrastructure Standards and protocolAdvanced Metering Infrastructure Standards and protocol
Advanced Metering Infrastructure Standards and protocol
Eklavya Sharma
 
Phasor measurement unit and it's application ppt
Phasor measurement unit and it's application pptPhasor measurement unit and it's application ppt
Phasor measurement unit and it's application ppt
Khurshid Parwez
 

What's hot (20)

Artificial intelligence in Power Stations
Artificial intelligence in Power StationsArtificial intelligence in Power Stations
Artificial intelligence in Power Stations
 
Artificial Intelligence in Power Systems
Artificial Intelligence in Power SystemsArtificial Intelligence in Power Systems
Artificial Intelligence in Power Systems
 
ARTIFICIAL INTELLIGENCE IN POWER SYSTEMS
ARTIFICIAL INTELLIGENCE IN POWER SYSTEMSARTIFICIAL INTELLIGENCE IN POWER SYSTEMS
ARTIFICIAL INTELLIGENCE IN POWER SYSTEMS
 
artificial intelligence in power plants.
artificial intelligence in power plants.artificial intelligence in power plants.
artificial intelligence in power plants.
 
Power quality unit i ANNA UNIVERSITY SYALLABUS
Power quality unit i ANNA UNIVERSITY SYALLABUSPower quality unit i ANNA UNIVERSITY SYALLABUS
Power quality unit i ANNA UNIVERSITY SYALLABUS
 
Ai in power plant
Ai in power plantAi in power plant
Ai in power plant
 
WIDE AREA MONITORING SYSTEMS(WAMS)
WIDE AREA MONITORING SYSTEMS(WAMS)WIDE AREA MONITORING SYSTEMS(WAMS)
WIDE AREA MONITORING SYSTEMS(WAMS)
 
Power Theft Detection
Power Theft DetectionPower Theft Detection
Power Theft Detection
 
Microgrid
MicrogridMicrogrid
Microgrid
 
Policies for smart grid
Policies for smart gridPolicies for smart grid
Policies for smart grid
 
Artificial intelligence in power stations
Artificial intelligence in power stationsArtificial intelligence in power stations
Artificial intelligence in power stations
 
Artificial intelligence in power plants
Artificial intelligence in power plantsArtificial intelligence in power plants
Artificial intelligence in power plants
 
Introduction to Microgrid
Introduction to Microgrid Introduction to Microgrid
Introduction to Microgrid
 
Protection and control of Microgrid
Protection and control of MicrogridProtection and control of Microgrid
Protection and control of Microgrid
 
Smart grid presentation
Smart grid presentationSmart grid presentation
Smart grid presentation
 
WIDE AREA PROTECTION IN POWER SYSTEMS
WIDE AREA PROTECTION IN POWER SYSTEMSWIDE AREA PROTECTION IN POWER SYSTEMS
WIDE AREA PROTECTION IN POWER SYSTEMS
 
Presentation on Smart Grid
Presentation on Smart GridPresentation on Smart Grid
Presentation on Smart Grid
 
Microgrid Presentation
Microgrid PresentationMicrogrid Presentation
Microgrid Presentation
 
Advanced Metering Infrastructure Standards and protocol
Advanced Metering Infrastructure Standards and protocolAdvanced Metering Infrastructure Standards and protocol
Advanced Metering Infrastructure Standards and protocol
 
Phasor measurement unit and it's application ppt
Phasor measurement unit and it's application pptPhasor measurement unit and it's application ppt
Phasor measurement unit and it's application ppt
 

Similar to Artificial intelligence in power system

Artificial intelligence in power systems
Artificial intelligence in power systemsArtificial intelligence in power systems
Artificial intelligence in power systems
Abhishek Narayan
 
Artificial Intelligence in Power System overview
Artificial Intelligence in Power System overviewArtificial Intelligence in Power System overview
Artificial Intelligence in Power System overview
sandhya757531
 
seminarppt-150327074900-conversion-gate01 (1).pdf
seminarppt-150327074900-conversion-gate01 (1).pdfseminarppt-150327074900-conversion-gate01 (1).pdf
seminarppt-150327074900-conversion-gate01 (1).pdf
3135TanayaPatil
 
Seminarppt 150327074900
Seminarppt 150327074900Seminarppt 150327074900
Seminarppt 150327074900
prathapkumar55
 
Artificial intelligene (1)
Artificial intelligene (1)Artificial intelligene (1)
Artificial intelligene (1)
Siddhu gowda
 
sunilbabu253-180317094114 (1).pptx
sunilbabu253-180317094114 (1).pptxsunilbabu253-180317094114 (1).pptx
sunilbabu253-180317094114 (1).pptx
TjMsd
 
ai in electrical.pptx
ai in electrical.pptxai in electrical.pptx
ai in electrical.pptx
GamerM04
 
An Expert System For Power Plants Paper Presentation
An Expert System For Power Plants Paper PresentationAn Expert System For Power Plants Paper Presentation
An Expert System For Power Plants Paper Presentation
guestac67362
 
bittuai-160426173847 (1) (1).pptx
bittuai-160426173847 (1) (1).pptxbittuai-160426173847 (1) (1).pptx
bittuai-160426173847 (1) (1).pptx
DiwakarDiwakar12
 
IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...
IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...
IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...
IEEEGLOBALSOFTSTUDENTPROJECTS
 
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...
IEEEGLOBALSOFTSTUDENTSPROJECTS
 
Power system automation
Power system automationPower system automation
Power system automation
satyam11
 
Artificial intelligence in power systems
Artificial intelligence in power systems Artificial intelligence in power systems
Artificial intelligence in power systems
MATHEW JOSEPH
 
Techniques to Apply Artificial Intelligence in Power Plants
Techniques to Apply Artificial Intelligence in Power PlantsTechniques to Apply Artificial Intelligence in Power Plants
Techniques to Apply Artificial Intelligence in Power Plants
ijtsrd
 
Switchgear and protection.
Switchgear and protection.Switchgear and protection.
Switchgear and protection.
Surabhi Vasudev
 
pranithasem.pptx
pranithasem.pptxpranithasem.pptx
pranithasem.pptx
TjMsd
 
International Journal of Engineering (IJE) Volume (3) Issue (1)
International Journal of Engineering (IJE) Volume (3)  Issue (1)International Journal of Engineering (IJE) Volume (3)  Issue (1)
International Journal of Engineering (IJE) Volume (3) Issue (1)CSCJournals
 
The Transformative Role of Artificial Intelligence in Electrical Engineering.pdf
The Transformative Role of Artificial Intelligence in Electrical Engineering.pdfThe Transformative Role of Artificial Intelligence in Electrical Engineering.pdf
The Transformative Role of Artificial Intelligence in Electrical Engineering.pdf
Gokul Shanmugan
 

Similar to Artificial intelligence in power system (20)

Unit 1
Unit 1Unit 1
Unit 1
 
Artificial intelligence in power systems
Artificial intelligence in power systemsArtificial intelligence in power systems
Artificial intelligence in power systems
 
Artificial Intelligence in Power System overview
Artificial Intelligence in Power System overviewArtificial Intelligence in Power System overview
Artificial Intelligence in Power System overview
 
seminarppt-150327074900-conversion-gate01 (1).pdf
seminarppt-150327074900-conversion-gate01 (1).pdfseminarppt-150327074900-conversion-gate01 (1).pdf
seminarppt-150327074900-conversion-gate01 (1).pdf
 
Seminarppt 150327074900
Seminarppt 150327074900Seminarppt 150327074900
Seminarppt 150327074900
 
Artificial intelligene (1)
Artificial intelligene (1)Artificial intelligene (1)
Artificial intelligene (1)
 
sunilbabu253-180317094114 (1).pptx
sunilbabu253-180317094114 (1).pptxsunilbabu253-180317094114 (1).pptx
sunilbabu253-180317094114 (1).pptx
 
ai in electrical.pptx
ai in electrical.pptxai in electrical.pptx
ai in electrical.pptx
 
An Expert System For Power Plants Paper Presentation
An Expert System For Power Plants Paper PresentationAn Expert System For Power Plants Paper Presentation
An Expert System For Power Plants Paper Presentation
 
bittuai-160426173847 (1) (1).pptx
bittuai-160426173847 (1) (1).pptxbittuai-160426173847 (1) (1).pptx
bittuai-160426173847 (1) (1).pptx
 
ASHUTOSH BHATT DT19EEJ008 RPC JUNE22.ppt
ASHUTOSH BHATT DT19EEJ008 RPC JUNE22.pptASHUTOSH BHATT DT19EEJ008 RPC JUNE22.ppt
ASHUTOSH BHATT DT19EEJ008 RPC JUNE22.ppt
 
IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...
IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...
IEEE 2014 JAVA PARALLEL DISTRIBUTED PROJECTS On false-data-injection-attacks-...
 
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...
2014 IEEE JAVA PARALLEL DISTRIBUTED PROJECT On false-data-injection-attacks-a...
 
Power system automation
Power system automationPower system automation
Power system automation
 
Artificial intelligence in power systems
Artificial intelligence in power systems Artificial intelligence in power systems
Artificial intelligence in power systems
 
Techniques to Apply Artificial Intelligence in Power Plants
Techniques to Apply Artificial Intelligence in Power PlantsTechniques to Apply Artificial Intelligence in Power Plants
Techniques to Apply Artificial Intelligence in Power Plants
 
Switchgear and protection.
Switchgear and protection.Switchgear and protection.
Switchgear and protection.
 
pranithasem.pptx
pranithasem.pptxpranithasem.pptx
pranithasem.pptx
 
International Journal of Engineering (IJE) Volume (3) Issue (1)
International Journal of Engineering (IJE) Volume (3)  Issue (1)International Journal of Engineering (IJE) Volume (3)  Issue (1)
International Journal of Engineering (IJE) Volume (3) Issue (1)
 
The Transformative Role of Artificial Intelligence in Electrical Engineering.pdf
The Transformative Role of Artificial Intelligence in Electrical Engineering.pdfThe Transformative Role of Artificial Intelligence in Electrical Engineering.pdf
The Transformative Role of Artificial Intelligence in Electrical Engineering.pdf
 

Recently uploaded

Planning Of Procurement o different goods and services
Planning Of Procurement o different goods and servicesPlanning Of Procurement o different goods and services
Planning Of Procurement o different goods and services
JoytuBarua2
 
Final project report on grocery store management system..pdf
Final project report on grocery store management system..pdfFinal project report on grocery store management system..pdf
Final project report on grocery store management system..pdf
Kamal Acharya
 
Water Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation and Control Monthly - May 2024.pdfWater Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation & Control
 
AKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdf
AKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdfAKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdf
AKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdf
SamSarthak3
 
Standard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - NeometrixStandard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - Neometrix
Neometrix_Engineering_Pvt_Ltd
 
WATER CRISIS and its solutions-pptx 1234
WATER CRISIS and its solutions-pptx 1234WATER CRISIS and its solutions-pptx 1234
WATER CRISIS and its solutions-pptx 1234
AafreenAbuthahir2
 
DESIGN A COTTON SEED SEPARATION MACHINE.docx
DESIGN A COTTON SEED SEPARATION MACHINE.docxDESIGN A COTTON SEED SEPARATION MACHINE.docx
DESIGN A COTTON SEED SEPARATION MACHINE.docx
FluxPrime1
 
Event Management System Vb Net Project Report.pdf
Event Management System Vb Net  Project Report.pdfEvent Management System Vb Net  Project Report.pdf
Event Management System Vb Net Project Report.pdf
Kamal Acharya
 
Forklift Classes Overview by Intella Parts
Forklift Classes Overview by Intella PartsForklift Classes Overview by Intella Parts
Forklift Classes Overview by Intella Parts
Intella Parts
 
ethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.pptethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.ppt
Jayaprasanna4
 
Democratizing Fuzzing at Scale by Abhishek Arya
Democratizing Fuzzing at Scale by Abhishek AryaDemocratizing Fuzzing at Scale by Abhishek Arya
Democratizing Fuzzing at Scale by Abhishek Arya
abh.arya
 
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...
Dr.Costas Sachpazis
 
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdfTop 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Teleport Manpower Consultant
 
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&BDesign and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Sreedhar Chowdam
 
CME397 Surface Engineering- Professional Elective
CME397 Surface Engineering- Professional ElectiveCME397 Surface Engineering- Professional Elective
CME397 Surface Engineering- Professional Elective
karthi keyan
 
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdf
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdfCOLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdf
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdf
Kamal Acharya
 
Immunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary AttacksImmunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary Attacks
gerogepatton
 
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxCFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
R&R Consult
 
The Benefits and Techniques of Trenchless Pipe Repair.pdf
The Benefits and Techniques of Trenchless Pipe Repair.pdfThe Benefits and Techniques of Trenchless Pipe Repair.pdf
The Benefits and Techniques of Trenchless Pipe Repair.pdf
Pipe Restoration Solutions
 
Nuclear Power Economics and Structuring 2024
Nuclear Power Economics and Structuring 2024Nuclear Power Economics and Structuring 2024
Nuclear Power Economics and Structuring 2024
Massimo Talia
 

Recently uploaded (20)

Planning Of Procurement o different goods and services
Planning Of Procurement o different goods and servicesPlanning Of Procurement o different goods and services
Planning Of Procurement o different goods and services
 
Final project report on grocery store management system..pdf
Final project report on grocery store management system..pdfFinal project report on grocery store management system..pdf
Final project report on grocery store management system..pdf
 
Water Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation and Control Monthly - May 2024.pdfWater Industry Process Automation and Control Monthly - May 2024.pdf
Water Industry Process Automation and Control Monthly - May 2024.pdf
 
AKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdf
AKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdfAKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdf
AKS UNIVERSITY Satna Final Year Project By OM Hardaha.pdf
 
Standard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - NeometrixStandard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - Neometrix
 
WATER CRISIS and its solutions-pptx 1234
WATER CRISIS and its solutions-pptx 1234WATER CRISIS and its solutions-pptx 1234
WATER CRISIS and its solutions-pptx 1234
 
DESIGN A COTTON SEED SEPARATION MACHINE.docx
DESIGN A COTTON SEED SEPARATION MACHINE.docxDESIGN A COTTON SEED SEPARATION MACHINE.docx
DESIGN A COTTON SEED SEPARATION MACHINE.docx
 
Event Management System Vb Net Project Report.pdf
Event Management System Vb Net  Project Report.pdfEvent Management System Vb Net  Project Report.pdf
Event Management System Vb Net Project Report.pdf
 
Forklift Classes Overview by Intella Parts
Forklift Classes Overview by Intella PartsForklift Classes Overview by Intella Parts
Forklift Classes Overview by Intella Parts
 
ethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.pptethical hacking in wireless-hacking1.ppt
ethical hacking in wireless-hacking1.ppt
 
Democratizing Fuzzing at Scale by Abhishek Arya
Democratizing Fuzzing at Scale by Abhishek AryaDemocratizing Fuzzing at Scale by Abhishek Arya
Democratizing Fuzzing at Scale by Abhishek Arya
 
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...
 
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdfTop 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
Top 10 Oil and Gas Projects in Saudi Arabia 2024.pdf
 
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&BDesign and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
Design and Analysis of Algorithms-DP,Backtracking,Graphs,B&B
 
CME397 Surface Engineering- Professional Elective
CME397 Surface Engineering- Professional ElectiveCME397 Surface Engineering- Professional Elective
CME397 Surface Engineering- Professional Elective
 
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdf
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdfCOLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdf
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdf
 
Immunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary AttacksImmunizing Image Classifiers Against Localized Adversary Attacks
Immunizing Image Classifiers Against Localized Adversary Attacks
 
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptxCFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
CFD Simulation of By-pass Flow in a HRSG module by R&R Consult.pptx
 
The Benefits and Techniques of Trenchless Pipe Repair.pdf
The Benefits and Techniques of Trenchless Pipe Repair.pdfThe Benefits and Techniques of Trenchless Pipe Repair.pdf
The Benefits and Techniques of Trenchless Pipe Repair.pdf
 
Nuclear Power Economics and Structuring 2024
Nuclear Power Economics and Structuring 2024Nuclear Power Economics and Structuring 2024
Nuclear Power Economics and Structuring 2024
 

Artificial intelligence in power system

  • 1. Artificial Intelligence in Power System (A great demand by the modern power system) Presented by: Shrutika N. Hajare Btech. Student, Electrical Engineering
  • 2. Contents  Introduction  What’s AI?  Need of AI in power System  AI technologies in Power System  Development trends in AI  Application of AI in the system  Advantages and disadvantages  Conclusion
  • 3. Introduction:  Electrical power system is modifying day by day, so it has become very essential to establish modern technologies in Power System.  Artificial Intelligence is one of these technologies, which can be used for number of purposes. Basically, AI is the ability using computers to perform some complex problems to solve, such as image recognition and to judge the ability to understand such problems.  Traditional AI system includes the problem finding and its instant solution without disturbing the other system. But the latest development has brought numerous advantages of AI in various aspects such as fault diagnosis, fault Analysis, system protection,etc.
  • 4. Need of AI in Power System  To provide the good quality power to the consumer  For increasing the stability and reliability of the system  To reduce the burden on the staff due to the increase in the demand  To ensure safety, and also the economic and reliable operation of the system  For increasing the efficiency of the system in dealing with the fault incidents  To perform the fault analysis effectively
  • 5. AI technologies in Power System  AI technologies are getting modified everyday and so electrical power system is adopting these latest technologies. Basically AI is the discipline aiming at research, develop and simulate human brain and it’s rules. Few examples of AI technologies are brain science, neurology, information technology, etc.  Following are the AI systems used in power system:  A) Artificial Neural Network (ANN)  B) Fuzzy detection and recognition  C) Expert system  D) Genetic Algorithms
  • 6. A) Artificial Neural Network (ANN)  It’s a perspective of number of simulated neurons which are processed.  With the ANN, the mapping of function is performed which helps in different operations at power system like fault diagnosis and Analysis,etc.  Various characteristics of ANN make it usable in order to check the storage capacity and also the robustness of the fault. Fig. Artificial Neural Network
  • 7. B) Fuzzy recognition and detection:  By using Fuzzy theory, mathematical models can be established, and these models are useful to deal with the practical fault condition like excessive current.  It’s main applications include transformer protection, Transmission and distribution power flow rate under various load conditions, external fault diagnosis, etc.  It also helps in safe operation condition and increase the accuracy of transmission capacity. Fig. Fuzzy logic route
  • 8. C) Expert System  Expert System can be called as an intelligent computer software developed by human expert with Rich professional knowledge and experience in power system.  It had been seen that, expert system can exceed the level of experts too. Fig. Expert System Working
  • 9. D) Genetic Algorithms  It gives the optional solution which can be adopted in control strategy.  The algorithm is simplest and robust.  It can be used in solving complex and non linear problems such as power generation planning, transmission and distribution planning, adjusting parameters of excitation to solve control problem of reactive power compensation.
  • 10. Development trends of AI  AI is developing day by day and it’s technologies include Artificial Neural Network ANN, Fuzzy logic, expert system, and genetic algorithms.  All these technologies have their own advantages and limitations too.  Hybrid intelligence is a newly developing intelligence technique in the AI.  Distributed AI is a branch of AI research in which parallel distributed computing eventually come into being.
  • 11. The Applications of AI in the system operation control:  A] DISCRETE CONTROL:-  Load shedding due to generator shut down or system disturbance comes under the category of discrete control in power system, in such cases ANN Artificial Neural Network has the approximate function mapping and the parallel processing capabilities, this helps in such cut load situations.  Also, the power system relay protection which is also a discrete control, these relay protection detect or judge the normal and fault state.  Fuzzy identification theory contains a large area in the design of relay protection.  B] Continuous Control:-  Excitation control is a kind of continuous control, which is provided by fuzzy set theory. It helps in control of voltage and reactive power of the generator.  The fuzzy set theory also helps in increasing the stability of the system.
  • 12. Applications of AI in transient protection:  Transient protection covers the high frequency detection, fault identification, transient protection and adaptive reclosing of the unit.  A) Expert system based relay protection:  The relay protection setting includes the calculations through general rules and comprehensive consideration of the protection system.  B) Fuzzy logic protection:  The fuzzy method is used to detect transformer fault and the high frequency signals generated by partial discharge and the change of chemical composition in transformer.
  • 13. Advantages and Disadvantages:  Advantages: 1. Improves the efficiency 2. Reduce the human and material resources 3. Increases the power system security  Disadvantages: 1. with constant improvement in AI, complexity is also increasing.
  • 14. Conclusion:  In near future, the scale of power system will expand, which nesseciates the use of AI in power system.  To enhance the power system stability and increase it’s efficiency, AI plays very important role, so it is the need of future to use AI.  The continuous increasing demand of quality power can only be fulfilled with the AI based power system as it gives the reliable and economic operation of the system.