Uploaded on Aug 6, 2020
PPT on USE OF AI AND CLOUD TECHNOLOGY IN THE SOLAR INDUSTRY
USE OF AI AND CLOUD TECHNOLOGY IN THE SOLAR INDUSTRY
USE OF AII AND CLOUD TECHNOLOGY IIN THE SOLAR IINDUSTRY INTODUCTION • Solar forecasting has improved over time. • Applying artificial intelligence in solar energy has been a driver of this improvement. Source: BizTech Magazine Objectives of AI research • Understand human cognition • Cost-effective automation replaces humans in intelligent tasks • Cost-effective intelligent amplification builds systems to help humans think better, and faster. • Superhuman intelligence builds programs to exceed human intelligence. Source: Fortune MAJOR CATEGORIES OF RENEWABLE TECHNOLOGIES • Energy Forecasting – Industry data is used to train AI algorithms to make accurate forecasts, helping to inform power supply and demand • Energy Efficiency – AI is used to track and optimize how energy efficiency • Energy Accessibility – AI is used to model utility cost savings Source: Towards Data Science AI IN SOLAR FORECASTING • The application of artificial intelligence-driven solar forecasting to the operation of solar power plants could improve the efficiency. • This can be done by better managing one of the most significant impediments to its constancy i.e. weather variability. Source: Emerj UNDERSTANDING AI AND FORECASTING TECHNIQUES • AI can be used in prediction of performance and control of renewable energy processes – analytic computer codes use complex algorithms solving differential equations. Source: IGS SOLAR FORECASTING IN AUSTRALIA • In Australia, the Australian Energy Market Operator (AEMO) announced in early 2018 that solar plants could self-forecast the amount of electricity generated. • This has prompted Australian researchers to work toward developing technologies to improve short-term weather forecasting. Source: ET Government Neural networks improving solar power forecasting • The combination of neural networks and pattern sequences helps improve solar forecasting. • It can be used with different clustering and cluster-sequence extraction algorithms, and can be applied to multiple related time sequences Source: PV Magazine DIGITAL INTERFACE • The digital interface has the following features: – Each robot can be controlled through a PC or mobile interface. – Warnings are directly communicated to the user by each robot – Each robot gives their running time, water saved, man-hours saved, etc. Source: ET CIO Use Of AI And ML • AI is advancing the next generation of robots and analytics platforms. • This will provide more accurate and automated solar panel cleaning robots which will keep the efficiency of the panels up to the mark. Source: Fortune CONCLUSION • In future, the Solcast technology will improve operations of solar energy. • The further development of this intelligent technology will be a powerful tool to improve accessibility to solar resources. Source: BizTech Magazine
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