Decarbonization Avenue : Solar O&M

Innovation Insights

Use of machine learning (ML) and analytics for PV installations

The rooftop solar assessment process can be time consuming and expensive, taking anywhere between 1 hour to 2 full days to calculate the solar potential of each rooftop. In the solar industry, this has resulted in the cost of sales taking up to 30–40% of total project costs, significantly worsening the unit economics of solar projects. Automating these evaluations with artificial intelligence can drastically reduce the cost of this process and make this information easily available for both building owners as well as solar energy companies.

Relevant for

  • Solar power professional
  • Artificial intelligence & machine learning professional

Innovation sector

  • IT & digital

Web Resources

Machine Learning-Based Hybrid Algorithms to Forecast Power Generated by Solar Projects

31-07-2021

Website : Link

Innovation Category

Stakeholders

Industry


Solar software consolidation on the rise as firms bid to expand reach

20-08-2021

Website : Link

Innovation Category

Stakeholders

Industry


AI-powered bidding platform for Australia’s biggest solar farm

13-08-2021

Website : Link

Innovation Category

Stakeholders

Industry


Solar power is using AI and machine learning for better efficiency

25-02-2021

Website : Link

Innovation Category

Stakeholders

Industry


Machine-learning for PV module cleaning

03-09-2020

Website : Link

Innovation Category

Stakeholders

Industry


Machine Learning For Rooftop Detection and Solar Panel Installment

12-10-2020

Website : Link

Innovation Category

Stakeholders

Industry


Advancing Solar Analytics with Applied Machine Learning and Artificial Intelligence

Website : Link

Innovation Category

Stakeholders

Industry


5 Solar Energy Breakthroughs with Machine Learning

03-10-2020

Website : Link

Innovation Category

Stakeholders

Industry


Domain

Renewable Energy

Type of innovation

Digital

Stakeholders

Corporate researcher

Startup or entrepreneur

Solution provider

Corporate management

Industry

Solar energy