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Machine learning in building energy management: A critical review and future directions

Frontiers of Engineering Management 2022, Volume 9, Issue 2,   Pages 239-256 doi: 10.1007/s42524-021-0181-1

Abstract: Over the past two decades, machine learning (ML) has elicited increasing attention in building energymanagement (BEM) research.research has not been clearly defined, and no thorough review of ML applications in BEM during the whole buildingFinally, five research directions are discussed: (1) the behavioral impact on BEM, (2) the integration managementof renewable energy, (3) security concerns of ML-BEM, (4) extension to other building life-cycle phases

Keywords： building energy management     machine learning     integrated framework     knowledge evolution    

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Proliferation of district heating using local energy resources through strategic building-stock management

Yi DOU, Keijiro OKUOKA, Minoru FUJII, Hiroki TANIKAWA, Tsuyoshi FUJITA, Takuya TOGAWA, Liang DONG

Frontiers in Energy 2018, Volume 12, Issue 3,   Pages 411-425 doi: 10.1007/s11708-018-0577-8

Abstract: However, wide-spread aging and depopulation problems, as well as the popularization of energy-savingtechnologies in buildings, are estimated to greatly decrease energy consumption, leading to inefficiencychanges, especially the progression of compact city plans, have the potential to offset the decrement in energyAn integrated model is developed in this paper based on building cohort analysis to evaluate the economicIt is concluded that policies related to urban land use planning and energy management should be integrated

Keywords： building stock     compact city     district heating     energy use     Fukushima    

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Smart residential energy management system for demand response in buildings with energy storage devices

S. L. ARUN, M. P. SELVAN

Frontiers in Energy 2019, Volume 13, Issue 4,   Pages 715-730 doi: 10.1007/s11708-018-0538-2

Abstract: Demand side management (DSM) is one of such smart grid technologies which motivate end users to activelyNowadays, residential consumers are interested in energy storage devices such as battery to reduce powerIn this paper, the use of a smart residential energy management system (SREMS) is demonstrated at the

Keywords： smart grid     demand side management (DSM)     demand response (DR)     smart building     smart appliances     energy storage    

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Influence of envelope insulation materials on building energy consumption

Junlan YANG, Jiabao TANG

Frontiers in Energy 2017, Volume 11, Issue 4,   Pages 575-581 doi: 10.1007/s11708-017-0473-7

Abstract: In this paper, the influence of different external wall insulation materials on the energy consumptionAn energy analysis model is established to clarify the primary energy use for production of the insulationmaterials and for building space heating.The calculation results show that the energy consumption for insulation material production increasesThe energy payback time (EPT) is proposed to calculate the payback time of the primary energy use for

Keywords： building envelope     insulation materials     energy consumption     payback time    

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Impact of climate change on building heating energy consumption in Tianjin

Cao XIANG, Zhe TIAN

Frontiers in Energy 2013, Volume 7, Issue 4,   Pages 518-524 doi: 10.1007/s11708-013-0261-y

Abstract: This paper investigated the variation of building heating energy consumption caused by global warmingA TRNSYS simulation model for a reference building was introduced to investigate historical variationof office building energy consumption.The results showed that the 10-year-average heating energy consumption of 2001–2010 had reduced by 16.1%By conducting principal component analysis and regression analysis, future variation of building heating

Keywords： global warming     office building     heating energy consumption    

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Comparative analysis of energy use in China building sector: current status, existing problems and solutions

Shengyuan ZHANG, Xiu YANG, Yi JIANG, Qingpeng WEI,

Frontiers in Energy 2010, Volume 4, Issue 1,   Pages 2-21 doi: 10.1007/s11708-010-0023-z

Abstract: Energy use in buildings has attracted more and more attention due to its significant proportion in theenergy pan of the world.China is the second largest energy user, yet the situation of energy use in the China building sectordata and to divide energy use into 4 sub-sectors according to the unique situation of China.Existing problems of energy use and solutions for energy reduction in each sub-sector are also discussed

Keywords： building energy use     lifestyle and technology     residential building     commercial building     rural building    

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Statistical analysis of residential building energy consumption in Tianjin

Jihong LING,Luhui ZHAO,Jincheng XING,Zhiqiang LU

Frontiers in Energy 2014, Volume 8, Issue 4,   Pages 513-520 doi: 10.1007/s11708-014-0327-5

Abstract: To analyze the effect of energy conservation policies on energy consumption of residential buildings,the characteristics of energy consumption and indoor thermal comfort were investigated in detail in

Keywords： energy intensity     indoor thermal comfort     residential building     survey     statistical analysis     energy conversation    

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Model server enabled management of collaborative changes in building information models

Muhammad Tariq SHAFIQ, Jane MATTHEWS, Steve LOCKLEY, Peter E.D. LOVE

Frontiers of Engineering Management 2018, Volume 5, Issue 3,   Pages 298-306 doi: 10.15302/J-FEM-2018009

Abstract:

The issues and challenges involved in controlling the collaborative changes in a Building Informationcharacteristics, provides a potential mechanism for object comparison and effective change recognition and management

Keywords： building information models     collaboration     IFC     change management     model-servers    

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Facility managers’ perceptions on building performance assessment

Rafaela BORTOLINI, Núria FORCADA

Frontiers of Engineering Management 2018, Volume 5, Issue 3,   Pages 324-333 doi: 10.15302/J-FEM-2018010

Abstract:

During the operational phase, building performance may decrease in various areas, so that the endIn this study, we carried out a literature review and organized a focus group with facility managementThe results revealed that the core indicators used to measure a building’s operational performance arerelated to safety and assets working properly, health and comfort, space functionality, and energy performancedefinition of measures to improve performance during the operational phase of a building.

Keywords： building performance     facility management     non-residential buildings    

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Critical review of studies on building information modeling (BIM) in project management

Albert P. C. CHAN, Xiaozhi MA, Wen YI, Xin ZHOU, Feng XIONG

Frontiers of Engineering Management 2018, Volume 5, Issue 3,   Pages 394-406 doi: 10.15302/J-FEM-2018203

Abstract:

Building information modeling (BIM) and project management are two major research topics that accommodateBIM has been interpreted as a process technology that aids in enhancing project management.In this paper, a structural approach is adopted in reviewing BIM studies in project management from 2005, BIM-based project management.project management; BIM application as a solution for specific project management scopes; integration

Keywords： building information modeling (BIM)     project management     review     BIM-based project management    

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Owner-dominated building information modeling and lean construction in a megaproject

Mingyue LI, Zhuoling MA, Xi TANG

Frontiers of Engineering Management 2021, Volume 8, Issue 1,   Pages 60-71 doi: 10.1007/s42524-019-0042-3

Abstract: The integration of building information modeling (BIM) and lean construction (LC) provides a solutionfor the management of megaprojects.effective integrated application modes of BIM and LC in megaprojects, will substantially promote the managementResults showed that the integration of BIM and LC dominated by the owner can improve management performance

Keywords： building information modeling     lean construction     airports     project management    

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China building energy conservation stratagems study

Jiang Yi

Strategic Study of CAE 2011, Volume 13, Issue 6,   Pages 30-38

Abstract:

The state of current China building energy use is presented.Comparison with real building energy data in developed countries was also made in order to get clearidea on current China building energy state.It is important to maintain the thrift mode in China in order to achieve the Chinese building energyThis should be the start point to design Chinese building energy strategy.

Keywords： building energy     China energy policy     lifestyle & energy    

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Multiple regression models for energy consumption of office buildings in different climates in China

Siyu ZHOU, Neng ZHU

Frontiers in Energy 2013, Volume 7, Issue 1,   Pages 103-110 doi: 10.1007/s11708-012-0220-z

Abstract: The energy consumption of office buildings in China has been growing significantly in recent years.Obviously, there are significant relationships between building envelope and the energy consumption ofThe 8 key building envelope influencing factors were found in this paper to evaluate their effects onthe energy consumption of the air-conditioning system.According to the analysis of regression coefficients, the appropriate building envelope design schemes

Keywords： regression model     energy consumption     building envelope     office building     different climates    

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Development of a BIM-based holonic system for real-time monitoring of building operational efficiency

Alessandro CARBONARI, Leonardo MESSI, Berardo NATICCHIA, Massimo VACCARINI, Massimiliano PIRANI

Frontiers of Engineering Management 2020, Volume 7, Issue 1,   Pages 89-103 doi: 10.1007/s42524-019-0037-0

Abstract: In the wide context of facility management, several processes, such as operations, maintenance, retrofittingApart from ordinary operation, facility management is responsible for the renovation of and long-termperformance improvement of building facilities.to the building information model.Similar to a goods-producing industry, the building management system developed in this study applies

Keywords： BIM     building management system     cyber-physical system     facility management     holonic system    

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Case study of data-oriented approach for building energy performance investigation

Jianjun XIA, He XIAO, Yi JIANG,

Frontiers in Energy 2010, Volume 4, Issue 1,   Pages 22-34 doi: 10.1007/s11708-010-0024-y

Abstract: The key parameters that may influence building energy performance is studied by comparing the buildingenergy data of college buildings in two different regions (the USA and China).By introducing data-orientated approach, a study of a set of on-campus building energy demand and consumptiondifference on the concept of “full control” or “local improvement” in buildingThe study also indicates that the building energy efficiency can only be achieved by adjusting the demand

Keywords： USA     counteraction     on-campus building     over-high     sensor/actuator    

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Title Author Date Type Operation

Machine learning in building energy management: A critical review and future directions

Journal Article

Proliferation of district heating using local energy resources through strategic building-stock management

Yi DOU, Keijiro OKUOKA, Minoru FUJII, Hiroki TANIKAWA, Tsuyoshi FUJITA, Takuya TOGAWA, Liang DONG

Journal Article

Smart residential energy management system for demand response in buildings with energy storage devices

S. L. ARUN, M. P. SELVAN

Journal Article

Influence of envelope insulation materials on building energy consumption

Junlan YANG, Jiabao TANG

Journal Article

Impact of climate change on building heating energy consumption in Tianjin

Cao XIANG, Zhe TIAN

Journal Article

Comparative analysis of energy use in China building sector: current status, existing problems and solutions

Shengyuan ZHANG, Xiu YANG, Yi JIANG, Qingpeng WEI,

Journal Article

Statistical analysis of residential building energy consumption in Tianjin

Jihong LING,Luhui ZHAO,Jincheng XING,Zhiqiang LU

Journal Article

Model server enabled management of collaborative changes in building information models

Muhammad Tariq SHAFIQ, Jane MATTHEWS, Steve LOCKLEY, Peter E.D. LOVE

Journal Article

Facility managers’ perceptions on building performance assessment

Rafaela BORTOLINI, Núria FORCADA

Journal Article

Critical review of studies on building information modeling (BIM) in project management

Albert P. C. CHAN, Xiaozhi MA, Wen YI, Xin ZHOU, Feng XIONG

Journal Article

Owner-dominated building information modeling and lean construction in a megaproject

Mingyue LI, Zhuoling MA, Xi TANG

Journal Article

China building energy conservation stratagems study

Jiang Yi

Journal Article

Multiple regression models for energy consumption of office buildings in different climates in China

Siyu ZHOU, Neng ZHU

Journal Article

Development of a BIM-based holonic system for real-time monitoring of building operational efficiency

Alessandro CARBONARI, Leonardo MESSI, Berardo NATICCHIA, Massimo VACCARINI, Massimiliano PIRANI

Journal Article

Case study of data-oriented approach for building energy performance investigation

Jianjun XIA, He XIAO, Yi JIANG,

Journal Article