An Energy Prediction Model for a Renewable Energy Company
Problem
Consumer demand, political demand, and improved engineering is moving the world towards greater use of renewable energy. However, reliability — a critical part of any energy source — remains a limiting factor. How much solar energy can you generate on a cloudy day, or when snow blankets the solar panels? How many wind turbines can you operate when it’s not windy? What is the demand & Supply at peak hours? These sound like simple problems, lack of solutions make renewable energy less reliable than fossil fuels.
Solution Given
Intelytica with its expertise proposes to implement its SPARK solution that places Renewable Energy companies at the forefront. SPARK predictive Analytics solution enables companies to understand accurate energy production forecasts. It also predicts machine breakdowns or glitches thereby optimizing overall operational efficiency. SPARK solution validates the correlation of various parameters like irradiation, wind speed, temperature, humidity, cloud cover, transformer status, etc.. and determines their cause and effect relationship
Solution Impact
- Our solution helped the client to predict machine breakdowns or glitches thereby optimizing overall operational efficiency.
- The proposed model effectively anticipates high-frequency inverter failures up to almost 7 days in advance, with sensitivity up to 95% and specificity of almost 80%.
Case Studies
An Intelligent Transport Management System for Public Transportation. Road Transport Corporation’s need to seamlessly communicate between..
Reduced turn around time by 1/3rd on document search by providing AI enabled Search Solution.
Our client is a leading Oil and Gas....
Automated Video Surveillance system for a major Airport using deep learning technique. The field of transportation..
Data Science Enables Insights Into Spend And Cost Optimization For A HVAC Manufacturing Company. Our client is a leading HVAC..
Leveraging AI to Analyze Sentiment and Derive Insights from Customer....
Using Data Science to Deliver Strategic and Actionable insights for a Logistics Company..
Our Services
Data Engineering
The most critical aspect of any AI or Data Science project is Data. 70-80% of time in a project is taken by Data Engineering and Preprocessing. Our Data Engineering services help you to streamline your AI/ML processes.
Data science
In today’s world of big data, advanced analytics, AI and cloud, there are more opportunities than ever before—and data is powering them all. Leverage our Data Science capabilities to accelerate your business growth.
