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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