As a pivotal technological foundation for smart home implementation. non-intrusive load monitoring is emerging as a widely recognized and popular technology to replace the sensors or sockets networks for the detailed household appliance monitoring. In this paper. a probability model framed ensemble method is proposed for the target of robust appliance monitoring. https://www.foldlyers.shop/product-category/files/