给一篇英文摘要，如何利用机器学习改进绿色能源输配？要求输出体裁为学术报告摘要，摘要字数150-180字，四个句子，必须出现一次“machine learning”和一次“renewable energy”。
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This study investigates the application of machine learning techniques to optimize the distribution and utilization of renewable energy, aiming to enhance efficiency and reliability in the green energy sector. By leveraging advanced algorithms, our approach effectively predicts energy demands and optimizes grid operations, leading to significant improvements in energy conservation and cost reduction. The research integrates real-time data from multiple sources, enabling precise adjustments to the power distribution network for maximum effectiveness. Initial findings suggest that machine learning can play a pivotal role in advancing the integration of renewable energy sources into existing grid systems, thereby promoting sustainable development and environmental stewardship.
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