Governments are increasingly using renewable energy instead of fossil fuels. The process of producing electricity can be severely disrupted as a result of this. Thus, renewable energy thrives but needs stable systems designed for precisely these kinds of applications. As a result, the industry moves from commodity-based to technology-oriented markets in order to integrate renewable energy. As renewables, such as wind, solar and hydrogen, start to dominate grid-scale electricity generation, accurate power generation and net load projections will become much more important for a low-carbon, balanced system.