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Role of outdoor trees on pedestrian wind and thermal conditions around a pre-education building for sustainable energy management
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作者 LI Xiao-jie TANG Hui-li 《Journal of Central South University》 SCIE EI CAS CSCD 2024年第6期2039-2053,共15页
Finding sustainable energy resources is essential to face the increasing energy demand.Trees are an important part of ancient architecture but are becoming rare in urban areas.Trees can control and tune the pedestrian... Finding sustainable energy resources is essential to face the increasing energy demand.Trees are an important part of ancient architecture but are becoming rare in urban areas.Trees can control and tune the pedestrian-level wind velocity and thermal condition.In this study,a numerical investigation is employed to assess the role of trees planted in the windward direction of the building complex on the thermal and pedestrian wind velocity conditions around/inside a pre-education building located in the center of the complex.Compared to the previous studies(which considered only outside buildings),this work considers the effects of trees on microclimate change both inside/outside buildings.Effects of different parameters including the leaf area density and number of trees,number of rows,far-field velocity magnitude,and thermal condition around the main building are assessed.The results show that the flow velocity in the spacing between the first-row buildings is reduced by 30%-40% when the one-row trees with 2 m height are planted 15 m farther than the buildings.Furthermore,two rows of trees are more effective in higher velocities and reduce the maximum velocity by about 50%.The investigation shows that trees also could reduce the temperature by about 1℃around the building. 展开更多
关键词 sustainable management energy trees urban area thermal condition building
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Reinforcement Learning Model for Energy System Management to Ensure Energy Efficiency and Comfort in Buildings
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作者 Inna Bilous Dmytro Biriukov +3 位作者 Dmytro Karpenko Tatiana Eutukhova Oleksandr Novoseltsev Volodymyr Voloshchuk 《Energy Engineering》 EI 2024年第12期3617-3634,共18页
This article focuses on the challenges ofmodeling energy supply systems for buildings,encompassing both methods and tools for simulating thermal regimes and engineering systems within buildings.Enhancing the comfort o... This article focuses on the challenges ofmodeling energy supply systems for buildings,encompassing both methods and tools for simulating thermal regimes and engineering systems within buildings.Enhancing the comfort of living or working in buildings often necessitates increased consumption of energy and material,such as for thermal upgrades,which consequently incurs additional economic costs.It is crucial to acknowledge that such improvements do not always lead to a decrease in total pollutant emissions,considering emissions across all stages of production and usage of energy and materials aimed at boosting energy efficiency and comfort in buildings.In addition,it explores the methods and mechanisms for modeling the operating modes of electric boilers used to collectively improve energy efficiency and indoor climatic conditions.Using the developed mathematical models,the study examines the dynamic states of building energy supply systems and provides recommendations for improving their efficiency.These dynamic models are executed in software environments such as MATLAB/Simscape and Python,where the component detailing schemes for various types of controllers are demonstrated.Additionally,controllers based on reinforcement learning(RL)displayed more adaptive load level management.These RL-based controllers can lower instantaneous power usage by up to 35%,reduce absolute deviations from a comfortable temperature nearly by half,and cut down energy consumption by approximately 1%while maintaining comfort.When the energy source produces a constant energy amount,the RL-based heat controllermore effectively maintains the temperature within the set range,preventing overheating.In conclusion,the introduced energydynamic building model and its software implementation offer a versatile tool for researchers,enabling the simulation of various energy supply systems to achieve optimal energy efficiency and indoor climate control in buildings. 展开更多
关键词 building energy management building heating system dynamic modeling reinforcement learning energy efficiency comfortable temperature
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Research on Quality Management Measures of Green Building Construction
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作者 Jie Hong Xiang Xu 《Journal of Architectural Research and Development》 2024年第3期8-13,共6页
Urbanization has led to the rapid development of the construction industry.However,this has also led to higher requirements for the construction engineering management.Other than the quality monitoring of engineering ... Urbanization has led to the rapid development of the construction industry.However,this has also led to higher requirements for the construction engineering management.Other than the quality monitoring of engineering construction,the energy-saving properties of the building should also be considered.Therefore,a scientific management approach should be adopted to improve green building management.This paper primarily examines the importance of quality management in green building construction,along with the factors influencing it.It also identifies the quality issues present in current green building construction.Finally,it proposes measures for quality management in the green building construction process to facilitate the industry’s healthy development. 展开更多
关键词 Green building engineering Construction process control Quality management Construction publicity
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Whole-Process Project Cost Management Based on Building Information Modeling (BIM)
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作者 Liping Yan 《Journal of Architectural Research and Development》 2024年第4期57-62,共6页
The whole-process project cost management based on building information modeling(BIM)is a new management method,aiming to realize the comprehensive optimization and improvement of project cost management through the a... The whole-process project cost management based on building information modeling(BIM)is a new management method,aiming to realize the comprehensive optimization and improvement of project cost management through the application of BIM technology.This paper summarizes and analyzes the whole-process project cost management based on BIM,aiming to explore its application and development prospects in the construction industry.Firstly,this paper introduces the role and advantages of BIM technology in engineering cost management,including information integration,data sharing,and collaborative work.Secondly,the paper analyzes the key technologies and methods of the whole-process project cost management based on BIM,including model construction,data management,and cost control.In addition,the paper also discusses the challenges and limitations of the whole-process BIM project cost management,such as the inconsistency of technical standards,personnel training,and consciousness change.Finally,the paper summarizes the advantages and development prospects of the whole-process project cost management based on BIM and puts forward the direction and suggestions for future research.Through the research of this paper,it can provide a reference for construction cost management and promote innovation and development in the construction industry. 展开更多
关键词 building Information Modeling(BIM) Project cost management Data integration Information sharing Cost control
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Low Carbon Building Design Optimization Based on Intelligent Energy Management System
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作者 Zhenyi Feng NinaMo +2 位作者 ShujuanDai Yu Xiao Xia Cheng 《Energy Engineering》 EI 2023年第1期201-219,共19页
The construction of relevant standards for building carbon emission assessment in China has just started,and the quantitative analysis method and evaluation system are still imperfect,which hinders the development of ... The construction of relevant standards for building carbon emission assessment in China has just started,and the quantitative analysis method and evaluation system are still imperfect,which hinders the development of low-carbon building design.Therefore,the use of intelligent energy management system is very necessary.The purpose of this paper is to explore the design optimization of low-carbon buildings based on intelligent energy management systems.Based on the proposed quantitative method of building carbon emission,this paper establishes the quota theoretical system of building carbon emission analysis,and develops the quota based carbon emission calculation software.Smart energy management system is a low-carbon energy-saving system based on the reference of large-scale building energy-saving system and combined with energy consumption.It provides a fast and effective calculation tool for the quantitative evaluation of carbon emission of construction projects,so as to realize the carbon emission control and optimization in the early stage of architectural design and construction.On this basis,the evaluation,analysis and calculation method of building structure based on carbon reduction target is proposed,combined with the carbon emission quota management standard proposed in this paper.Taking small high-rise residential buildings as an example,this paper compares and analyzes different building structural systems from the perspectives of structural performance,economy and carbon emission level.It provides a reference for the design and evaluation of low-carbon building structures.The smart energy management system collects user energy use parameters.It uses time period and time sequence to obtain a large amount of data for analysis and integration,which provides users with intuitive energy consumption data.Compared with the traditional architectural design method,the industrialized construction method can save 589.22 megajoules(MJ)per square meter.Based on 29270 megajoules(MJ)per ton of standard coal,the construction area of the case is about 8000 m2,and the energy saving of residential buildings is 161.04 tons of standard coal.This research is of great significance in reducing the carbon emission intensity of buildings. 展开更多
关键词 Low carbon building design smart energy management system building structure evaluation carbon emission control energy saving control
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Determination of Effectiveness of Energy Management System in Buildings
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作者 Vivash Karki Roseline Mostafa +1 位作者 Bhaskaran Gopalakrishnan Derek R.Johnson 《Energy Engineering》 EI 2023年第2期561-586,共26页
Building Energy Management Systems(BEMS)are computer-based systems that aid in managing,controlling,and monitoring the building technical services and energy consumption by equipment used in the building.The effective... Building Energy Management Systems(BEMS)are computer-based systems that aid in managing,controlling,and monitoring the building technical services and energy consumption by equipment used in the building.The effectiveness of BEMS is dependent upon numerous factors,among which the operational characteristics of the building and the BEMS control parameters also play an essential role.This research develops a user-driven simulation tool where users can input the building parameters and BEMS controls to determine the effectiveness of their BEMS.The simulation tool gives the user the flexibility to understand the potential energy savings by employing specific BEMS control and help in making intelligent decisions.The simulation is developed using Visual Basic Application(VBA)in Microsoft Excel,based on discrete-event Monte Carlo Simulation(MCS).The simulation works by initially calculating the energy required for space cooling and heating based on current building parameters input by the user in the model.Further,during the second simulation,the user selects all the BEMS controls and improved building envelope to determine the energy required for space cooling and heating during that case.The model compares the energy consumption from the first simulation and the second simulation.Then the simulation model will provide the rating of the effectiveness of BEMS on a continuous scale of 1 to 5(1 being poor effectiveness and 5 being excellent effectiveness of BEMS).This work is intended to facilitate building owner/energy managers to analyze the building energy performance concerning the efficacy of their energy management system. 展开更多
关键词 buildingS energy management system demand controlled ventilation supply air temperature reset temperature setback control monte carlo simulation
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Discussion on Optimization Measures of Building Construction Management Technology
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作者 Chaomin Huang 《Journal of Architectural Research and Development》 2023年第1期17-24,共8页
Building construction needs have expanded in line with people's demands and the quality of life in today’s society.Therefore,the traditional construction management technology can no longer meet the current manag... Building construction needs have expanded in line with people's demands and the quality of life in today’s society.Therefore,the traditional construction management technology can no longer meet the current management and construction requirements,so it is necessary to further optimize the construction management technology.Therefore,this paper focuses on exploring measures regarding building construction technology optimization.Firstly,the paper briefly expounds its optimization value,then systematically analyzes some problems faced by the current housing construction management,and finally puts forward some targeted management optimization measures for future reference. 展开更多
关键词 building construction Construction management TECHNOLOGY OPTIMIZATION
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BMS电路板多模块协同热-力耦合建模及仿真分析
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作者 何莉萍 原江鑫 李耀东 《湖南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2024年第8期135-144,共10页
针对现有电动汽车电池管理系统(BMS)电路板研究仅仅考虑单一功能模块的温度场及其散热效果,缺乏考虑BMS多个功能模块在温度场和力场下的相互影响及协同效应的研究的情况,以某商用BMS电路板为研究对象,采用ANSYS构建了表征BMS多模块协同... 针对现有电动汽车电池管理系统(BMS)电路板研究仅仅考虑单一功能模块的温度场及其散热效果,缺乏考虑BMS多个功能模块在温度场和力场下的相互影响及协同效应的研究的情况,以某商用BMS电路板为研究对象,采用ANSYS构建了表征BMS多模块协同作用下的热-力耦合数值仿真分析模型并验证了其有效性.在此基础上,针对BMS电路板各功能模块温度场及热变形行为开展了数值仿真研究.结果表明:BMS电路板温度分布不均,最大温差达20.5℃.均衡模块存在积热,温度高达54.4℃.高温导致电路板组件发生热膨胀变形,同时电路板约束诱发均衡模块及供电模块边缘的贴片电阻出现热应力集中,两者共同作用致使BMS均衡模块、供电模块产生凸起翘曲变形,且Z轴热变形量随着温度升高而增大,最大变形量达9.5μm,应针对BMS电路板上积热模块开展散热优化设计. 展开更多
关键词 电动汽车 bms 多模块 温度场 热变形 热-力耦合 仿真分析
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浅析BMS电池管理系统高精度电流检测
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作者 朱佳超 《变频器世界》 2024年第6期77-81,共5页
在全球环境保护和可持续发展议题日益受到重视的背景下,新能源汽车已逐渐成为未来交通领域的关键发展方向。本文主要探讨了电池管理系统(BMS)的高精度电流检测技术。通过分析BMS电池管理系统的关键特性,强调了高精度电流检测对电池性能... 在全球环境保护和可持续发展议题日益受到重视的背景下,新能源汽车已逐渐成为未来交通领域的关键发展方向。本文主要探讨了电池管理系统(BMS)的高精度电流检测技术。通过分析BMS电池管理系统的关键特性,强调了高精度电流检测对电池性能和安全的重要性。文章介绍了磁通门技术的优势及其在高精度电流测量中的应用,指出该技术在降低零点误差、提高SOC精度以及系统安全性方面的突出表现。此外,浙江巨磁智能技术有限公司开发的CSM系列电流传感器,基于其自主知识产权的iFluxgate技术,展示了高精度、低温漂、发热量低等优点,在电动汽车及储能设备中具有广泛应用前景。 展开更多
关键词 电池管理系统 电流检测 bms SOC
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Fuzzy-AHP-Based Comprehensive Evaluation on Facility Management System of High-Rise Office Buildings 被引量:2
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作者 ZHANG Peihong,WANG Kan,WAN Huanhuan,MA Zhongjiao(School of Environment Engineering,Shenyang Jianzhu University,Shenyang,China,110168) 《沈阳建筑大学学报(自然科学版)》 CAS 北大核心 2011年第2期324-330,共7页
The present building facility management status in China resulted in many problems such as high energy consumption,failure of automation control,services failure and poor indoor air quality.Based on questionnaires and... The present building facility management status in China resulted in many problems such as high energy consumption,failure of automation control,services failure and poor indoor air quality.Based on questionnaires and interviews to professional engineers and building users,a comprehensive evaluation index system was established on facility management of high-rise office buildings.A Fuzzy AHP based upon hierarchy criteria system was established.A Fuzzy AHP Evaluation Model on Facility Management System was set up;α-cut analysis was introduced and incorporated with expert knowledge together,which made up the optimism index λ.The fuzzy optimum crisp weight of each criterion was resulted from data-mining.Case investigations were processed in high-rise office buildings in Shenyang.The results illustrated that indoor air quality,thermal comfort and life cycle cost were the most important indexes in the evaluation of Facility Management System of high rise office buildings.Residents in high-rise buildings in Shenyang pay less attention to maintenance management and environment protection.By comparison with the analysis result of Export Choice,Fuzzy AHP-based evaluation model could act as a scientific reference for the establishment of governmental standards in facility management area in building. 展开更多
关键词 building facility management evaluation index Fuzzy AHP indoor air quality thermal comfort
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Treatment Conditions of Building Wastes in China and Its Integrated Management Measures
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作者 刘丹 查坤 李启彬 《Journal of Southwest Jiaotong University(English Edition)》 2006年第1期83-88,共6页
The status of utilization and disposal of the building wastes are introduced on the basis of analysis of its compositions, genera- tion and effects on urban environment. The basic framework of the integrated building ... The status of utilization and disposal of the building wastes are introduced on the basis of analysis of its compositions, genera- tion and effects on urban environment. The basic framework of the integrated building waste management, including control of the sources, reduction of the integrated process and final disposal, are proposed in view of the problems existing in recovery of the building wastes and the experiences from the developed countries. 展开更多
关键词 building waste Treatment Integrated management STATUS
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Design and Management of Building's Resources
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作者 Ekaterina Sentova 《Journal of Civil Engineering and Architecture》 2014年第6期716-721,共6页
The developed modem control systems and buildings management resource systems would be effective if they are based on previously established optimal conditions during the building design. This is one of the key issues... The developed modem control systems and buildings management resource systems would be effective if they are based on previously established optimal conditions during the building design. This is one of the key issues for a responsible architecture. The focus of this paper is on sustainable design methods and techniques for saving resources and their management throughout the building lifecycle. The main subject of the present article is the characteristics of these methods and their fundamental role in sustainable resource management during the building operation. The results which are based on conducted case studies of European and international practice in the construction of sustainable buildings are implemented here. Key features of a comprehensive approach for design and construction are outlined via comparative analysis, as well as various systems for the evaluation of sustainability for already constructed buildings. The mostly used criteria and indicators for sustainability are systematized, including those related to resource consumption. By analyzing a specific example, the role of sustainable design methods is justified as an important prerequisite for effective management of building resources in the process building maintenance. According to the conducted studies, during the longest life cycle period of a building, by implementation of control systems and resource management of building, the costs are successfully optimized. Specific directions that prove the effectiveness of such systems are systematized in the paper. Innovative approaches, complex methods and measures for design and management of buildings resources are presented as results of this study. 展开更多
关键词 Sustainable design sustainable buildings bms building management System).
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Personnel Management in the Slovak Building Industry: Analysis of Small, Medium-Sized, and Big Building Companies
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作者 Filip Busina Martin Sikyr 《Journal of Modern Accounting and Auditing》 2014年第8期903-911,共9页
This paper summarizes the results of the authors' research conducted in November 2013 with the aim to analyze the organization and standards of the personnel management in the Slovak building industry. The research w... This paper summarizes the results of the authors' research conducted in November 2013 with the aim to analyze the organization and standards of the personnel management in the Slovak building industry. The research was based on the presumption that optimal mastering of the personnel management is a precondition of the success of each building company that wishes to be a continuously prosperous, competitive, and respected economic and social entity. Altogether, 76 small (less than 50 employees), 77 medium-sized (50-249 employees), and 21 big (250 and more employees) building companies operating in the territory of the Slovak Republic took part in the research. The results of the research showed that the concept of the personnel management in big building companies (in particular in comparison to most small companies but some medium-sized companies) was more strategic and systematic which is natural given the high numbers of employees of various professions who carry out manifold building works in a huge set of working conditions. However, from the point of view of the current economic development, all building companies have to develop their adaptability to the building market and their capability to master various building works. It is just the personnel management that is used to make it all up provided it is implemented efficiently in a purposeful way in order to keep the stable operation of the building company and satisfaction of various needs of stakeholders including but not limited to employees and clients. 展开更多
关键词 personnel management CONSTRUCTION building companies
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Virtual Reality Used in the Lighting System Management of a Building
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作者 Alcinia Zita Sampaio Miguel M. Ferreira Daniel P. Rosario 《Journal of Civil Engineering and Architecture》 2012年第6期682-689,共8页
The first component of a building implemented in a virtual prototype concerning the management of a building is a lighting system. It was applied in a study case. The interactive application allows the examination of ... The first component of a building implemented in a virtual prototype concerning the management of a building is a lighting system. It was applied in a study case. The interactive application allows the examination of the physical model, visualizing, for each element modeled in three-dimensions (3D) and linked to a database, the corresponding technical information concerned with the use of the material, calculated for different points in time during their life. The control of a lamp stock, the constant updating of lifetime information and the planning of periodical local inspections are attended on the prototype. This is an important mean of cooperation between collaborators involved in the building management. 展开更多
关键词 Data visualization collaborative environments virtual reality building management.
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Human Resource Management in the Building Industry: International Comparison
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作者 Filip Busina Martin Sikyr 《Journal of Modern Accounting and Auditing》 2014年第10期1060-1066,共7页
This paper summarizes the results of the international questionnaire survey which took place at the start of 2013 in order to examine, judge, and compare the implemented concept and procedures of human resource manage... This paper summarizes the results of the international questionnaire survey which took place at the start of 2013 in order to examine, judge, and compare the implemented concept and procedures of human resource management in the questioned building companies operating in the Visegrad Four countries (the Czech Republic, Hungary, Poland, and the Slovak Republic) and the Federal Republic of Germany, and proposes an optimal approach to human resource management in the context of the current and expected economic development. The questionnaire survey was based on the assumption that effective human resource management is a condition of the successful function of each building company and that human resource management is that area of management which distinguishes the successful building companies from the unsuccessful ones. In total, 202 companies from the Czech Republic, 105 companies from Hungary, 100 companies from Poland, 102 companies from the Slovak Republic, and 99 companies from the Federal Republic of Germany took part in the questionnaire survey. The results of the questionnaire survey showed that among the building companies questioned in individual countries, there was no substantial difference in the overall concept and in the partial procedures of human resource management. The implemented concept and procedures in the questioned building companies show significant merits and surprising shortcomings, whereas it is difficult to prove an unequivocal connection between the efficiency of human resource management and the success of building companies. This relationship is determined by a series of other political, economic, legal, social, cultural, technical, demographic, and natural effects which are not related to the efficiency of human resource management or to the performance of the workforce of building companies. 展开更多
关键词 building industry human resource management COMPETITIVENESS
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Human Resource Controlling and Human Resource Management: Practice of Small and Medium-Sized Building Companies in the Czech Republic
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作者 Filip Busina Martin Sikyr 《Journal of Modern Accounting and Auditing》 2014年第9期983-990,共8页
The aim of this paper is to define the nature, present the possibilities, and discuss the problems of using human resource controlling in small and medium-sized building companies. This paper is based on the assumptio... The aim of this paper is to define the nature, present the possibilities, and discuss the problems of using human resource controlling in small and medium-sized building companies. This paper is based on the assumption that expedient human resource controlling is an effective human resource management tool that achieves the required performance of employees and expected competitiveness of a building company. This paper uses the results of a questionnaire survey conducted in November 2013 to analyze human resource management in building companies in the Czech Republic and specify the organization and conditions of human resource management. Some 81 small (less than 50 employees) and 66 medium-sized (50-249 employees) building companies operating in the Czech Republic took part in the questionnaire survey. The results of the questionnaire survey showed the lack of concept and random nature of human resource management in most small and medium-sized building companies. Of course, in terms of the present economic trend, it is above all important for small and medium-sized companies to develop their adaptability to the building market and to be able to deal with a variety of construction works. It is effective human resource management supported by expedient human resources that serves this purpose. 展开更多
关键词 human resource management human resource controlling building industry small and medium-sizedcompanies
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Research on the Effectively Building Patterns of Talent Incentive and Cultural Atmosphere for Modern Enterprise Management
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作者 Zhang Penghui 《International Journal of Technology Management》 2016年第4期75-77,共3页
In this paper, we conduct research on the effectively building patterns of talent incentive and cultural atmosphere for modern enterprise management. Targeted incentive direction refers to the motivation, namely, to w... In this paper, we conduct research on the effectively building patterns of talent incentive and cultural atmosphere for modern enterprise management. Targeted incentive direction refers to the motivation, namely, to what kind of content to implement incentive. It has signifi cant effect on incentive effect. According to American psychologist Maslow’s hierarchy of needs theory, people’s behavior motives originated in fi ve kinds of need, namely: the physiological needs, security needs, belonging needs, respect for the needs and the self-actualization needs. People need not set in stone, which is a developing process from low to high, but the process is not a cascade of discontinuous jumping, but a continuous, the evolution of wave. Under this general basis, we propose the cultural atmosphere for modern enterprise management that is novel and innovative. 展开更多
关键词 TALENT INCENTIVE Modern ENTERPRISE management building PATTERNS ATMOSPHERE
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Technical Analysis of Green Construction Management of Large Public Buildings
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作者 Bosong Yi 《Journal of World Architecture》 2020年第5期27-30,共4页
With the development of the times and the improvement of the economic level,the people’s ideological consciousness has gradually changed,driven by the scientific concept of development and the concept of sustainable ... With the development of the times and the improvement of the economic level,the people’s ideological consciousness has gradually changed,driven by the scientific concept of development and the concept of sustainable development,the people have been able to realize that,traditionally,the extensive economic model has led to more serious damage to the environment,and caused a certain degree of resource waste,but also endangered human health.As a result,the concept of healthy living has received more and more widespread attention.The construction industry as an important pillar of China’s economic development,but also the implementation of the concept of sustainable development in China is one of the key points for the implementation of green construction of large public buildings,it is necessary to strengthen the management of technology,so in this paper,will be the main green construction of large public buildings management technology analysis work. 展开更多
关键词 Large public buildings Green construction management techniques
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Building Harmonious Community & Innovating Social Management and Services
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作者 Xu Baoshui +1 位作者 Ai Hong 《International Understanding》 2012年第3期10-13,共4页
Communities are the basic units as well as cell of the society. Community management and service is of fundamental significance for socia harmony, and also an important part of socia management innovation. Recent years
关键词 Innovating Social management and Services building Harmonious Community
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Deep Learning-Based Swot Analysis in Construction and Demolition Waste Management
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作者 R.Rema N.Nalanth 《Intelligent Automation & Soft Computing》 SCIE 2023年第5期1497-1506,共10页
Researchers worldwide have employed a varied array of sources to cal-culate the successful management of Construction and Demolition(C&DW).Limited research has been undertaken in the domain of Construction and Dem... Researchers worldwide have employed a varied array of sources to cal-culate the successful management of Construction and Demolition(C&DW).Limited research has been undertaken in the domain of Construction and Demoli-tion Waste Management(C&DWM)and consequently leaving a large gap in the availability of effective management techniques.Due to the limited time available for building removal and materials collection,preparing for building materials reuse at the end of life is frequently a challenging task.In this research work Con-volutional Neural Network-Long Short-Term Memory(CNN-LSTM)is proposed to predict the number of waste materials that are obtained from a building at the end of its useful life.As a result,an effective Waste Management(WM)plan has been established through SWOT analysis.The results of the study reveal that,given fundamental building characteristics,it is possible to predict the number of materials that would be collected with high precision from a building after demolition.The proposed deep learning models achieved an average R-squared value of 0.98 and a Mean Absolute Error of 18.1 and 20.14 better than existing methods such as random forest,CNN,and DBN(Data Bus Network). 展开更多
关键词 Waste management deep learning building materials strengths weaknesses OPPORTUNITIES threats analysis
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