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AI: Revolutionizing the world of clean energy materials

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Applying AI to the development of new materials can reduce embedded emissions, toxicity and costs while saving researchers precious time in the lab. Experiments done by trial-and-error are often repeated thousands of times before a breakthrough occurs. Instead, AI could automate complex scientific tasks and enable researchers to focus on tasks that require more creativity and ingenuity. Using AI in this way can give manufacturers an edge. Manufacturers tend to invest in optimizing downstream production functions, which has led to several AI applications in sensor technologies and process optimization. Using AI for upstream design purposes, however, is an untapped business opportunity that could reduce the time it takes to discover new materials, freeing up capital for deployment and commercialization strategies. Current clean energy manufacturing processes are highly specialized, require upfront capital, and are energy-intensive. This is why the market is heavily concentrated in ...