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[ANT]: A Machine Learning Approach for Building Performance Simulation: Methods and Development [ANT]:一种基于机器学习的建筑性能仿真方法
Pub Date : 2019-02-07 DOI: 10.21625/ARCHIVE.V3I1.442
Mahmoud Abdelrahman, Ahmed Toutou
In this paper, we represent an approach for combining machine learning (ML) techniques with building performance simulation by introducing four methods in which ML could be effectively involved in this field i.e. Classification, Regression, Clustering and Model selection . Rhino-3d-Grasshopper SDK was used to develop a new plugin for involving machine learning in design process using Python programming language and making use of scikit-learn module, that is, a python module which provides a general purpose high level language to nonspecialist user by integration of wide range supervised and unsupervised learning algorithms with high performance, ease of use and well documented features. ANT plugin provides a method to make use of these modules inside RhinoGrasshopper to be handy to designers. This tool is open source and is released under BSD simplified license. This approach represents promising results regarding making use of data in automating building performance development and could be widely applied. Future studies include providing parallel computation facility using PyOpenCL module as well as computer vision integration using scikit-image.
在本文中,我们提出了一种将机器学习(ML)技术与建筑性能模拟相结合的方法,通过引入四种方法,ML可以有效地参与该领域,即分类,回归,聚类和模型选择。使用Rhino-3d-Grasshopper SDK开发一个新的插件,使用Python编程语言和scikit-learn模块,将机器学习纳入设计过程。scikit-learn模块是一个Python模块,通过集成广泛的有监督和无监督学习算法,为非专业用户提供一种通用的高级语言,具有高性能,易用性和文档完备的特性。ANT插件提供了一种方法来使用RhinoGrasshopper中的这些模块,以方便设计人员。该工具是开源的,并在BSD简化许可下发布。这种方法在利用数据进行楼宇性能自动化开发方面取得了可喜的成果,可以广泛应用。未来的研究包括使用PyOpenCL模块提供并行计算功能以及使用scikit-image进行计算机视觉集成。
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引用次数: 5
Parametric Approach for Multi-Objective Optimization for Daylighting and Energy Consumption in Early Stage Design of Office Tower in New Administrative Capital City of Egypt 埃及新行政首都办公楼早期设计采光与能耗多目标参数化优化
Pub Date : 2019-02-07 DOI: 10.21625/ARCHIVE.V3I1.426
Ahmed Toutou
In the last few years, great improvements have been achieved in building optimization methods. Mustapha Sadeghipour Roudasri and others found new tools ” Ladybug, Honeybee and Butterfly” which could gather many simulation engines and visualization tools ” Energyplus, OpenStudio, Radiance, Daysim, CFD, OpenFOAM, etc ”. Consequently, These simulation engines will integrate with parametric modeling in Grasshopper and multiobjective optimization through Octopus plug-in to form an early stage parametric optimization framework in one canvas. This paper aims at finding the suitable plane shape and building configurations for multi-objective optimization to the daylighting levels and energy consumption of office tower building in the new administrative capital city in Egypt through parametric based optimization method. One of the most commonly used plan shapes of these types of buildings was studied. This shape and many building configurations ”WWR, window material, wall material and shading devices” were parametrically modeled. These Parameters will form many tradeoffs which will be simulated and optimized by the previous framework. Spatial Daylight Autonomy ”SDA300/50%” is examined to optimize Daylighting while Energy Use Intensity ” EUI” is used for energy consumption optimization. Multi-Objective Optimization was performed by genetic algorithms via Octopus plug-in. The near optimum design for plan shape and building configuration to balance between daylighting and energy consumption is achieved and will be a reference model for office tower buildings in this zone in Egypt which is under rapid development. The framework used in this study will guide designers to find effective solutions for early-stage design of office building in one canvas without any conflict between several engines and scripts.
在过去的几年里,建筑优化方法取得了很大的进步。Mustapha Sadeghipour Roudasri等人发现了新的工具“Ladybug, Honeybee and Butterfly”,它可以聚集许多仿真引擎和可视化工具“Energyplus, OpenStudio, Radiance, Daysim, CFD, OpenFOAM等”。因此,这些仿真引擎将与Grasshopper中的参数化建模和通过Octopus插件的多目标优化相结合,在一个画布中形成一个早期的参数化优化框架。本文旨在通过基于参数的优化方法,对埃及新行政首都办公大楼的采光水平和能耗进行多目标优化,寻找合适的平面形状和建筑构型。研究了这类建筑最常用的平面形状之一。这种形状和许多建筑配置“WWR,窗户材料,墙壁材料和遮阳装置”被参数化建模。这些参数将形成许多权衡,这些权衡将由前面的框架模拟和优化。空间日光自主性(SDA300/50%)用于优化采光,能源使用强度(EUI)用于优化能耗。通过章鱼插件,采用遗传算法进行多目标优化。实现了平面形状和建筑结构的接近最佳设计,以平衡采光和能耗,将成为埃及该地区快速发展的办公大楼的参考模型。本研究中使用的框架将指导设计师在一个画布中找到有效的解决方案,从而避免多个引擎和脚本之间的冲突。
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引用次数: 8
Bridging the Gap Between Theory and Practice in the Urban Design Process: Towards a Multi-disciplinary Approach 弥合城市设计过程中理论与实践的差距:走向多学科的方法
Pub Date : 2019-02-07 DOI: 10.21625/ARCHIVE.V3I1.435
Moureen Asaad, M. Khalifa, A. Elrahman
The city is a complex living organism mostly affected by decisions taken whether they are political, organizational, or design decisions. Such decisions vary in scale starting with planning, urban design, and architectural scales. Urban design has been commonly agreed to occupy a hypothetical intersection between planning and architecture. It emerged to bridge the disciplinary gap between architecture and planning. Since 1960s urban design literature attempted to define what good urban design and good city form is, and the process to achieve it; yet in practice the end product doesn’t always achieve high quality in terms of urban design initial objectives. Over the last decades, the gap between disciplinary dreams in theory and real outcomes translated as urban design product of different practices has been growing in the field of urban planning and urban design. Since the urban design product does not meet its expected objectives in theory then something must be wrong with it, and a thorough investigation must come in order to perceive such gap. The Research aims to answer two main questions regarding urban design through examining the Urban Design Process; the first is whether the urban design process is capable to bridge the multidisciplinary gap? And the second question is with the little knowledge and lack of success criteria for the urban design process; how can the success of urban design be measured?
城市是一个复杂的生命体,主要受政治、组织或设计决策的影响。从规划、城市设计和建筑规模开始,这些决策的规模各不相同。城市设计通常被认为是规划和建筑之间的一个假想交叉点。它的出现是为了弥合建筑和规划之间的学科差距。自20世纪60年代以来,城市设计文献试图定义什么是好的城市设计和好的城市形态,以及实现它的过程;然而,在实践中,最终产品并不总是达到城市设计初始目标的高质量。在过去的几十年里,在城市规划和城市设计领域,理论上的学科梦想与不同实践的城市设计产品之间的差距越来越大。既然城市设计产品在理论上没有达到预期目标,那么它一定出了问题,必须进行彻底的调查才能发现这种差距。本研究旨在通过对城市设计过程的考察,回答关于城市设计的两个主要问题;第一个问题是,城市设计过程是否有能力弥合多学科的差距?第二个问题是对城市设计过程知之甚少,缺乏成功标准;如何衡量城市设计的成功?
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引用次数: 0
Sustainable Neighborhoods in Arab world; a Path Towards Sustainability 阿拉伯世界的可持续社区;可持续发展之路
Pub Date : 2019-02-07 DOI: 10.21625/ARCHIVE.V3I1.437
Samah M. El-khateeb
In the last years, the world has jumped rapidly towards more urbanisation, and for the first time in the history in 2008 urban population exceeded the rural population. By 2050, it is expected that two-thirds of the world population will live in urban areas. As a result of this rapid urbanisation worldwide, Sustainable Neighbourhoods SN emerged as a significant formation of cities that help in achieving sustainable development. The 2030 Agenda for Sustainable Development included this sustainability aim through the Sustainable Development Goal 11. This goal aims to “make cities and human settlements inclusive, safe, resilient and sustainable.”The Sustainable City in Dubai is located in the United Arab Emirates, the development and construction started in 2014, and 95% of the site was completed in mid of 2016. The development of the Sustainable City shows that the occupation residents will have many incentives to buy a villa and live in the city such as free rooftop solar systems, open landscaped gardens, free Green Star rated home appliances, zero net maintenance fees, and zero net service charges. Additionally, the sustainable city in Dubai is an educational hub for sustainable design. It sponsored many students through its agreements with different universities and research labs. This research aims to understand the case of the sustainable city in Dubai as an Example of SN in the Arab world. The research will start with a literature review that identifies all related terminologies to SN, besides a comprehensive analysis of some fundamental principles of SN design. A case study analysis will be done including; site visit, and applying one of the principles of SN on the sustainable city in Dubai to understand and explore the sustainability principles in it.
在过去的几年里,世界迅速向城市化发展,2008年城市人口在历史上第一次超过了农村人口。到2050年,预计世界三分之二的人口将生活在城市地区。作为全球快速城市化的结果,可持续社区作为一种重要的城市形态出现,有助于实现可持续发展。《2030年可持续发展议程》通过可持续发展目标11纳入了这一可持续性目标。这一目标旨在“使城市和人类住区具有包容性、安全性、复原力和可持续性”。迪拜可持续城市位于阿拉伯联合酋长国,2014年开始开发和建设,2016年中期完成95%的场地。可持续城市的发展表明,职业居民将有许多激励措施购买别墅并在城市生活,例如免费的屋顶太阳能系统,开放的景观花园,免费的绿星评级家电,零净维护费和零净服务费。此外,迪拜的可持续城市是可持续设计的教育中心。它通过与不同大学和研究实验室的协议资助了许多学生。本研究旨在了解迪拜可持续城市的案例,并将其作为阿拉伯世界可持续城市的范例。本研究将从文献综述开始,确定所有与SN相关的术语,并对SN设计的一些基本原则进行全面分析。案例研究分析将包括;实地考察,并将SN的原则之一应用于迪拜的可持续城市,了解和探索其中的可持续原则。
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引用次数: 2
Optimization Study of Parametric Thermal Bimetal Material Module for Green Building in Tropical Humid Climate 热带湿润气候下绿色建筑参数化热双金属材料模块优化研究
Pub Date : 2019-02-07 DOI: 10.21625/ARCHIVE.V3I1.445
Syarifah Ismailiyah Al Athas
The largest energy consumption that we use is the consumption of electrical energy in terms of meeting the lighting needs and building air conditioning requirements (World Energy Consumption, 2016). According to the Ministry of Energy and Mineral Resources (2017), Indonesia’s largest energy use in commercial buildings is for flight systems (63%), lighting systems (20%), vertical transportation (7%) electronic devices (10%). The use of energy in the fulfillment of excessive needs result in worsening conditions on earth. Data can be a reflection of how the condition of the earth that we live at this time. Energy savings should be made to reduce the damage already occurring on this earth such as electricity usage savings, optimization of use of materials, the use of motor vehicles that cause air pollution, and others. The way that can be used to reduce artificial energy use is to utilize the existing passive building design such as the use of solar energy that can be maximized during the day, so that the use of electrical energy for lamps and artificial air conditioning. reduced. In addition, it can also be considered the optimal use of wind direction and speed that can suppress the use of Air Conditioner (AC) in excess. Building envelope with bimetal thermal material module application is part of kinetic architecture via biomimicry approach. Kinetic architecture is a concept where buildings are designed to allow parts of buildings to move without compromising the unity of the structural system. Approaches that can be applied in green building design is by optimizing bimetal material module that utilizes the thermal coefficient of a material. With this approach, building envelopes are improvised so that they can adapt to the existing environment. This research take location of case study in Kampung Juminahan, Yogyakarta, Indonesia which has characters of comunal housing.
就满足照明需求和建筑空调要求而言,我们使用的最大能源消耗是电能消耗(世界能源消耗,2016)。根据能源和矿产资源部(2017年)的数据,印尼商业建筑中最大的能源使用是飞行系统(63%)、照明系统(20%)、垂直运输(7%)电子设备(10%)。为了满足过度需求而使用能源会导致地球状况恶化。数据可以反映我们此时的地球状况。应该节约能源,以减少地球上已经发生的损害,如节约用电、优化材料使用、使用造成空气污染的机动车辆等。减少人工能源使用的方法是利用现有的被动式建筑设计,例如在白天最大限度地使用太阳能,从而将电能用于灯具和人工空调。减少。此外,还可以认为是对风向和风速的最佳利用,可以抑制空调(AC)的过度使用。双金属热材料模块应用的建筑围护结构是通过仿生学方法实现的动力学建筑的一部分。动力建筑是一个概念,在这个概念中,建筑物的设计允许建筑物的部分移动,而不影响结构系统的统一性。可应用于绿色建筑设计的方法是通过优化利用材料热系数的双金属材料模块。采用这种方法,建筑围护结构是临时搭建的,以便它们能够适应现有环境。本研究以印尼日惹的Kampung Juminahan为个案研究地点,该地区具有社区住房的特点。
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引用次数: 2
Sustainable Energy in the Middle East 中东的可持续能源
Pub Date : 2019-02-07 DOI: 10.21625/ARCHIVE.V3I1.439
Eslam Ahmed
The main purpose of this paper is to illustrate and show the differences and capabilities if renewable energy sources in the Middle East region and how using renewable energy will affect the future of the community.
本文的主要目的是说明和展示中东地区可再生能源的差异和能力,以及使用可再生能源将如何影响社区的未来。
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引用次数: 0
A Simplified Model for the Estimation of Solar Cell Efficiency Based on the Air Mass Effect 基于空气质量效应的太阳能电池效率估算简化模型
Pub Date : 2019-02-07 DOI: 10.21625/ARCHIVE.V3I1.441
H. Al-Taani, Mohammad Al-Addous, Zakariya Dalalah, Aiman Albatayneh, N. Y. Ayoub
In this manuscript, a model for approximating the electrical power efficiency of the solar cells in relation with the air mass effect has been presented based on simple physical assumptions and in accordance with the solar radiation distribution. The model has been developed in correspondence with the air mass effect on the radiation intensity and wavelength and taking into account the energy gap effect of the silicon material.
在本文中,根据太阳辐射的分布,在简单的物理假设的基础上,提出了一个近似太阳电池的电能效率与气团效应的关系的模型。该模型是根据空气质量对辐射强度和波长的影响而建立的,并考虑了硅材料的能隙效应。
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引用次数: 0
Properties of PMMA Bone Cement Modified with Nano-hydroxyapatite and Acetone 纳米羟基磷灰石和丙酮改性PMMA骨水泥的性能研究
Pub Date : 2019-01-01 DOI: 10.21625/ARCHIVE.V2I4.393
A. Zaza, M. Habib, N. Fatahalla
Fracture in the adjacent levels is one of the consequences to the use of commercial poly methylmethacrylate (PMMA) bone cement. Modified PMMA with a reduced Young’s modulus was found to be safer for cancellous bone augmentation procedures. The aim of this research was to study the effect of adding hydroxyapatite (HA) nano-particles and acetone on different properties of PMMA cement. A commercial PMMA cement was used as a model for bone cement. Three groups of modified PMMA/nano-HA were investigated by adding 2, 4 and 6 wt. % of HA. Acetone as a porogen mixed with distilled water in different amounts (A/W: 1:1, 2:1.5 and 2:1g) was used to produce porous PMMA cement. The residual monomer, polymerization and mechanical properties under tension and compression tests were investigated. Young’s modulus detected from compression test decreased from 826.5±10 to 728±66 MPa by adding 6wt.% HA. Adding acetone to PMMA with 2:1.5g (A/W) has decreased the compressive Young’s modulus to 753±38 MPa. High Performance Liquid Chromatography (HPLC) measurements were carried out with intervals of 2 hours, 6 hours and 24 hours to evaluate the residual monomer for all groups. The amount of residual monomer has decreased after 24 hours of curing by adding acetone and nano-HA. Modifying PMMA by HA and acetone have inconsistent effect on the polymerization temperature. It was concluded that HA and acetone can be used to reduce the stiffness and residual monomer with enhanced biocompatibility of the commercial PMMA bone cement.
邻近节段骨折是使用商用聚甲基丙烯酸甲酯(PMMA)骨水泥的后果之一。改良PMMA与降低杨氏模量被发现是更安全的松质骨增强程序。本研究的目的是研究羟基磷灰石(HA)纳米颗粒和丙酮的加入对PMMA水泥不同性能的影响。采用商用PMMA水泥作为骨水泥模型。通过添加2、4和6 wt. %的HA,研究了三组改性PMMA/纳米HA。以丙酮为破孔剂,与不同量的蒸馏水(a /W: 1:1、2:1.5和2:1g)混合制备多孔PMMA水泥。研究了残余单体、聚合以及拉伸和压缩试验的力学性能。加入6wt后,压缩试验测得的杨氏模量由826.5±10 MPa降至728±66 MPa。%公顷。丙酮以2:1.5g (A/W)加入PMMA后,压缩杨氏模量降至753±38 MPa。采用高效液相色谱法(HPLC)测定,时间间隔为2小时、6小时和24小时,评估各组残留单体。加入丙酮和纳米透明质酸,固化24小时后单体残留量有所减少。丙烯酸甲酯和丙酮改性PMMA对聚合温度的影响不一致。结果表明,羟基磷灰石和丙酮可以降低商用PMMA骨水泥的刚度和残留单体,提高其生物相容性。
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引用次数: 3
Integrative Framework of Kansei Engineering (KE) and Kano Model (KM) applied to Light Bulb Changer Kansei Engineering(KE)和Kano Model(KM)的集成框架在灯泡更换器中的应用
Pub Date : 2019-01-01 DOI: 10.21625/ARCHIVE.V2I4.392
S. Backar
Currently, any industries face higher competition in their business pertinent to the customers' demands and product design requirements. Customer requirements and satisfaction measurement can be achieved through various methods. This paper presents an integrative framework of Kansei engineering (KE) and Kano model, applied to a product (light bulb changer LBC). KE captures and translates the emotional needs of the customer (Kansei), whereas Kano model is inserted into it to investigate the relationship between service quality attribute performance and Kansei. On this research, the integration between KE and KM in product development approach is applied though a daily life product as a case study (LBC product). The results show that the mechanical mechanism consisting of spring fingers with pvc, round grip and plastic telescopic pole is preferred by customers. This study found that the perceived or quality attributes are influenced by the emotional design or Kansei response. It provides the useful spectrum to other researchers to gain more powerful product development in the future, and stay on the customer satisfaction and requirement track.
目前,任何行业在与客户需求和产品设计要求相关的业务中都面临着更高的竞争。顾客要求和满意度测量可以通过各种方法来实现。本文提出了Kansei工程(KE)和Kano模型的集成框架,并将其应用于一个产品(灯泡更换器LBC)。KE捕捉并翻译了客户(Kansei)的情感需求,而Kano模型则被插入其中,以研究服务质量属性绩效与Kansei之间的关系。在本研究中,以日常生活产品(LBC产品)为例,应用产品开发方法中KE和KM的集成。结果表明,由聚氯乙烯弹簧指、圆形握把和塑料伸缩杆组成的机械机构受到客户的青睐。这项研究发现,感知或质量属性受到情绪设计或感性反应的影响。它为其他研究人员提供了有用的频谱,以在未来获得更强大的产品开发,并保持在客户满意度和需求的轨道上。
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引用次数: 1
A Feasibility Study Evaluating the Efficiency of Fine Coal Washing Using Gravity Separation Methods 评价重选细煤洗选效率的可行性研究
Pub Date : 2019-01-01 DOI: 10.21625/ARCHIVE.V2I4.394
A. Modiga, N. Sosibo, N. Singh, Getrude Marape
Coal mining and washing activities in South Africa often lead to the generation of fine and ultra-fine coal which is in most cases discarded due to high handling and transportation costs. Studies conducted revealed that a large quantity of these fines have market acceptable calorific values and lower ash contents. In order to reduce fines discarded, processes have been developed to re-mine and process the fine coal discards with the aim of improving the calorific value, adding them to coarse washed coal to increase the yield as well as pelletizing the fines so as to meet the market specifications in terms of size. The goal of this study was to evaluate the efficiency of fine coal washing using gravity separation methods and comparing the products thereof to the market specifications with regards to the calorific value and the ash content. Coal fines from the No.4 lower seam of the Witbank coalfield in South Africa resulting from a dry coal sorting plant were subjected to a double-stage spiral test work, heavy liquid separation and reflux classifier test work respectively. The reflux classifier achieved products with low ash content and an increased calorific value, at high mass yields. At higher fluidization water flowrate, the reflux classifier performance was superior to that of the spirals with products of lower ash content and higher calorific value. At low cut point densities, heavy liquid separation yielded the cleanest products with very low ash content but at much lower mass yields. As the density increased, the mass yields increased with the ash content while the calorific value decreased. Most of the products from the different processes met most of the local industries’ specifications but none of them met the export market as well as the gold and uranium industry specifications due to the high ash content.
南非的煤炭开采和洗选活动经常产生细煤和超细煤,由于处理和运输成本高,这些煤在大多数情况下被丢弃。进行的研究表明,大量这些细粉具有市场可接受的热值和较低的灰分含量。为了减少废细煤,开发了对废细煤进行再开采和加工的工艺,以提高热值,将其加入粗洗煤中以提高产量,并将细煤制成球团,使其在粒度上满足市场规格。本研究的目的是评估用重选方法洗选细煤的效率,并将其产品与市场规格进行热值和灰分含量的比较。对南非Witbank煤田下4煤层干煤分选厂产煤粉分别进行了双阶段螺旋试验、重液分离试验和回流分级试验。回流分类器在高质量产量下获得了低灰分和高热值的产品。在高流态化水流量条件下,回流分级机性能优于螺旋分级机,产品灰分含量较低,热值较高。在低切割点密度下,重液分离得到最干净的产品,灰分含量很低,但质量收率低得多。随着密度的增加,质量产率随灰分含量的增加而增加,而热值则降低。不同工艺生产的产品大多符合当地大部分行业的要求,但由于灰分高,没有一种产品符合出口市场和金、铀行业的要求。
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引用次数: 2
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