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Managing renewable intermittency in smart grid: Use of residential hot water heaters as a form of energy storage

机译:管理智能电网中的可再生间歇性:使用住宅热水器作为能量存储的一种方式

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This paper discusses a novel wind generation balancing technique to improve renewable energy integration to the system. Novel individual hot water heater controllers were modelled with the ability to forecast and look ahead the required energy, while responding to electricity grid imbalance. Artificial intelligence and machine learning techniques were used to learn and predict energy usage. In this research wind power data was used in most cases to represent the supply side, where focus was on the actual generation deviation from plan. It proved to be possible to balance the generation and increase system efficiency while maintaining user satisfaction. The methods developed in this research are not limited to wind power balancing and can also be used with any other type of renewable generation source.
机译:本文讨论了一种新型的风力发电平衡技术,以改善可再生能源与系统的集成。对新型独立的热水器控制器进行建模,使其能够预测并预见所需的能量,同时还能应对电网的不平衡状况。人工智能和机器学习技术被用来学习和预测能源使用。在本研究中,大多数情况下使用风能数据来表示供应方,其中重点是实际发电量与计划的偏差。事实证明,在保持用户满意度的同时,可以平衡发电量并提高系统效率。本研究开发的方法不仅限于风力发电平衡,还可以与任何其他类型的可再生能源一起使用。

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