Occupant behaviour modelling in domestic buildings: the case of household electrical appliances

被引:36
|
作者
Yilmaz, Selin [1 ]
Firth, Steven K. [1 ]
Allinson, David [1 ]
机构
[1] Loughborough Univ Technol, Sch Civil & Bldg Engn, Loughborough LE11 3TU, Leics, England
基金
英国工程与自然科学研究理事会;
关键词
appliance behaviour; occupant behaviour; household electrical appliances; stochastic modelling; data-driven modelling; bottom-up modelling; NATURAL VENTILATION; LOAD PROFILE; SIMULATION; PERFORMANCE; CONSUMPTION; DWELLINGS; DESIGN;
D O I
10.1080/19401493.2017.1287775
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper presents a new approach to bottom-up stochastic occupant behaviour modelling for predicting the use of household electrical appliances in domestic buildings. Three metrics relating to appliance occupant behaviours are defined: the number of switch-on events per day, the switch-on times and the duration of each appliance usage. The metrics were calculated for 1,076 appliances in 225 households from the UK Government's Household Electricity Survey carried out in 2010-2011. The analysis shows that occupant behaviour varies substantially between households, across appliance types and over time. The new modelling approach improves on previous approaches by using a three-step process where the three-appliance occupant-behaviour metrics are simulated respectively using stochastic processes to capture daily variations in appliance occupant behaviour. It uses probability and cumulative density functions based on individual households and appliances which are shown to have advantages for modelling the variations in appliance occupant behaviours.
引用
收藏
页码:582 / 600
页数:19
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