Application of the Mini-Models Based on n-Dimensional Simplex for Modeling of Buildings Energy Performance
نویسنده
چکیده
The paper presents the application of the mini-models' method (MM-method) based on n-dimensional simplex for modeling of energy efficiency. The article briefly describes the problem of buildings energy performance. The mini-models method is quite new and is a subject of intensive research. The MM-method is instance-based learning algorithm. In the method, group of points which are used in the model-learning process is constrained by a polytope (n-simplex) area. The MM-method can on a defined local area use any approximation algorithm to determine the mini-model and to compute its answer for the query point. The article examines the version that uses linear regression, describes learning technique and presents experiment results that shows effectiveness of mini-model in modeling of energy efficiency. Keyword: mini-model, local self-learning, function approximation, building energy evaluation
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