SlideShare a Scribd company logo
1 of 3
Download to read offline
VIVA-Tech International Journal for Research and Innovation
ISSN(Online): 2581-7280
Volume 1, Issue 4 (2021)
VIVA Institute of Technology
9th
National Conference on Role of Engineers in Nation Building – 2021 (NCRENB-2021)
C-27
www.viva-technology.org/New/IJRI
Partial Binomial Distribution method for Generation capacity
outage using Spreadsheets
Rahul Abhyankar1
1
(Department of Electrical Engineering, VIVA Institute of Technology, India)
Abstract: Reliability in large power system is a major concern in this modern age. There are various methods
to find out the reliability for the generation capacity. Whenever a generator fails, the capacity of that particular
generator is considered as outage. in this paper a major focus will be on the binomial distribution method which
is useful when all generators have same generating capacity. A simple formula and Microsoft excel tables will be
helpful to find out the generation outage for more number of generators. This will solve the human errors in
calculations and fast results will be helpful for future planning in the power systems.
Keywords - Availability, Forced Outage Rate, Generation outage, Reliability of Power system, Spreadsheets
I. INTRODUCTION
Large power systems mainly contains synchronous generator for power generation in bulk amount.
Various nonrenewable power sources also contribute in the power generation nowadays, but as they are dependent
on the season and daytime and other variables. Therefore, it is unpredictable and the reliability for such systems
cannot be found very correctly. On other hands, as power stations operate with maximum reliable equipment’s
andcomputerized monitoring, these systems tend to be more reliable than the non-renewable one. Anyhow, the
reliability of the system plays a major role in the economy of the country; therefore, the methods were
developedto find out the reliability of the power system. There methods deal with the table formats and just with
the help ofthese tables, one can find out that if any single generator or a pair of the generator will be failed then
how it mayaffect the power generation.
II. PARTIAL BINOMIAL DISTRIBUTION METHOD
The partial binomial distribution method is used when there are generators having same FOR and one or
two generators having different FOR than the previous ones. In such cases, the reliability of the generating system
can be found with the help of the binomial distribution in first half and then by comparing the FOR of the generator
with the reliability table of group of previous generators. In this reliability calculations, table is made for the
outage. Outage stands for the failure of the particular generator and it is not in the service.
A simple formula for binomial distribution is
Pg = nCg (F)g
(A)n-g
. . . ( A)
Where
n= no of generator
g = state of the generator
F = FOR
A = availability (A=1-F).
III. METHODOLOGY
The methodology can be simply understood by the simple numerical. A generating system having 2
generators of 3 MW with FOR 0.02 and 1 generator of 5 MW with FOR 0.03. Calculate capacity outage table for
the given pairs of generators.
VIVA-Tech International Journal for Research and Innovation
ISSN(Online): 2581-7280
Volume 1, Issue 4 (2021)
VIVA Institute of Technology
9th
National Conference on Role of Engineers in Nation Building – 2021 (NCRENB-2021)
C-28
www.viva-technology.org/New/IJRI
Figure.1: Methodology to solve Partial binomial method with
spreadsheet
In the starting, Write down F as outage rate and clearly mention the value of that into the specific column,
similarly we can find out availability of the generator with the formula. Now in table A, we can find out outage
for 0, 3 and 6 MW with the help of binomial distribution formula. Note that the C1 C2 to C7 which are mentioned
in red color are the cell numbers. For the convenience, the probability is given in the last column. Now in table b
as 5 MW generator is in service therefore we will simply multiply the probability of table A with availability of 5
MW generator. Similarly in table C as 5 MW generator is out of service therefore we will simply multiply the
availability or probability of table A with forced outage rate of the 5 MW generator.
IV. RESULTS
Here we need to just rearrange the table for final result and to show it in proper sequence.
Table 1. Final result with proper sequence
Outage (MW) Probability Outage (MW) Probability
0 0.9604 6 0.0004
3 0.0392 8 0.000784
5 0.019208 11 0.000008
VIVA-Tech International Journal for Research and Innovation
ISSN(Online): 2581-7280
Volume 1, Issue 4 (2021)
VIVA Institute of Technology
9th
National Conference on Role of Engineers in Nation Building – 2021 (NCRENB-2021)
C-29
www.viva-technology.org/New/IJRI
V. CONCLUSION
As explained, the reliability of the system can be find out very easily with the help of the above
method. The spreadsheet allows you to calculate the reliability of the system for any forced outage rate. This
gives simplicity and ease in calculations making it error free.
REFERENCES
[1] Lt Col Rahul Dutt Sharma, “Python Tools for Big Data Analytics” IJSR, Vol 9, Issue 5, May 2020.
[2] Akshansh Sharma, Firoj Khan, Deepak Sharma, Dr. Sunil Gupta, “Python: The Programming Language of
Future” IJIRT, Vol 6, Issue 12, May 2020.
[3] Dr. Anupam Sharma, Archit Jain, Ayush Bahuguna, Deeksha Dinkar, “Comparison and Evaluation of Web
Development Technologies in Node.js and Django” IJSR, Vol 9, Issue 12, December 2020.
[4] Anirban Sarkar, Ayush Goyal, David Hicks, Debadrita Sarkar and Saikat Hazra, “Latest android Application
Development: A Brief Overview of Latest android Platforms and Evolution of Security Systems”. Proceedings of
the Third International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC 2019)
IEEE Xplore, IEEE 2019.
[5] Thiago R. Fernandes, Leonardo R. Fernandes, Tiago R. Ricciardi, Luis F. Ugarte and Madson C. de Almeida,
“Python Programming Language for Power System Analysis Education and Research”, IEEE 2018.
[6] Federico Milano, “A Python-based Software Tool for Power System Analysis”. Senior Member, IEEE 2013.
[7] Yan Zhang, Yan Zhang, Eekeng Yu “The Characteristics of Generator and Load in The Calculation of Network
Loss Modification”, IEEE 2011.
[8] Zdena Dobesova, “Programming language Python for data processing”, 2011 International Conference
onElectrical and Control Engineering, IEEE 2011.
[9] Greg Lindstrom, “Programming with Python”, IT Professional (Volume: 7, Issue: 5, Sept.-Oct. 2005), IEEE
2005.
[10] Yifan Tang, “Power Distribution System Planning with Reliability Modelling and Optimization” IEEE
Transactions on Power Systems, Vol. 11, No. 1, February 1996.

More Related Content

What's hot

Proportion hw
Proportion hwProportion hw
Proportion hwcprue22
 
How to train your mind to think like the ai machine you are training
How to train your mind to think like the ai machine you are trainingHow to train your mind to think like the ai machine you are training
How to train your mind to think like the ai machine you are trainingDenis Rothman
 
Biotech day 3a
Biotech   day 3aBiotech   day 3a
Biotech day 3ajmori
 
Biotech day 3
Biotech   day 3Biotech   day 3
Biotech day 3jmori
 
System approach in civil engg slideshare.vvs
System approach in civil engg slideshare.vvsSystem approach in civil engg slideshare.vvs
System approach in civil engg slideshare.vvsvrushali sasane
 
Uk Airports Forecasting
Uk Airports Forecasting Uk Airports Forecasting
Uk Airports Forecasting Mohammed Awad
 
3rd quarter plan
3rd quarter plan3rd quarter plan
3rd quarter planjslloyd23
 
CMSC 350 FINAL PROJECT
CMSC 350 FINAL PROJECTCMSC 350 FINAL PROJECT
CMSC 350 FINAL PROJECTHamesKellor
 
Analyzing social media networks with NodeXL - Chapter-04 images
Analyzing social media networks with NodeXL - Chapter-04 imagesAnalyzing social media networks with NodeXL - Chapter-04 images
Analyzing social media networks with NodeXL - Chapter-04 imagesMarc Smith
 

What's hot (10)

Proportion hw
Proportion hwProportion hw
Proportion hw
 
How to train your mind to think like the ai machine you are training
How to train your mind to think like the ai machine you are trainingHow to train your mind to think like the ai machine you are training
How to train your mind to think like the ai machine you are training
 
Biotech day 3a
Biotech   day 3aBiotech   day 3a
Biotech day 3a
 
Biotech day 3
Biotech   day 3Biotech   day 3
Biotech day 3
 
System approach in civil engg slideshare.vvs
System approach in civil engg slideshare.vvsSystem approach in civil engg slideshare.vvs
System approach in civil engg slideshare.vvs
 
Uk Airports Forecasting
Uk Airports Forecasting Uk Airports Forecasting
Uk Airports Forecasting
 
Chap02 01
Chap02 01Chap02 01
Chap02 01
 
3rd quarter plan
3rd quarter plan3rd quarter plan
3rd quarter plan
 
CMSC 350 FINAL PROJECT
CMSC 350 FINAL PROJECTCMSC 350 FINAL PROJECT
CMSC 350 FINAL PROJECT
 
Analyzing social media networks with NodeXL - Chapter-04 images
Analyzing social media networks with NodeXL - Chapter-04 imagesAnalyzing social media networks with NodeXL - Chapter-04 images
Analyzing social media networks with NodeXL - Chapter-04 images
 

Similar to Partial Binomial Distribution method for Generation capacity outage using Spreadsheets

Design and Implementation of 16-Bit Magnitude Comparator Using Efficient Low ...
Design and Implementation of 16-Bit Magnitude Comparator Using Efficient Low ...Design and Implementation of 16-Bit Magnitude Comparator Using Efficient Low ...
Design and Implementation of 16-Bit Magnitude Comparator Using Efficient Low ...IJERA Editor
 
Layout Design Analysis of CMOS Comparator using 180nm Technology
Layout Design Analysis of CMOS Comparator using 180nm TechnologyLayout Design Analysis of CMOS Comparator using 180nm Technology
Layout Design Analysis of CMOS Comparator using 180nm TechnologyIJEEE
 
Study on Loss Allocation of Power Distribution Network with Distributed Gener...
Study on Loss Allocation of Power Distribution Network with Distributed Gener...Study on Loss Allocation of Power Distribution Network with Distributed Gener...
Study on Loss Allocation of Power Distribution Network with Distributed Gener...ijtsrd
 
IRJET- Sensitivity Analysis for Optimal Distributed Generation Placement in P...
IRJET- Sensitivity Analysis for Optimal Distributed Generation Placement in P...IRJET- Sensitivity Analysis for Optimal Distributed Generation Placement in P...
IRJET- Sensitivity Analysis for Optimal Distributed Generation Placement in P...IRJET Journal
 
Modeling of off grid hybrid power system under jordanian climate
Modeling of off grid hybrid power system under jordanian climateModeling of off grid hybrid power system under jordanian climate
Modeling of off grid hybrid power system under jordanian climateAlexander Decker
 
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONSA METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONSVLSICS Design
 
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONSA METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONSVLSICS Design
 
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONSA METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONSVLSICS Design
 
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONSA METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONSVLSICS Design
 
ANFIS Control of Energy Control Center for Distributed Wind and Solar Generat...
ANFIS Control of Energy Control Center for Distributed Wind and Solar Generat...ANFIS Control of Energy Control Center for Distributed Wind and Solar Generat...
ANFIS Control of Energy Control Center for Distributed Wind and Solar Generat...IRJET Journal
 
Optimal Placement of DG for Loss Reduction and Voltage Sag Mitigation in Radi...
Optimal Placement of DG for Loss Reduction and Voltage Sag Mitigation in Radi...Optimal Placement of DG for Loss Reduction and Voltage Sag Mitigation in Radi...
Optimal Placement of DG for Loss Reduction and Voltage Sag Mitigation in Radi...IDES Editor
 
SOFTWARE BASED CALCULATION OF CAPACITY OUTAGE OF GENERATING UNITS
SOFTWARE BASED CALCULATION OF CAPACITY OUTAGE OF GENERATING UNITSSOFTWARE BASED CALCULATION OF CAPACITY OUTAGE OF GENERATING UNITS
SOFTWARE BASED CALCULATION OF CAPACITY OUTAGE OF GENERATING UNITSvivatechijri
 
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 Plantsijtsrd
 
IRJET - Design and Implementation of Closed-Loop Controlled Boost Converter f...
IRJET - Design and Implementation of Closed-Loop Controlled Boost Converter f...IRJET - Design and Implementation of Closed-Loop Controlled Boost Converter f...
IRJET - Design and Implementation of Closed-Loop Controlled Boost Converter f...IRJET Journal
 
IRJET- Design of Photovoltaic System using Fuzzy Logic Controller
IRJET- Design of Photovoltaic System using Fuzzy Logic ControllerIRJET- Design of Photovoltaic System using Fuzzy Logic Controller
IRJET- Design of Photovoltaic System using Fuzzy Logic ControllerIRJET Journal
 
IRJET- Design and Simulation of Comparator Architectures for Various ADC ...
IRJET-  	  Design and Simulation of Comparator Architectures for Various ADC ...IRJET-  	  Design and Simulation of Comparator Architectures for Various ADC ...
IRJET- Design and Simulation of Comparator Architectures for Various ADC ...IRJET Journal
 
An analytical approach for optimal placement of combined dg and capacitor in ...
An analytical approach for optimal placement of combined dg and capacitor in ...An analytical approach for optimal placement of combined dg and capacitor in ...
An analytical approach for optimal placement of combined dg and capacitor in ...IAEME Publication
 
IRJET- Particle Swarm Intelligence based Dynamics Economic Dispatch with Dail...
IRJET- Particle Swarm Intelligence based Dynamics Economic Dispatch with Dail...IRJET- Particle Swarm Intelligence based Dynamics Economic Dispatch with Dail...
IRJET- Particle Swarm Intelligence based Dynamics Economic Dispatch with Dail...IRJET Journal
 
Optimal Placement and Sizing of Distributed Generation Units Using Co-Evoluti...
Optimal Placement and Sizing of Distributed Generation Units Using Co-Evoluti...Optimal Placement and Sizing of Distributed Generation Units Using Co-Evoluti...
Optimal Placement and Sizing of Distributed Generation Units Using Co-Evoluti...Radita Apriana
 

Similar to Partial Binomial Distribution method for Generation capacity outage using Spreadsheets (20)

Design and Implementation of 16-Bit Magnitude Comparator Using Efficient Low ...
Design and Implementation of 16-Bit Magnitude Comparator Using Efficient Low ...Design and Implementation of 16-Bit Magnitude Comparator Using Efficient Low ...
Design and Implementation of 16-Bit Magnitude Comparator Using Efficient Low ...
 
Layout Design Analysis of CMOS Comparator using 180nm Technology
Layout Design Analysis of CMOS Comparator using 180nm TechnologyLayout Design Analysis of CMOS Comparator using 180nm Technology
Layout Design Analysis of CMOS Comparator using 180nm Technology
 
Study on Loss Allocation of Power Distribution Network with Distributed Gener...
Study on Loss Allocation of Power Distribution Network with Distributed Gener...Study on Loss Allocation of Power Distribution Network with Distributed Gener...
Study on Loss Allocation of Power Distribution Network with Distributed Gener...
 
IRJET- Sensitivity Analysis for Optimal Distributed Generation Placement in P...
IRJET- Sensitivity Analysis for Optimal Distributed Generation Placement in P...IRJET- Sensitivity Analysis for Optimal Distributed Generation Placement in P...
IRJET- Sensitivity Analysis for Optimal Distributed Generation Placement in P...
 
Modeling of off grid hybrid power system under jordanian climate
Modeling of off grid hybrid power system under jordanian climateModeling of off grid hybrid power system under jordanian climate
Modeling of off grid hybrid power system under jordanian climate
 
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONSA METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
 
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONSA METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
 
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONSA METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
 
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONSA METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
A METHODOLOGY FOR IMPROVEMENT OF ROBA MULTIPLIER FOR ELECTRONIC APPLICATIONS
 
ANFIS Control of Energy Control Center for Distributed Wind and Solar Generat...
ANFIS Control of Energy Control Center for Distributed Wind and Solar Generat...ANFIS Control of Energy Control Center for Distributed Wind and Solar Generat...
ANFIS Control of Energy Control Center for Distributed Wind and Solar Generat...
 
Optimal Placement of DG for Loss Reduction and Voltage Sag Mitigation in Radi...
Optimal Placement of DG for Loss Reduction and Voltage Sag Mitigation in Radi...Optimal Placement of DG for Loss Reduction and Voltage Sag Mitigation in Radi...
Optimal Placement of DG for Loss Reduction and Voltage Sag Mitigation in Radi...
 
SOFTWARE BASED CALCULATION OF CAPACITY OUTAGE OF GENERATING UNITS
SOFTWARE BASED CALCULATION OF CAPACITY OUTAGE OF GENERATING UNITSSOFTWARE BASED CALCULATION OF CAPACITY OUTAGE OF GENERATING UNITS
SOFTWARE BASED CALCULATION OF CAPACITY OUTAGE OF GENERATING UNITS
 
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
 
IRJET - Design and Implementation of Closed-Loop Controlled Boost Converter f...
IRJET - Design and Implementation of Closed-Loop Controlled Boost Converter f...IRJET - Design and Implementation of Closed-Loop Controlled Boost Converter f...
IRJET - Design and Implementation of Closed-Loop Controlled Boost Converter f...
 
IRJET- Design of Photovoltaic System using Fuzzy Logic Controller
IRJET- Design of Photovoltaic System using Fuzzy Logic ControllerIRJET- Design of Photovoltaic System using Fuzzy Logic Controller
IRJET- Design of Photovoltaic System using Fuzzy Logic Controller
 
IRJET- Design and Simulation of Comparator Architectures for Various ADC ...
IRJET-  	  Design and Simulation of Comparator Architectures for Various ADC ...IRJET-  	  Design and Simulation of Comparator Architectures for Various ADC ...
IRJET- Design and Simulation of Comparator Architectures for Various ADC ...
 
Ir3415981603
Ir3415981603Ir3415981603
Ir3415981603
 
An analytical approach for optimal placement of combined dg and capacitor in ...
An analytical approach for optimal placement of combined dg and capacitor in ...An analytical approach for optimal placement of combined dg and capacitor in ...
An analytical approach for optimal placement of combined dg and capacitor in ...
 
IRJET- Particle Swarm Intelligence based Dynamics Economic Dispatch with Dail...
IRJET- Particle Swarm Intelligence based Dynamics Economic Dispatch with Dail...IRJET- Particle Swarm Intelligence based Dynamics Economic Dispatch with Dail...
IRJET- Particle Swarm Intelligence based Dynamics Economic Dispatch with Dail...
 
Optimal Placement and Sizing of Distributed Generation Units Using Co-Evoluti...
Optimal Placement and Sizing of Distributed Generation Units Using Co-Evoluti...Optimal Placement and Sizing of Distributed Generation Units Using Co-Evoluti...
Optimal Placement and Sizing of Distributed Generation Units Using Co-Evoluti...
 

More from vivatechijri

Understanding the Impact and Challenges of Corona Crisis on Education Sector...
Understanding the Impact and Challenges of Corona Crisis on  Education Sector...Understanding the Impact and Challenges of Corona Crisis on  Education Sector...
Understanding the Impact and Challenges of Corona Crisis on Education Sector...vivatechijri
 
LEADERSHIP ONLY CAN LEAD THE ORGANIZATION TOWARDS IMPROVEMENT AND DEVELOPMENT
LEADERSHIP ONLY CAN LEAD THE ORGANIZATION  TOWARDS IMPROVEMENT AND DEVELOPMENT  LEADERSHIP ONLY CAN LEAD THE ORGANIZATION  TOWARDS IMPROVEMENT AND DEVELOPMENT
LEADERSHIP ONLY CAN LEAD THE ORGANIZATION TOWARDS IMPROVEMENT AND DEVELOPMENT vivatechijri
 
A study on solving Assignment Problem
A study on solving Assignment ProblemA study on solving Assignment Problem
A study on solving Assignment Problemvivatechijri
 
Structural and Morphological Studies of Nano Composite Polymer Gel Electroly...
Structural and Morphological Studies of Nano Composite  Polymer Gel Electroly...Structural and Morphological Studies of Nano Composite  Polymer Gel Electroly...
Structural and Morphological Studies of Nano Composite Polymer Gel Electroly...vivatechijri
 
Theoretical study of two dimensional Nano sheet for gas sensing application
Theoretical study of two dimensional Nano sheet for gas sensing  applicationTheoretical study of two dimensional Nano sheet for gas sensing  application
Theoretical study of two dimensional Nano sheet for gas sensing applicationvivatechijri
 
METHODS FOR DETECTION OF COMMON ADULTERANTS IN FOOD
METHODS FOR DETECTION OF COMMON  ADULTERANTS IN FOODMETHODS FOR DETECTION OF COMMON  ADULTERANTS IN FOOD
METHODS FOR DETECTION OF COMMON ADULTERANTS IN FOODvivatechijri
 
The Business Development Ethics
The Business Development EthicsThe Business Development Ethics
The Business Development Ethicsvivatechijri
 
An Alternative to Hard Drives in the Coming Future:DNA-BASED DATA STORAGE
An Alternative to Hard Drives in the Coming Future:DNA-BASED DATA STORAGEAn Alternative to Hard Drives in the Coming Future:DNA-BASED DATA STORAGE
An Alternative to Hard Drives in the Coming Future:DNA-BASED DATA STORAGEvivatechijri
 
Enhancing The Capability of Chatbots
Enhancing The Capability of ChatbotsEnhancing The Capability of Chatbots
Enhancing The Capability of Chatbotsvivatechijri
 
Smart Glasses Technology
Smart Glasses TechnologySmart Glasses Technology
Smart Glasses Technologyvivatechijri
 
Future Applications of Smart Iot Devices
Future Applications of Smart Iot DevicesFuture Applications of Smart Iot Devices
Future Applications of Smart Iot Devicesvivatechijri
 
Cross Platform Development Using Flutter
Cross Platform Development Using FlutterCross Platform Development Using Flutter
Cross Platform Development Using Fluttervivatechijri
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender Systemsvivatechijri
 
Light Fidelity(LiFi)- Wireless Optical Networking Technology
Light Fidelity(LiFi)- Wireless Optical Networking TechnologyLight Fidelity(LiFi)- Wireless Optical Networking Technology
Light Fidelity(LiFi)- Wireless Optical Networking Technologyvivatechijri
 
Social media platform and Our right to privacy
Social media platform and Our right to privacySocial media platform and Our right to privacy
Social media platform and Our right to privacyvivatechijri
 
THE USABILITY METRICS FOR USER EXPERIENCE
THE USABILITY METRICS FOR USER EXPERIENCETHE USABILITY METRICS FOR USER EXPERIENCE
THE USABILITY METRICS FOR USER EXPERIENCEvivatechijri
 
Google File System
Google File SystemGoogle File System
Google File Systemvivatechijri
 
A Study of Tokenization of Real Estate Using Blockchain Technology
A Study of Tokenization of Real Estate Using Blockchain TechnologyA Study of Tokenization of Real Estate Using Blockchain Technology
A Study of Tokenization of Real Estate Using Blockchain Technologyvivatechijri
 

More from vivatechijri (20)

Understanding the Impact and Challenges of Corona Crisis on Education Sector...
Understanding the Impact and Challenges of Corona Crisis on  Education Sector...Understanding the Impact and Challenges of Corona Crisis on  Education Sector...
Understanding the Impact and Challenges of Corona Crisis on Education Sector...
 
LEADERSHIP ONLY CAN LEAD THE ORGANIZATION TOWARDS IMPROVEMENT AND DEVELOPMENT
LEADERSHIP ONLY CAN LEAD THE ORGANIZATION  TOWARDS IMPROVEMENT AND DEVELOPMENT  LEADERSHIP ONLY CAN LEAD THE ORGANIZATION  TOWARDS IMPROVEMENT AND DEVELOPMENT
LEADERSHIP ONLY CAN LEAD THE ORGANIZATION TOWARDS IMPROVEMENT AND DEVELOPMENT
 
A study on solving Assignment Problem
A study on solving Assignment ProblemA study on solving Assignment Problem
A study on solving Assignment Problem
 
Structural and Morphological Studies of Nano Composite Polymer Gel Electroly...
Structural and Morphological Studies of Nano Composite  Polymer Gel Electroly...Structural and Morphological Studies of Nano Composite  Polymer Gel Electroly...
Structural and Morphological Studies of Nano Composite Polymer Gel Electroly...
 
Theoretical study of two dimensional Nano sheet for gas sensing application
Theoretical study of two dimensional Nano sheet for gas sensing  applicationTheoretical study of two dimensional Nano sheet for gas sensing  application
Theoretical study of two dimensional Nano sheet for gas sensing application
 
METHODS FOR DETECTION OF COMMON ADULTERANTS IN FOOD
METHODS FOR DETECTION OF COMMON  ADULTERANTS IN FOODMETHODS FOR DETECTION OF COMMON  ADULTERANTS IN FOOD
METHODS FOR DETECTION OF COMMON ADULTERANTS IN FOOD
 
The Business Development Ethics
The Business Development EthicsThe Business Development Ethics
The Business Development Ethics
 
Digital Wellbeing
Digital WellbeingDigital Wellbeing
Digital Wellbeing
 
An Alternative to Hard Drives in the Coming Future:DNA-BASED DATA STORAGE
An Alternative to Hard Drives in the Coming Future:DNA-BASED DATA STORAGEAn Alternative to Hard Drives in the Coming Future:DNA-BASED DATA STORAGE
An Alternative to Hard Drives in the Coming Future:DNA-BASED DATA STORAGE
 
Enhancing The Capability of Chatbots
Enhancing The Capability of ChatbotsEnhancing The Capability of Chatbots
Enhancing The Capability of Chatbots
 
Smart Glasses Technology
Smart Glasses TechnologySmart Glasses Technology
Smart Glasses Technology
 
Future Applications of Smart Iot Devices
Future Applications of Smart Iot DevicesFuture Applications of Smart Iot Devices
Future Applications of Smart Iot Devices
 
Cross Platform Development Using Flutter
Cross Platform Development Using FlutterCross Platform Development Using Flutter
Cross Platform Development Using Flutter
 
3D INTERNET
3D INTERNET3D INTERNET
3D INTERNET
 
Recommender Systems
Recommender SystemsRecommender Systems
Recommender Systems
 
Light Fidelity(LiFi)- Wireless Optical Networking Technology
Light Fidelity(LiFi)- Wireless Optical Networking TechnologyLight Fidelity(LiFi)- Wireless Optical Networking Technology
Light Fidelity(LiFi)- Wireless Optical Networking Technology
 
Social media platform and Our right to privacy
Social media platform and Our right to privacySocial media platform and Our right to privacy
Social media platform and Our right to privacy
 
THE USABILITY METRICS FOR USER EXPERIENCE
THE USABILITY METRICS FOR USER EXPERIENCETHE USABILITY METRICS FOR USER EXPERIENCE
THE USABILITY METRICS FOR USER EXPERIENCE
 
Google File System
Google File SystemGoogle File System
Google File System
 
A Study of Tokenization of Real Estate Using Blockchain Technology
A Study of Tokenization of Real Estate Using Blockchain TechnologyA Study of Tokenization of Real Estate Using Blockchain Technology
A Study of Tokenization of Real Estate Using Blockchain Technology
 

Recently uploaded

Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxupamatechverse
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Christo Ananth
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINESIVASHANKAR N
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfKamal Acharya
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations120cr0395
 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...roncy bisnoi
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Call Girls in Nagpur High Profile
 
Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)simmis5
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...ranjana rawat
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingrknatarajan
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdfankushspencer015
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Dr.Costas Sachpazis
 
Glass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesGlass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesPrabhanshu Chaturvedi
 
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingrakeshbaidya232001
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSSIVASHANKAR N
 
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsRussian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 

Recently uploaded (20)

Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptx
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations
 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
 
Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
 
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
 
Glass Ceramics: Processing and Properties
Glass Ceramics: Processing and PropertiesGlass Ceramics: Processing and Properties
Glass Ceramics: Processing and Properties
 
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
 
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsRussian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
 

Partial Binomial Distribution method for Generation capacity outage using Spreadsheets

  • 1. VIVA-Tech International Journal for Research and Innovation ISSN(Online): 2581-7280 Volume 1, Issue 4 (2021) VIVA Institute of Technology 9th National Conference on Role of Engineers in Nation Building – 2021 (NCRENB-2021) C-27 www.viva-technology.org/New/IJRI Partial Binomial Distribution method for Generation capacity outage using Spreadsheets Rahul Abhyankar1 1 (Department of Electrical Engineering, VIVA Institute of Technology, India) Abstract: Reliability in large power system is a major concern in this modern age. There are various methods to find out the reliability for the generation capacity. Whenever a generator fails, the capacity of that particular generator is considered as outage. in this paper a major focus will be on the binomial distribution method which is useful when all generators have same generating capacity. A simple formula and Microsoft excel tables will be helpful to find out the generation outage for more number of generators. This will solve the human errors in calculations and fast results will be helpful for future planning in the power systems. Keywords - Availability, Forced Outage Rate, Generation outage, Reliability of Power system, Spreadsheets I. INTRODUCTION Large power systems mainly contains synchronous generator for power generation in bulk amount. Various nonrenewable power sources also contribute in the power generation nowadays, but as they are dependent on the season and daytime and other variables. Therefore, it is unpredictable and the reliability for such systems cannot be found very correctly. On other hands, as power stations operate with maximum reliable equipment’s andcomputerized monitoring, these systems tend to be more reliable than the non-renewable one. Anyhow, the reliability of the system plays a major role in the economy of the country; therefore, the methods were developedto find out the reliability of the power system. There methods deal with the table formats and just with the help ofthese tables, one can find out that if any single generator or a pair of the generator will be failed then how it mayaffect the power generation. II. PARTIAL BINOMIAL DISTRIBUTION METHOD The partial binomial distribution method is used when there are generators having same FOR and one or two generators having different FOR than the previous ones. In such cases, the reliability of the generating system can be found with the help of the binomial distribution in first half and then by comparing the FOR of the generator with the reliability table of group of previous generators. In this reliability calculations, table is made for the outage. Outage stands for the failure of the particular generator and it is not in the service. A simple formula for binomial distribution is Pg = nCg (F)g (A)n-g . . . ( A) Where n= no of generator g = state of the generator F = FOR A = availability (A=1-F). III. METHODOLOGY The methodology can be simply understood by the simple numerical. A generating system having 2 generators of 3 MW with FOR 0.02 and 1 generator of 5 MW with FOR 0.03. Calculate capacity outage table for the given pairs of generators.
  • 2. VIVA-Tech International Journal for Research and Innovation ISSN(Online): 2581-7280 Volume 1, Issue 4 (2021) VIVA Institute of Technology 9th National Conference on Role of Engineers in Nation Building – 2021 (NCRENB-2021) C-28 www.viva-technology.org/New/IJRI Figure.1: Methodology to solve Partial binomial method with spreadsheet In the starting, Write down F as outage rate and clearly mention the value of that into the specific column, similarly we can find out availability of the generator with the formula. Now in table A, we can find out outage for 0, 3 and 6 MW with the help of binomial distribution formula. Note that the C1 C2 to C7 which are mentioned in red color are the cell numbers. For the convenience, the probability is given in the last column. Now in table b as 5 MW generator is in service therefore we will simply multiply the probability of table A with availability of 5 MW generator. Similarly in table C as 5 MW generator is out of service therefore we will simply multiply the availability or probability of table A with forced outage rate of the 5 MW generator. IV. RESULTS Here we need to just rearrange the table for final result and to show it in proper sequence. Table 1. Final result with proper sequence Outage (MW) Probability Outage (MW) Probability 0 0.9604 6 0.0004 3 0.0392 8 0.000784 5 0.019208 11 0.000008
  • 3. VIVA-Tech International Journal for Research and Innovation ISSN(Online): 2581-7280 Volume 1, Issue 4 (2021) VIVA Institute of Technology 9th National Conference on Role of Engineers in Nation Building – 2021 (NCRENB-2021) C-29 www.viva-technology.org/New/IJRI V. CONCLUSION As explained, the reliability of the system can be find out very easily with the help of the above method. The spreadsheet allows you to calculate the reliability of the system for any forced outage rate. This gives simplicity and ease in calculations making it error free. REFERENCES [1] Lt Col Rahul Dutt Sharma, “Python Tools for Big Data Analytics” IJSR, Vol 9, Issue 5, May 2020. [2] Akshansh Sharma, Firoj Khan, Deepak Sharma, Dr. Sunil Gupta, “Python: The Programming Language of Future” IJIRT, Vol 6, Issue 12, May 2020. [3] Dr. Anupam Sharma, Archit Jain, Ayush Bahuguna, Deeksha Dinkar, “Comparison and Evaluation of Web Development Technologies in Node.js and Django” IJSR, Vol 9, Issue 12, December 2020. [4] Anirban Sarkar, Ayush Goyal, David Hicks, Debadrita Sarkar and Saikat Hazra, “Latest android Application Development: A Brief Overview of Latest android Platforms and Evolution of Security Systems”. Proceedings of the Third International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC 2019) IEEE Xplore, IEEE 2019. [5] Thiago R. Fernandes, Leonardo R. Fernandes, Tiago R. Ricciardi, Luis F. Ugarte and Madson C. de Almeida, “Python Programming Language for Power System Analysis Education and Research”, IEEE 2018. [6] Federico Milano, “A Python-based Software Tool for Power System Analysis”. Senior Member, IEEE 2013. [7] Yan Zhang, Yan Zhang, Eekeng Yu “The Characteristics of Generator and Load in The Calculation of Network Loss Modification”, IEEE 2011. [8] Zdena Dobesova, “Programming language Python for data processing”, 2011 International Conference onElectrical and Control Engineering, IEEE 2011. [9] Greg Lindstrom, “Programming with Python”, IT Professional (Volume: 7, Issue: 5, Sept.-Oct. 2005), IEEE 2005. [10] Yifan Tang, “Power Distribution System Planning with Reliability Modelling and Optimization” IEEE Transactions on Power Systems, Vol. 11, No. 1, February 1996.