Managing renewable intermittency in smart grid: Use of residential hot water heaters as a form of energy storage
Managing renewable intermittency in smart grid: Use of residential hot water heaters as a form of energy storage
复制标题
管理智能电网中的可再生能源间歇性：使用住宅热水器作为能量存储的一种形式
DOI：
10.1109/siela.2016.7543001
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发表时间：
2016
期刊：
影响因子：
--
通讯作者：
K. Gamage
中科院分区：
文献类型：
--
作者：
Linas Gelažanskas;K. Gamage
本文讨论了一种新的风力发电平衡技术，以提高可再生能源的整合系统。新颖的个人热水器控制器具有预测和展望所需能量的能力，同时响应电网不平衡。人工智能和机器学习技术用于学习和预测能源使用。在这项研究中，风电数据在大多数情况下被用来代表供应方，重点是实际发电偏离计划。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。在这项研究中开发的方法不仅限于风力发电平衡，也可以用于任何其他类型的可再生能源。
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.