SlideShare a Scribd company logo
Solar Production with K-means
Clustering - Tejas Bhogam
Introduction
• Solar-based energy is becoming one of the most promising
sources for producing power for residential, commercial,
and industrial applications.
• Energy production based on solar photovoltaic (PV)
systems has gained much attention from researchers and
practitioners recently due to its desirable characteristics.
• However, the main difficulty in solar energy production is
the volatility intermittent of photovoltaic system power
generation, which is mainly due to weather conditions.
• For large-scale solar farms, the power imbalance of the
photovoltaic system may cause a significant loss in their
economic profit.
Objective
The objective of a solar power generation dataset is to provide comprehensive and structured
data that can be used to analyze, model, and optimize the production of electricity from solar
energy systems. This dataset typically includes various parameters and measurements that help
in understanding the performance and efficiency of solar power installations.
1) Forecasting and Prediction: Developing models to predict future power generation based on
historical data, weather patterns, and other relevant factors.
2) Optimization: Identifying ways to maximize power output and improve the overall efficiency
of solar power systems.
3) Comparative Studies: Comparing the performance of different solar technologies,
configurations, or locations to identify best practices.
Dataset
India is the world's third-largest producer and third-largest consumer of electricity. The national
electric grid in India has an installed capacity of 370.106 GW as of 31 March 2020. Renewable
power plants, which also include large hydroelectric plants, constitute 35.86% of India's total
installed capacity
This data has been gathered at two solar power plants in India over a 34-day period. It has two
pairs of files - each pair has one power generation dataset and one sensor readings dataset.
The power generation datasets are gathered at the inverter level - each inverter has multiple
lines of solar panels attached to it. The sensor data is gathered at a plant level – a single array
of sensors optimally placed at the plant.
Analysis
Checking the Data types
Checking null values
There are no null values except one column i.e. previousYearToDate
Relationship between Month and Energy consume
From the graph, we can say that energy consumption is high in the summer season.
Distribution of Year
Distribution of Value Column
Relationship between Value and YearToDate
Top 5 countries
Outliers
Label Encoding
K-means Clustering on Country
Solar production with K means clustering

More Related Content

Similar to Solar production with K means clustering

Solar Energy Output Forecasting from SolarGIS Data for Connected Grid Station
Solar Energy Output Forecasting from SolarGIS Data for Connected Grid StationSolar Energy Output Forecasting from SolarGIS Data for Connected Grid Station
Solar Energy Output Forecasting from SolarGIS Data for Connected Grid Station
SARADINDU SENGUPTA
 
Forecasting Solar Power by LSTM & DBN Techniques using ML
Forecasting Solar Power by LSTM & DBN Techniques using MLForecasting Solar Power by LSTM & DBN Techniques using ML
Forecasting Solar Power by LSTM & DBN Techniques using ML
IRJET Journal
 
Grid Integration and Application of Solar Energy; A Technological Review
Grid Integration and Application of Solar Energy; A Technological ReviewGrid Integration and Application of Solar Energy; A Technological Review
Grid Integration and Application of Solar Energy; A Technological Review
IRJET Journal
 
REVIEW ON SOLAR ENERGY RESOURCES AND PV SYSTEM
REVIEW ON SOLAR ENERGY RESOURCES AND PV SYSTEMREVIEW ON SOLAR ENERGY RESOURCES AND PV SYSTEM
REVIEW ON SOLAR ENERGY RESOURCES AND PV SYSTEM
IRJET Journal
 
DataScienceForRenewableEnergy.pptx
DataScienceForRenewableEnergy.pptxDataScienceForRenewableEnergy.pptx
DataScienceForRenewableEnergy.pptx
Ashish Patel
 
System efficiency prediction of a 1kW capacity grid-tied photovoltaic inverter
System efficiency prediction of a 1kW capacity grid-tied photovoltaic inverterSystem efficiency prediction of a 1kW capacity grid-tied photovoltaic inverter
System efficiency prediction of a 1kW capacity grid-tied photovoltaic inverter
International Journal of Power Electronics and Drive Systems
 
Efficient Energy Management System with Solar Energy
Efficient Energy Management System with Solar EnergyEfficient Energy Management System with Solar Energy
Efficient Energy Management System with Solar Energy
IJMER
 
report 2
report 2report 2
report 2
raman aggarwal
 
mehtodalgy.docx
mehtodalgy.docxmehtodalgy.docx
mehtodalgy.docx
RayhanaKarar
 
thotakura2020.pdf
thotakura2020.pdfthotakura2020.pdf
thotakura2020.pdf
HaiderAddewany1
 
Control for Grid Connected and Intentional Islanding of Distributed Power Gen...
Control for Grid Connected and Intentional Islanding of Distributed Power Gen...Control for Grid Connected and Intentional Islanding of Distributed Power Gen...
Control for Grid Connected and Intentional Islanding of Distributed Power Gen...
ijtsrd
 
IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...
IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...
IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...
IRJET Journal
 
Performance analysis of grid-tied photovoltaic system under varying weather c...
Performance analysis of grid-tied photovoltaic system under varying weather c...Performance analysis of grid-tied photovoltaic system under varying weather c...
Performance analysis of grid-tied photovoltaic system under varying weather c...
IJECEIAES
 
Techno_Economic_Analysis_of_Solar_Hybrid_System_for_Residential_Sector.pdf
Techno_Economic_Analysis_of_Solar_Hybrid_System_for_Residential_Sector.pdfTechno_Economic_Analysis_of_Solar_Hybrid_System_for_Residential_Sector.pdf
Techno_Economic_Analysis_of_Solar_Hybrid_System_for_Residential_Sector.pdf
Aarthi Venkatesh N
 
Study of Grid Integrated SPV System
Study of Grid Integrated SPV SystemStudy of Grid Integrated SPV System
Study of Grid Integrated SPV System
IRJET Journal
 
Data Analysis for Solar Energy Generation in a University Microgrid
Data Analysis for Solar Energy Generation in a University Microgrid Data Analysis for Solar Energy Generation in a University Microgrid
Data Analysis for Solar Energy Generation in a University Microgrid
IJECEIAES
 
IRJET- Parametric Study of Grid Connected PV System with Battery for Single F...
IRJET- Parametric Study of Grid Connected PV System with Battery for Single F...IRJET- Parametric Study of Grid Connected PV System with Battery for Single F...
IRJET- Parametric Study of Grid Connected PV System with Battery for Single F...
IRJET Journal
 
IRJET - Review on Ideal Microgrid for Indian Farmers
IRJET - Review on Ideal Microgrid for Indian FarmersIRJET - Review on Ideal Microgrid for Indian Farmers
IRJET - Review on Ideal Microgrid for Indian Farmers
IRJET Journal
 
Matlab based comparative studies on selected mppt
Matlab based comparative studies on selected mpptMatlab based comparative studies on selected mppt
Matlab based comparative studies on selected mppt
eSAT Publishing House
 
IRJET- An Energy Conservation Scheme based on Tariff Moderation
IRJET- An Energy Conservation Scheme based on Tariff ModerationIRJET- An Energy Conservation Scheme based on Tariff Moderation
IRJET- An Energy Conservation Scheme based on Tariff Moderation
IRJET Journal
 

Similar to Solar production with K means clustering (20)

Solar Energy Output Forecasting from SolarGIS Data for Connected Grid Station
Solar Energy Output Forecasting from SolarGIS Data for Connected Grid StationSolar Energy Output Forecasting from SolarGIS Data for Connected Grid Station
Solar Energy Output Forecasting from SolarGIS Data for Connected Grid Station
 
Forecasting Solar Power by LSTM & DBN Techniques using ML
Forecasting Solar Power by LSTM & DBN Techniques using MLForecasting Solar Power by LSTM & DBN Techniques using ML
Forecasting Solar Power by LSTM & DBN Techniques using ML
 
Grid Integration and Application of Solar Energy; A Technological Review
Grid Integration and Application of Solar Energy; A Technological ReviewGrid Integration and Application of Solar Energy; A Technological Review
Grid Integration and Application of Solar Energy; A Technological Review
 
REVIEW ON SOLAR ENERGY RESOURCES AND PV SYSTEM
REVIEW ON SOLAR ENERGY RESOURCES AND PV SYSTEMREVIEW ON SOLAR ENERGY RESOURCES AND PV SYSTEM
REVIEW ON SOLAR ENERGY RESOURCES AND PV SYSTEM
 
DataScienceForRenewableEnergy.pptx
DataScienceForRenewableEnergy.pptxDataScienceForRenewableEnergy.pptx
DataScienceForRenewableEnergy.pptx
 
System efficiency prediction of a 1kW capacity grid-tied photovoltaic inverter
System efficiency prediction of a 1kW capacity grid-tied photovoltaic inverterSystem efficiency prediction of a 1kW capacity grid-tied photovoltaic inverter
System efficiency prediction of a 1kW capacity grid-tied photovoltaic inverter
 
Efficient Energy Management System with Solar Energy
Efficient Energy Management System with Solar EnergyEfficient Energy Management System with Solar Energy
Efficient Energy Management System with Solar Energy
 
report 2
report 2report 2
report 2
 
mehtodalgy.docx
mehtodalgy.docxmehtodalgy.docx
mehtodalgy.docx
 
thotakura2020.pdf
thotakura2020.pdfthotakura2020.pdf
thotakura2020.pdf
 
Control for Grid Connected and Intentional Islanding of Distributed Power Gen...
Control for Grid Connected and Intentional Islanding of Distributed Power Gen...Control for Grid Connected and Intentional Islanding of Distributed Power Gen...
Control for Grid Connected and Intentional Islanding of Distributed Power Gen...
 
IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...
IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...
IRJET-System Analysis and Optimization of Photovoltaic –Wind Hybrid System: R...
 
Performance analysis of grid-tied photovoltaic system under varying weather c...
Performance analysis of grid-tied photovoltaic system under varying weather c...Performance analysis of grid-tied photovoltaic system under varying weather c...
Performance analysis of grid-tied photovoltaic system under varying weather c...
 
Techno_Economic_Analysis_of_Solar_Hybrid_System_for_Residential_Sector.pdf
Techno_Economic_Analysis_of_Solar_Hybrid_System_for_Residential_Sector.pdfTechno_Economic_Analysis_of_Solar_Hybrid_System_for_Residential_Sector.pdf
Techno_Economic_Analysis_of_Solar_Hybrid_System_for_Residential_Sector.pdf
 
Study of Grid Integrated SPV System
Study of Grid Integrated SPV SystemStudy of Grid Integrated SPV System
Study of Grid Integrated SPV System
 
Data Analysis for Solar Energy Generation in a University Microgrid
Data Analysis for Solar Energy Generation in a University Microgrid Data Analysis for Solar Energy Generation in a University Microgrid
Data Analysis for Solar Energy Generation in a University Microgrid
 
IRJET- Parametric Study of Grid Connected PV System with Battery for Single F...
IRJET- Parametric Study of Grid Connected PV System with Battery for Single F...IRJET- Parametric Study of Grid Connected PV System with Battery for Single F...
IRJET- Parametric Study of Grid Connected PV System with Battery for Single F...
 
IRJET - Review on Ideal Microgrid for Indian Farmers
IRJET - Review on Ideal Microgrid for Indian FarmersIRJET - Review on Ideal Microgrid for Indian Farmers
IRJET - Review on Ideal Microgrid for Indian Farmers
 
Matlab based comparative studies on selected mppt
Matlab based comparative studies on selected mpptMatlab based comparative studies on selected mppt
Matlab based comparative studies on selected mppt
 
IRJET- An Energy Conservation Scheme based on Tariff Moderation
IRJET- An Energy Conservation Scheme based on Tariff ModerationIRJET- An Energy Conservation Scheme based on Tariff Moderation
IRJET- An Energy Conservation Scheme based on Tariff Moderation
 

More from Boston Institute of Analytics

Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project PresentationPredicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Boston Institute of Analytics
 
Demystifying Salaries: A Data Science Approach to Predicting Salary Ranges
Demystifying Salaries: A Data Science Approach to Predicting Salary RangesDemystifying Salaries: A Data Science Approach to Predicting Salary Ranges
Demystifying Salaries: A Data Science Approach to Predicting Salary Ranges
Boston Institute of Analytics
 
Machine Learning for Accident Severity Prediction
Machine Learning for Accident Severity PredictionMachine Learning for Accident Severity Prediction
Machine Learning for Accident Severity Prediction
Boston Institute of Analytics
 
Predicting Power Consumption for a Greener Tomorrow: Machine Learning Project...
Predicting Power Consumption for a Greener Tomorrow: Machine Learning Project...Predicting Power Consumption for a Greener Tomorrow: Machine Learning Project...
Predicting Power Consumption for a Greener Tomorrow: Machine Learning Project...
Boston Institute of Analytics
 
Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age
Credit Card Fraud Detection: Safeguarding Transactions in the Digital AgeCredit Card Fraud Detection: Safeguarding Transactions in the Digital Age
Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age
Boston Institute of Analytics
 
Sensing the Future: Anomaly Detection and Event Prediction in Sensor Networks
Sensing the Future: Anomaly Detection and Event Prediction in Sensor NetworksSensing the Future: Anomaly Detection and Event Prediction in Sensor Networks
Sensing the Future: Anomaly Detection and Event Prediction in Sensor Networks
Boston Institute of Analytics
 
Predictive Precipitation: Advanced Rain Forecasting Techniques
Predictive Precipitation: Advanced Rain Forecasting TechniquesPredictive Precipitation: Advanced Rain Forecasting Techniques
Predictive Precipitation: Advanced Rain Forecasting Techniques
Boston Institute of Analytics
 
Unveiling the Market: Predicting House Prices with Data Science
Unveiling the Market: Predicting House Prices with Data ScienceUnveiling the Market: Predicting House Prices with Data Science
Unveiling the Market: Predicting House Prices with Data Science
Boston Institute of Analytics
 
Beyond Thumbs Up/Down: Using AI to Analyze Movie Reviews
Beyond Thumbs Up/Down: Using AI to Analyze Movie ReviewsBeyond Thumbs Up/Down: Using AI to Analyze Movie Reviews
Beyond Thumbs Up/Down: Using AI to Analyze Movie Reviews
Boston Institute of Analytics
 
Unveiling the Patterns: A Cluster Analysis of NYC Shootings
Unveiling the Patterns: A Cluster Analysis of NYC ShootingsUnveiling the Patterns: A Cluster Analysis of NYC Shootings
Unveiling the Patterns: A Cluster Analysis of NYC Shootings
Boston Institute of Analytics
 
Enhancing Cybersecurity: An In-depth Analysis of Travelblog.org
Enhancing Cybersecurity: An In-depth Analysis of Travelblog.orgEnhancing Cybersecurity: An In-depth Analysis of Travelblog.org
Enhancing Cybersecurity: An In-depth Analysis of Travelblog.org
Boston Institute of Analytics
 
Exploring Web Security Threats: A Practical Study on SQL Injection and CSRF
Exploring Web Security Threats: A Practical Study on SQL Injection and CSRFExploring Web Security Threats: A Practical Study on SQL Injection and CSRF
Exploring Web Security Threats: A Practical Study on SQL Injection and CSRF
Boston Institute of Analytics
 
Detecting Credit Card Fraud: A Machine Learning Approach
Detecting Credit Card Fraud: A Machine Learning ApproachDetecting Credit Card Fraud: A Machine Learning Approach
Detecting Credit Card Fraud: A Machine Learning Approach
Boston Institute of Analytics
 
Detecting Credit Card Fraud: An AI-driven Approach
Detecting Credit Card Fraud: An AI-driven ApproachDetecting Credit Card Fraud: An AI-driven Approach
Detecting Credit Card Fraud: An AI-driven Approach
Boston Institute of Analytics
 
Predicting House Prices: A Machine Learning Approach
Predicting House Prices: A Machine Learning ApproachPredicting House Prices: A Machine Learning Approach
Predicting House Prices: A Machine Learning Approach
Boston Institute of Analytics
 
Predicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science ProjectPredicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science Project
Boston Institute of Analytics
 
Decoding Loan Approval with Predictive Modeling in Action Discovering Weaknes...
Decoding Loan Approval with Predictive Modeling in Action Discovering Weaknes...Decoding Loan Approval with Predictive Modeling in Action Discovering Weaknes...
Decoding Loan Approval with Predictive Modeling in Action Discovering Weaknes...
Boston Institute of Analytics
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
Boston Institute of Analytics
 
E-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptxE-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptx
Boston Institute of Analytics
 
NLP Based project presentation: Analyzing Automobile Prices
NLP Based project presentation: Analyzing Automobile PricesNLP Based project presentation: Analyzing Automobile Prices
NLP Based project presentation: Analyzing Automobile Prices
Boston Institute of Analytics
 

More from Boston Institute of Analytics (20)

Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project PresentationPredicting Product Ad Campaign Performance: A Data Analysis Project Presentation
Predicting Product Ad Campaign Performance: A Data Analysis Project Presentation
 
Demystifying Salaries: A Data Science Approach to Predicting Salary Ranges
Demystifying Salaries: A Data Science Approach to Predicting Salary RangesDemystifying Salaries: A Data Science Approach to Predicting Salary Ranges
Demystifying Salaries: A Data Science Approach to Predicting Salary Ranges
 
Machine Learning for Accident Severity Prediction
Machine Learning for Accident Severity PredictionMachine Learning for Accident Severity Prediction
Machine Learning for Accident Severity Prediction
 
Predicting Power Consumption for a Greener Tomorrow: Machine Learning Project...
Predicting Power Consumption for a Greener Tomorrow: Machine Learning Project...Predicting Power Consumption for a Greener Tomorrow: Machine Learning Project...
Predicting Power Consumption for a Greener Tomorrow: Machine Learning Project...
 
Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age
Credit Card Fraud Detection: Safeguarding Transactions in the Digital AgeCredit Card Fraud Detection: Safeguarding Transactions in the Digital Age
Credit Card Fraud Detection: Safeguarding Transactions in the Digital Age
 
Sensing the Future: Anomaly Detection and Event Prediction in Sensor Networks
Sensing the Future: Anomaly Detection and Event Prediction in Sensor NetworksSensing the Future: Anomaly Detection and Event Prediction in Sensor Networks
Sensing the Future: Anomaly Detection and Event Prediction in Sensor Networks
 
Predictive Precipitation: Advanced Rain Forecasting Techniques
Predictive Precipitation: Advanced Rain Forecasting TechniquesPredictive Precipitation: Advanced Rain Forecasting Techniques
Predictive Precipitation: Advanced Rain Forecasting Techniques
 
Unveiling the Market: Predicting House Prices with Data Science
Unveiling the Market: Predicting House Prices with Data ScienceUnveiling the Market: Predicting House Prices with Data Science
Unveiling the Market: Predicting House Prices with Data Science
 
Beyond Thumbs Up/Down: Using AI to Analyze Movie Reviews
Beyond Thumbs Up/Down: Using AI to Analyze Movie ReviewsBeyond Thumbs Up/Down: Using AI to Analyze Movie Reviews
Beyond Thumbs Up/Down: Using AI to Analyze Movie Reviews
 
Unveiling the Patterns: A Cluster Analysis of NYC Shootings
Unveiling the Patterns: A Cluster Analysis of NYC ShootingsUnveiling the Patterns: A Cluster Analysis of NYC Shootings
Unveiling the Patterns: A Cluster Analysis of NYC Shootings
 
Enhancing Cybersecurity: An In-depth Analysis of Travelblog.org
Enhancing Cybersecurity: An In-depth Analysis of Travelblog.orgEnhancing Cybersecurity: An In-depth Analysis of Travelblog.org
Enhancing Cybersecurity: An In-depth Analysis of Travelblog.org
 
Exploring Web Security Threats: A Practical Study on SQL Injection and CSRF
Exploring Web Security Threats: A Practical Study on SQL Injection and CSRFExploring Web Security Threats: A Practical Study on SQL Injection and CSRF
Exploring Web Security Threats: A Practical Study on SQL Injection and CSRF
 
Detecting Credit Card Fraud: A Machine Learning Approach
Detecting Credit Card Fraud: A Machine Learning ApproachDetecting Credit Card Fraud: A Machine Learning Approach
Detecting Credit Card Fraud: A Machine Learning Approach
 
Detecting Credit Card Fraud: An AI-driven Approach
Detecting Credit Card Fraud: An AI-driven ApproachDetecting Credit Card Fraud: An AI-driven Approach
Detecting Credit Card Fraud: An AI-driven Approach
 
Predicting House Prices: A Machine Learning Approach
Predicting House Prices: A Machine Learning ApproachPredicting House Prices: A Machine Learning Approach
Predicting House Prices: A Machine Learning Approach
 
Predicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science ProjectPredicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science Project
 
Decoding Loan Approval with Predictive Modeling in Action Discovering Weaknes...
Decoding Loan Approval with Predictive Modeling in Action Discovering Weaknes...Decoding Loan Approval with Predictive Modeling in Action Discovering Weaknes...
Decoding Loan Approval with Predictive Modeling in Action Discovering Weaknes...
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
E-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptxE-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptx
 
NLP Based project presentation: Analyzing Automobile Prices
NLP Based project presentation: Analyzing Automobile PricesNLP Based project presentation: Analyzing Automobile Prices
NLP Based project presentation: Analyzing Automobile Prices
 

Recently uploaded

Global Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headedGlobal Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headed
vikram sood
 
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
g4dpvqap0
 
Intelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicineIntelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicine
AndrzejJarynowski
 
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
apvysm8
 
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
74nqk8xf
 
Influence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business PlanInfluence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business Plan
jerlynmaetalle
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
74nqk8xf
 
A presentation that explain the Power BI Licensing
A presentation that explain the Power BI LicensingA presentation that explain the Power BI Licensing
A presentation that explain the Power BI Licensing
AlessioFois2
 
Udemy_2024_Global_Learning_Skills_Trends_Report (1).pdf
Udemy_2024_Global_Learning_Skills_Trends_Report (1).pdfUdemy_2024_Global_Learning_Skills_Trends_Report (1).pdf
Udemy_2024_Global_Learning_Skills_Trends_Report (1).pdf
Fernanda Palhano
 
DSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelinesDSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelines
Timothy Spann
 
The Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series DatabaseThe Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series Database
javier ramirez
 
State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023
kuntobimo2016
 
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
Social Samosa
 
University of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma TranscriptUniversity of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma Transcript
soxrziqu
 
The Ipsos - AI - Monitor 2024 Report.pdf
The  Ipsos - AI - Monitor 2024 Report.pdfThe  Ipsos - AI - Monitor 2024 Report.pdf
The Ipsos - AI - Monitor 2024 Report.pdf
Social Samosa
 
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
v7oacc3l
 
一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理
aqzctr7x
 
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
bopyb
 
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
nuttdpt
 
Everything you wanted to know about LIHTC
Everything you wanted to know about LIHTCEverything you wanted to know about LIHTC
Everything you wanted to know about LIHTC
Roger Valdez
 

Recently uploaded (20)

Global Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headedGlobal Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headed
 
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
一比一原版(Glasgow毕业证书)格拉斯哥大学毕业证如何办理
 
Intelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicineIntelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicine
 
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
 
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
一比一原版(Chester毕业证书)切斯特大学毕业证如何办理
 
Influence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business PlanInfluence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business Plan
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
 
A presentation that explain the Power BI Licensing
A presentation that explain the Power BI LicensingA presentation that explain the Power BI Licensing
A presentation that explain the Power BI Licensing
 
Udemy_2024_Global_Learning_Skills_Trends_Report (1).pdf
Udemy_2024_Global_Learning_Skills_Trends_Report (1).pdfUdemy_2024_Global_Learning_Skills_Trends_Report (1).pdf
Udemy_2024_Global_Learning_Skills_Trends_Report (1).pdf
 
DSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelinesDSSML24_tspann_CodelessGenerativeAIPipelines
DSSML24_tspann_CodelessGenerativeAIPipelines
 
The Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series DatabaseThe Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series Database
 
State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023State of Artificial intelligence Report 2023
State of Artificial intelligence Report 2023
 
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...
 
University of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma TranscriptUniversity of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma Transcript
 
The Ipsos - AI - Monitor 2024 Report.pdf
The  Ipsos - AI - Monitor 2024 Report.pdfThe  Ipsos - AI - Monitor 2024 Report.pdf
The Ipsos - AI - Monitor 2024 Report.pdf
 
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
在线办理(英国UCA毕业证书)创意艺术大学毕业证在读证明一模一样
 
一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理一比一原版(UO毕业证)渥太华大学毕业证如何办理
一比一原版(UO毕业证)渥太华大学毕业证如何办理
 
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
 
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
 
Everything you wanted to know about LIHTC
Everything you wanted to know about LIHTCEverything you wanted to know about LIHTC
Everything you wanted to know about LIHTC
 

Solar production with K means clustering

  • 1. Solar Production with K-means Clustering - Tejas Bhogam
  • 2. Introduction • Solar-based energy is becoming one of the most promising sources for producing power for residential, commercial, and industrial applications. • Energy production based on solar photovoltaic (PV) systems has gained much attention from researchers and practitioners recently due to its desirable characteristics. • However, the main difficulty in solar energy production is the volatility intermittent of photovoltaic system power generation, which is mainly due to weather conditions. • For large-scale solar farms, the power imbalance of the photovoltaic system may cause a significant loss in their economic profit.
  • 3. Objective The objective of a solar power generation dataset is to provide comprehensive and structured data that can be used to analyze, model, and optimize the production of electricity from solar energy systems. This dataset typically includes various parameters and measurements that help in understanding the performance and efficiency of solar power installations. 1) Forecasting and Prediction: Developing models to predict future power generation based on historical data, weather patterns, and other relevant factors. 2) Optimization: Identifying ways to maximize power output and improve the overall efficiency of solar power systems. 3) Comparative Studies: Comparing the performance of different solar technologies, configurations, or locations to identify best practices.
  • 4. Dataset India is the world's third-largest producer and third-largest consumer of electricity. The national electric grid in India has an installed capacity of 370.106 GW as of 31 March 2020. Renewable power plants, which also include large hydroelectric plants, constitute 35.86% of India's total installed capacity This data has been gathered at two solar power plants in India over a 34-day period. It has two pairs of files - each pair has one power generation dataset and one sensor readings dataset. The power generation datasets are gathered at the inverter level - each inverter has multiple lines of solar panels attached to it. The sensor data is gathered at a plant level – a single array of sensors optimally placed at the plant.
  • 7. Checking null values There are no null values except one column i.e. previousYearToDate
  • 8. Relationship between Month and Energy consume From the graph, we can say that energy consumption is high in the summer season.
  • 11. Relationship between Value and YearToDate