Stanford Team Uses AI to Locate Nearly All Solar Panels in US

#1 by errohitbhardwaj , Thu Jan 23, 2020 11:15 am

To manage the changing U.S. electricity system and to understand the barriers to greater use of clean energy, it is crucial to know who have installed commercial solar panels on their roofs and why.

Stanford University scientists have analysed more than a billion high-resolution satellite images using a machine learning algorithm. The algorithm has identified almost every solar power installation in the connecting 48 states.

The Analysis

According to the analysis, total 1.47 million installations were found, which is quite a higher number than the estimate. Scientists then combined the U.S. Census and other data with their solar catalogue so as to recognize the factors that have led to solar power adoption.

The recent advances in machine learning is facilitating scientists to know where all these assets are and generate insights about where the grid is going. The associate professor of civil and environmental engineering, Ram Rajagopal, along with professor of mechanical engineering, Arun Majumdar have been supervising the project at Stanford University.

Who Goes Solar?

The researchers found that household income played an important role. For people earning above $150,000 a year, income was playing a major role in their decisions. Low and medium income households have been found, not showing much interest in getting a solar system installed, despite of knowing the fact that living in areas where solar panel installation can be profitable in the long term.

For instance, areas with a relatively high electricity rates and lot of sunshine, utility bill savings would exceed the monthly cost of the equipment. According to the findings, solar installers may develop new financial models to satisfy the unmet demand.

DeepSolar – The Machine Learning Program

The team trained the machine learning program, DeepSolar, to recognize solar panels by providing nearly 370,000 images. Every image was labelled as either having or not having a solar panel.

Now, DeepSolar can identify features associated with solar panels, like texture, color and size. It could correctly identify an image as containing solar panels 93% of the time and missed about 10% images that had solar installations. With some novel efficiencies, the machine learning program got the job done in a month.

solar yuba city, solar companies near me, solar installers in northern california, be prepared solar, solar installers, solar companies in california, best solar company, best solar installers, best solar companies near me, solar companies, best solar companies in california, top solar companies in california, california solar installers, top rated solar companies, solar contractors near me, solar panels for my home, solar company near me, solar panels for my house, solar system company, solar power my house, solar panel quotes, top solar installers, solar power quotes, solar companies in sacramento, solar energy quotes, solar system installers, solar system companies, largest solar installers, california solar company, solar for my house, cost to remove solar panels to replace roof, top solar installers in california, solar companies in sacramento ca, sacramento solar installers, solar for my home, how do solar panels work with your electric bill, free solar quote, solar company in california, free solar panel quotes, solar energy battery storage, solar companies sacramento, solar monitoring companies, sacramento solar company, what is the best solar company in california, cost to remove and reinstall solar panels, top solar power companies in california, cost to remove solar panels for new roof, financial benefits of solar energy, solar panel installers california, best solar companies, solar power for my home, sacramento solar panel installation, solar energy companies sacramento, purchase solar system for home, solar provider near me, solar companies sacramento california, california solar contractors, california solar power installers, purchase solar, purchase solar systems, best solar installers near me, top solar companies, california solar companies, solar energy companies in california, complete solar solution inc, solar companies california, solar panels chico ca, how to purchase solar, how much is it to purchase solar for my home, solar contractors in california, solar panel free quotes, best solar appointment company, best solar panel companies near me, solar panels northern california, solar panel companies california, solar roofing companies near me, solar company installers, best solar installation companies, solar installation provider
commercial solar commercial solar panels commercial solar power commercial solar companies commercial solar systems commercial solar energy systems solar panels for commercial buildings commercial solar installation industrial solar panels commercial solar panel installation commercial solar panel systems commercial solar panels for sale Online Solar solar yuba city yuba city solar solar installation solar installer solar panel installer solar panel installation solar panel quotes quotes solar panel online solar quote online solar system solar panel quotes online solar quote online solar quotes online

Posts: 31
Date registered 06.26.2019


Sidney Powell responds after Trump campaign says she is not part of legal team:

Xobor Create your own Forum with Xobor