Heating and Hot Water Industrial Prediction System for Residential District

Abstract

This work presents a data-intensive solution to predict heating and hot water consumption. The ability to predict locally those flexible sources considering meteorological uncertainty can play a key role in the management of microgrid. A microgrid is a building block of future smart grid, it can be defined as a network of low voltage power generating units, storage devices and loads.The main novelties of our approach is to provide an easy implemented and flexible solution that used a supervised learning techniques. This paper presents an industrial methodology to predict heating and hot water consumption using time series analyzes and tree ensemble algorithm.The results are based on the data collected in a building in Chamoson (Switzerland) and simulations. Considering the winter season 2012-2013 for the training,the heating and hot water predictions is correctly estimated 90% +/-1.2 for the winter season 2013-2014.

Smart Grids Data Analysis: A Systematic Mapping Study

“…Power loads / consumption analysis consumption clustering ( [109], [136], [137], [182], [190], [198], [199], [206], [210], [221], [259], [263]), consumption prediction ( [? ], [6], [10]- [12], [19], [23], [24], [32], [36], [42], [45], [53], [57], [65], [69], [70], [78], [79], [86], [88], [90], [98], [101]- [103], [106], [110], [111], [115]- [117], [122], [124], [125], [132], [146], [152], [156]- [159], [161], [162]…”

Creating Predictive Models for Forecasting the Accident Rate in Mountain Roads Using VANETs

“…Finally, predictive traffic models usually are hierarchical and consist of various layers, where lower levels manage correlation among physical parameters and more abstract levels are employed to predict human and long-term behaviors [21]. Although modern learning techniques are commonly employed [22] in predictive models, pure mathematical models allow a better understanding of the relations among the different variables. In particular, in this work, Taylor's series and multivariable functions are employed.…”