Building energy consumption prediction plays an important role in improving the energy utilization rate through helping building managers to make better decisions. However, as a result of randomness and noisy disturbance, it is not an easy task to realize accurate prediction of the building energy ...
The methods of performing building energy consumption prediction can be generally divided into physical-model based methods and data-driven methods. Among them, physical-model based methods are also called white-box based approaches, which use the principles of physics to evaluate the building energy ...
(2016). Prediction of residential building energy consumption: a neural network approach. Energy 117: 84-92. https://doi.org/10.1016/j.energy.2016.10.066Prediction of residential building energy consumption:A neural network approach. M.A.Rafe Biswas,Melvin D.Robinson,Nelson Fumo. Energy . 2016...
Least-squaresupportvectormachines Geneticalgorithm Goldensectionmethod Buildingenergyconsumption Prediction abstract Theleast-squaressupportvectormachine(LSSVM)strategyhasplayedacrucialroleintheforecasting ofbuildingenergyconsumptionowingtoitsremarkablenonlinearmappingcapabilitiesinprediction.In ordertobuildaneffectiveLSSVMmeth...
Building energy consumption prediction provides the possibility for regulating running condition of equipments in advance. Then the equipments will keep good movement and building energy consumption will reduce obviously. This paper built an energy consumption prediction evaluation model according to Matlab Ar...
Building energy consumption prediction and energy control of large-scale shopping malls based on a noncentralized self-adaptive energy management control s... Building energy consumption prediction and energy control of large-scale shopping malls based on a noncentralized self-adaptive energy management ...
Short-term building energy consumption prediction is the basis for energy supply system scheduling and energy-saving assessment,thus how to predict building energy consumption accurately has been one of the research focuses in the field of building energy conservation. A building energy consumption predic...
Study on Energy Consumption Prediction of Liquor-Making Based on GA-BP Neural Net Aimed at the Liquor-making with the characteristic of huge consumption of raw materials and energy,this paper presents a predictive method of Liquor-making... QY Han,LJ Qian,XY Chu - 《Applied Mechanics & Materi...
They include (1) taking measures for energy conservation based on accurate prediction, (2) implementing demand-side management (DSM) after profiling electricity consumption, (3) outlining/mapping energy on the urban level, (4) establishing benchmark database of multi-scale building communities, and...
Building Energy Management System (BEMS) has been a substantial topic nowadays due to its importance in reducing energy wastage. However, the performance of one of BEMS applications which is energy consumption prediction has been stagnant due to problems such as low prediction accuracy. Thus, this ...