Transitioning to wind, solar, and hydropower, frequently supplemented with battery storage technologies, provides enormous potential and obstacles.
Fremont, CA: The world is witnessing a revolution in power generation. As climate change offers an existential danger to global ecologies and economies, the future—and ultimately the present—belongs to enterprises that can generate power safely and effectively from low or no-carbon sources.
Transitioning to wind, solar, and hydropower, frequently supplemented with battery storage technologies, provides enormous potential and obstacles.
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The issues that energy producers face today are vast and diverse. For example, managing and optimizing enormous data sets across disparate asset operations has never been straightforward. Still, rising competitiveness in the energy-generating sector and cyber criminal risks have intensified the demand to create scalable and profit-driving solutions.
Managing massive volumes of data
Renewable energy assets produce massive volumes of data. While this data provides essential information, handling it properly is challenging. Manual and semi-automated approaches employed in the past are no longer scalable or cost-effective.
Breaking down data silos
Not only is the amount of data to be managed growing fast, but it is also becoming more diversified. For example, SCADA, event, condition monitoring system (CMS), production, budget, maintenance, curtailment, revenue, weather and production predictions, ES&G, and market pricing tools are all used by operations teams, and asset managers, and executives (to name just a handful).
Balancing a broad portfolio of assets
Renewable energy operators must manage many asset categories (e.g., wind, solar, storage, hydro, etc.) as well as multiple OEMs and equipment models within an asset class efficiently. In addition, the diversity of operating assets will continue to rise, making fleet management more difficult.
A generational battleground
Competition is intensifying as more businesses enter the renewable energy generating sector. The most efficient operators would win more than their market share, while the least efficient will lose market share.
Cybersecurity risks
While the digitalization of renewable energy assets has numerous benefits, the rise of highly skilled digital pirates constitutes a severe danger that necessitates implementing cybersecurity solutions that operate across OT and IT systems.
New skill sets are needed
Historically, power plant operators have been skilled in operating and maintaining their generation equipment. Data science, data engineering, full-stack development, and cybersecurity, on the other hand, have not been identified as core competencies. These skills are in great demand, difficult to obtain, and expensive to acquire internally.