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Forecasting model of residential load based on general regression neural network and PSO-Bayes least squares support vector machine 被引量:5
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作者 何永秀 何海英 +1 位作者 王跃锦 罗涛 《Journal of Central South University》 SCIE EI CAS 2011年第4期1184-1192,共9页
Firstly,general regression neural network(GRNN) was used for variable selection of key influencing factors of residential load(RL) forecasting.Secondly,the key influencing factors chosen by GRNN were used as the input... Firstly,general regression neural network(GRNN) was used for variable selection of key influencing factors of residential load(RL) forecasting.Secondly,the key influencing factors chosen by GRNN were used as the input and output terminals of urban and rural RL for simulating and learning.In addition,the suitable parameters of final model were obtained through applying the evidence theory to combine the optimization results which were calculated with the PSO method and the Bayes theory.Then,the model of PSO-Bayes least squares support vector machine(PSO-Bayes-LS-SVM) was established.A case study was then provided for the learning and testing.The empirical analysis results show that the mean square errors of urban and rural RL forecast are 0.02% and 0.04%,respectively.At last,taking a specific province RL in China as an example,the forecast results of RL from 2011 to 2015 were obtained. 展开更多
关键词 residential load load forecasting general regression neural network (GRNN) evidence theory PSO-Bayes least squaressupport vector machine
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Field study of seasonal thermal comfort and adaptive behavior for occupants in residential buildings of Xi’an,China 被引量:3
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作者 WEI Na ZHENG Wu-xing +3 位作者 ZHANG Nan ZHAO Sheng-kai ZHAI Yong-chao YANG Liu 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第7期2403-2414,共12页
The study aims to investigate the thermal comfort requirements in residential buildings and to establish an adaptive thermal comfort model in the cold zone of China.A year-long field study was conducted in residential... The study aims to investigate the thermal comfort requirements in residential buildings and to establish an adaptive thermal comfort model in the cold zone of China.A year-long field study was conducted in residential buildings in Xi’an,China.A total of 2069 valid questionnaires,along with indoor environmental parameters were obtained.The results indicated occupants’thermal comfort requirements varied with seasons.The neutral temperatures were 17.9,26.1(highest),25.2,and 17.4℃(lowest),and preferred temperatures were 23.2,25.6(highest),24.8,and 22.4℃(lowest),respectively for spring,summer,autumn,and winter.The neutral temperature and preferred temperature in autumn are close to the neutral temperature in summer,while the neutral temperature and preferred temperature in spring are close to that in winter.Besides,the 80%and 90%acceptable temperature ranges,adaptive thermal comfort models,and thermal comfort zones for each season were established.Human’s adaptability is related to his/her thermal experience of the current season and the previous season.Therefore,compared with the traditional year-round adaptive thermal comfort model,seasonal models can better reflect seasonal variations of human adaptation.This study provides fundamental knowledge of the thermal comfort demand for people in this region. 展开更多
关键词 thermal comfort seasonal variation adaptive thermal comfort model energy saving residential buildings
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Development of Temperature-Humidity Independent Control Air-Conditioning Unit for Residential Buildings 被引量:3
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作者 HAN Xing ZHANG Xu +2 位作者 LIU Jin-tao GAO Si-yun KANG Yue 《湖南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2009年第S1期83-87,共5页
Cooling panels are increasingly used in domestic residential buildings.To provide medium temperature cold water for the cooling panel,and dehumidify the indoor air simultaneously,a new kind of temperature-humidity ind... Cooling panels are increasingly used in domestic residential buildings.To provide medium temperature cold water for the cooling panel,and dehumidify the indoor air simultaneously,a new kind of temperature-humidity independent control air-conditioning unit was developed for single residential house by utilizing multi-variable technology.First,the supply air temperature was studied to determine the proper supply air flow rate for the humidity control.Then,the energy consumption of different temperature-humidity independent control systems was studied.The analysis indicates that unity evaporating temperature can be used to handle the moisture load and sensible heat load in two evaporators.So the unit scheme was put forward.Two evaporators were used to produce medium temperature water and dry air separately,and electric expansion valves were used to control the refrigerant distribution between the two evaporators.Then,experimental work was carried out to investigate the influence of compressor frequency,refrigerant distribution on the dehumidification capacity,energy efficiency and refrigeration capacity.In the end,the paper concludes that both compressor frequency and refrigerant distribution can control the dehumidification capacity,but the former influences the EER more than the latter,while the latter influences the refrigeration capacity more than the former.We can find a proper running point at certain sensible and latent cooling load by adjusting both compressor frequency and electric expansion valve.The energy consumption of this kind of unit was estimated and compared with present room air conditioners,which shows that it can save about 41%cooling energy consumption. 展开更多
关键词 temperature-humidity independent control residential buildings cold dehumidification experimental study
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Analysis and forecast of residential building energy consumption in Chongqing on carbon emissions 被引量:2
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作者 李沁 刘猛 钱发 《Journal of Central South University》 SCIE EI CAS 2009年第S1期214-218,共5页
Carbon emissions mainly result from energy consumption. Carbon emissions inevitably will increase to some extent with economic expansion and rising energy consumption. We introduce a gray theory of quantitative analys... Carbon emissions mainly result from energy consumption. Carbon emissions inevitably will increase to some extent with economic expansion and rising energy consumption. We introduce a gray theory of quantitative analysis of the energy consumption of residential buildings in Chongqing,China,on the impact of carbon emission factors. Three impacts are analyzed,namely per capita residential housing area,domestic water consumption and the rate of air conditioner ownership per 100 urban households. The gray prediction model established using the Chongqing carbon emission-residential building energy consumption forecast model is sufficiently accurate to achieve a measure of feasibility and applicability. 展开更多
关键词 carbon EMISSIONS factor analysis GRAY prediction model residential building energy CONSUMPTION
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Analysis of Micro Thermal Environment for Residential District Planning 被引量:1
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作者 ZHANG Wei-jie QI Jing JIN Wen 《湖南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2009年第S1期51-54,共4页
This paper focused on residential district planning process.Using GIS and SketchUp software,a common digital relief map model of a residential district was created,and the air distribution(both velocity and temperatur... This paper focused on residential district planning process.Using GIS and SketchUp software,a common digital relief map model of a residential district was created,and the air distribution(both velocity and temperature)within this residential district was established by CFD simulation.So,the velocity and temperature of the air at any location within the residential district,as well as the worse flow area and overheat area can be clearly presented.An index of micro thermal environment for the air distribution evaluation was established.Depending on a certain residential district planning model,from the air parameters of the micro environment at any location within the residential district,such as air velocity and air temperature,the index of micro thermal environment was obtained by certain principles and data processing process.By this index,the residential district planning scheme was evaluated corresponding to the thermal characteristics of the residential district.If this index is not good enough or unsatisfied,the residential district planning idea and process can be changed or improved accordingly in order to get a better thermal characteristics of the residential district judged by the established evaluation index system. 展开更多
关键词 residential district planning micro thermal environment micro thermal environmental index CFD SKETCHUP
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Application of natural ventilation of residential buildings in hot-humid regions
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作者 喻伟 沈艳 丁勇 《Journal of Central South University》 SCIE EI CAS 2009年第S1期68-74,共7页
The current ventilation condition of the hot and humid regions was analyzed through on-site investigation. It is found that residents in this region expect to improve indoor thermal environment through natural ventila... The current ventilation condition of the hot and humid regions was analyzed through on-site investigation. It is found that residents in this region expect to improve indoor thermal environment through natural ventilation as much as possible. Then,it comes to a conclusion by the field test that natural ventilation has certain practical effect on improving indoor thermal environment. CFD simulation software is employed to verify the test result. Based on PMV modified model,and according to norms,geography and climate combined with the measured and simulated results,the application of the time and effectiveness of natural ventilation in hot and humid region were analyzed,to some extent,providing a basis for reducing the air-conditioner's runtime with natural ventilation. 展开更多
关键词 natural ventilation INDOOR thermal environment BUILDING energy CONSERVATION residential BUILDING hot-humid region
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Influence of Horizontal Flow on Atrium in High-Rise Residential Building
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作者 LI Nian-ping LI Jing +2 位作者 HE Dong-yue ZHANG Min-hui HOU Su-juan 《湖南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2009年第S1期15-18,共4页
In this study a 10-storied residential building model was employed to clarify the ventilation characteristics of the atrium and the rooms,which were effected by the different forms of lateral openings.The experiment w... In this study a 10-storied residential building model was employed to clarify the ventilation characteristics of the atrium and the rooms,which were effected by the different forms of lateral openings.The experiment was conducted under the combined effect of wind force and thermal buoyancy,and the similarity requirements were satisfied.The results have shown that the different forms of lateral openings cause the different ventilation effect of the building,and also have some certain regularity.The conclusions provide a theoretical foundation for how to use the ventilation of atrium better in high-rise residential building. 展开更多
关键词 high-rise residential building ATRIUM model experiment horizontal flow natural ventilation
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Research on Uncertainties in Evaluation Indicator System for Ecological Residential Community
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作者 JIAO Sheng GUAN Chen-yin +2 位作者 ZENG Guang-ming LIU Jian-ong Zhou Jian-fei 《湖南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2009年第S1期177-181,共5页
In the process of evaluating,the weights of indicators are firstly determined by AHP and Delphi methods;and the values of indicators are normalized by grey correlative coefficient method.A suit of means were put forwa... In the process of evaluating,the weights of indicators are firstly determined by AHP and Delphi methods;and the values of indicators are normalized by grey correlative coefficient method.A suit of means were put forward,by which a qualitative and quantitative evaluation indicator system suitable for the situation of China and uncertainties can be established.Both idiographic and operable methods and process were presented.Following the principle of elasticity,hiberarchy and maneuverability,a three-layer evaluation indicator system was established by AHP in Jiuyi ecological residential community,which includes 5 subsystems and 24 indicatiors.The weights of indicators are measured by AHP and expert estimate and their best indicators values up to par were determined by fuzzy mathematics and optimization.The whole evaluation indicator system not only has an active and practical effect on estimating ecological residential community,but also guides ecological residential community planning. 展开更多
关键词 ecological residential community evaluation indicator system ecological risk evaluation UNCERTAINTY fuzzy mathematics grey correlative coefficient
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Historical evolution of urban residential layout and morphology in Beijing from 1949 to 2018
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作者 He Liu Lufeng Zhang 《西部人居环境学刊》 2020年第S01期35-46,共12页
Taking Beijing,China from 1949 to 2018 for example,this paper explores the changes of local residential layout and morphology during the past 70 years on the basis of relevant theoretical researches on urban spatial m... Taking Beijing,China from 1949 to 2018 for example,this paper explores the changes of local residential layout and morphology during the past 70 years on the basis of relevant theoretical researches on urban spatial morphology,and concludes the formation mechanism of these spatial forms in different periods by considering historical and social development,to provide the foundation for current studies on the residential layout and morphology. 展开更多
关键词 residential layout and morphology Spatial evolution MORPHOLOGY
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合肥市居住区居民户外活动与绿地环境的关系 被引量:1
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作者 赵霞 吴泽民 +1 位作者 李亚亮 苗璇璐 《中国城市林业》 2008年第1期27-30,共4页
通过调查合肥市3个居住区组团绿地空间中居民的活动和期望,分析居民活动与绿地空间的密切关系,探索提出与居民活动相适应的人性化绿地模式。结果表明:人们有很强烈的休闲期望,其中以休息、活动身体和呼吸新鲜空气为最主要。绿地空间的... 通过调查合肥市3个居住区组团绿地空间中居民的活动和期望,分析居民活动与绿地空间的密切关系,探索提出与居民活动相适应的人性化绿地模式。结果表明:人们有很强烈的休闲期望,其中以休息、活动身体和呼吸新鲜空气为最主要。绿地空间的活动也较为多样,以休息与散步为主,且居民活动与空间的性质、功能和设施有关。功能越多样,活动越丰富,满意度越高。同时,结合具体调查结果对绿地空间现状及存在的问题做出分析,在此基础上提出3个相应的绿地空间设计模式。 展开更多
关键词 residential area CLUSTER green LAND ACTIVITIES ACTIVITIES EXPECTATION design pattern
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Building cooling by night-time ventilation
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作者 卢军 王曦 甘灵丽 《Journal of Central South University》 SCIE EI CAS 2009年第S1期84-88,共5页
Nowadays,the world is short of energy source,and larger proportion of building energy consumption is occupied by air conditioning system. It is urgent that not only importance should be attached on energy saving but a... Nowadays,the world is short of energy source,and larger proportion of building energy consumption is occupied by air conditioning system. It is urgent that not only importance should be attached on energy saving but also arcology energy technology based on green and sustainable thought should be advocated. Considering the ever growing energy consumption of residential buildings,intermittent ventilation is a solution to saving energy consumption and improving indoor thermal comfort. Aiming at reducing indoor air temperature by intermittent ventilation and decrease energy consumption of air conditioning system,with the help of DeST (Designer's Simulation Toolkit) this paper analyzes the characteristics of air conditioning load and year round air conditioning time in Chongqing located in hot summer and cold winter zone,obtains the amount of energy consumption saved at different ventilation rates,and recommends suitable ventilation rate in hot summer and cold winter zone. 展开更多
关键词 residential building INTERMITTENT ventilation AIR CONDITIONING LOAD AIR CONDITIONING time
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Australian Family Physician 2015年4月目次选登
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《中国全科医学》 CAS CSCD 北大核心 2015年第15期1737-1737,共1页
General practice encounters with patients living in residential aged care facilities全科医学应用于居住在养老院的患者·Models of general practitioner services in residential aged care facilities养老院中的全科医学... General practice encounters with patients living in residential aged care facilities全科医学应用于居住在养老院的患者·Models of general practitioner services in residential aged care facilities养老院中的全科医学服务模型·Minimising psychotropic use for behavioural disturbance in residential aged 展开更多
关键词 facilities residential PHYSICIAN DISTURBANCE AUSTRALIAN 全科医学 服务模型 Family PRACTITIONER 化脓性关节炎
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