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Frost suppression performance of an air source heat pump using sensible heat from indoor air to preheat outdoor air 利用室内显热预热室外空气的空气源热泵抑霜性能
IF 1.7 4区 工程技术 Q2 Engineering Pub Date : 2023-07-26 DOI: 10.1177/01436244231188708
Peng Wei, Zhiwei Wang, Hengli Feng, Sheng Wang, Jufang Fan
Frost forms on the surfaces of air source heat pump (ASHP) outdoor heat exchangers under heating mode in winter, when the surface temperature of the heat exchanger is lower than both 0°C and the ambient dew point temperature. This can reduce the coefficient of performance (COP) and heating capacity of the ASHP unit. A novel ASHP was examined using two rooms with the same size, orientation, and structure. To test the frost suppression performance of the novel system, two ASHPs of the same size and specifications, but one including a sensible-heat preheating device, were placed in the test platform rooms. By comparing and analyzing field-measured parameters such as COP, heat loss, and frost weight of the two ASHP units, the frost suppression performance of the novel ASHP was evaluated in severe, moderate, and mild frost areas. The results show that when the air conditions were −3.9°C and 98.7% in the moderate frost area and 3.2°C and 96.7% in the severe frost area, the novel ASHP showed significantly improved performance. The frost formation time increased from 25 min to 38.5 min, frost-defrost heat loss decreased by 31.6%–43.7%, frost weight decreased 11.8%–17.4%, and COP increased 7.4%–13.1% compared with those of the conventional ASHP. In the low temperature and mild frost area, when the air temperature was −11.8°C and the relative humidity was 88.8%, the frost suppression effect of the novel ASHP was unapparent. Practical application Affected by the climate, the operation performance of ASHP will be different. Different ASHP can be used to adapt to the weather in different regions. The novel ASHP can significantly suppress frost and improve the heating performance of the unit in the mild climate and frost serious areas.
在冬季供暖模式下,当空气源热泵(ASHP)室外换热器的表面温度低于0°C和环境露点温度时,其表面会结霜。这可以降低ASHP单元的性能系数(COP)和加热能力。使用两个大小、方向和结构相同的房间对一种新型ASHP进行了检查。为了测试新型系统的防冻性能,在测试平台室中放置了两个尺寸和规格相同的ASHP,但其中一个包括显热预热装置。通过比较和分析两种ASHP机组的COP、热损失和霜重等现场实测参数,评价了新型ASHP在重、中、轻度霜冻地区的抑霜性能。结果表明,当空气条件为−3.9°C和98.7%(中度霜冻地区)以及3.2°C和96.7%(重度霜冻地区)时,新型ASHP的性能显著提高。与传统ASHP相比,结霜时间从25分钟增加到38.5分钟,除霜热损失减少31.6%–43.7%,霜重减少11.8%–17.4%,COP增加7.4%–13.1%。在低温温和霜冻地区,当气温为−11.8°C,相对湿度为88.8%时,新型ASHP的抑霜效果较差。实际应用受气候影响,ASHP的运行性能会有所不同。不同的ASHP可以用来适应不同地区的天气。新型ASHP在温和气候和霜冻严重地区可以显著抑制霜冻,提高机组的供暖性能。
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引用次数: 0
A revised PMV model: From a physiological standpoint 一个修正的PMV模型:从生理学的角度
IF 1.7 4区 工程技术 Q2 Engineering Pub Date : 2023-07-25 DOI: 10.1177/01436244231191244
Lianfei Zhuang, Jingxin Huang, Ke Zhong
In the field of thermal comfort, the adaptive approach is widely used. However, the current main adaptive models correlate thermal comfort with outdoor temperature, and the PMV model is only concerned with behavioural adaptation. The purpose of this paper is to develop a revised PMV (rPMV) model that can account for both behavioural and psychological adaptation. From a physiological standpoint, psychological adaptation affects the actual neutral skin temperature and actual sensitivity to thermal load change, whereas these two parameters used in the PMV model have no relation to psychological adaptation. When using the actual neutral skin temperature and actual sensitivity to thermal load change, the rPMV model can thus account for both psychological and behavioural adaptation. The actual neutral skin temperatures and sensitivities for Shanghai residents in the autumn, as well as Nanjing residents in the summer and winter, were calculated using data from field experiments that measured environmental parameters and investigated thermal sensation. The results show that the rPMV model significantly improves thermal sensation prediction accuracy compared to the PMV model. According to the findings, the rPMV model can be used to create an energy-efficient and comfortable indoor environment. Practical applications: The thermal comfort prediction model assesses indoor climate, which has a significant impact on building energy consumption and thus its sustainability. The use of a good prediction model is critical to the success of building design. This paper develops a thermal comfort prediction model that can not only accurately predict thermal comfort of building occupant but also be used to design sustainable buildings.
在热舒适领域,自适应方法得到了广泛的应用。然而,目前的主要自适应模型将热舒适性与室外温度联系起来,PMV模型只关注行为适应。本文的目的是开发一个修正的PMV(rPMV)模型,该模型可以考虑行为和心理适应。从生理学的角度来看,心理适应影响实际的中性皮肤温度和对热负荷变化的实际敏感性,而PMV模型中使用的这两个参数与心理适应无关。因此,当使用实际中性皮肤温度和对热负荷变化的实际敏感性时,rPMV模型可以考虑心理和行为适应。使用现场实验的数据计算了上海居民秋季以及南京居民夏季和冬季的实际中性皮肤温度和敏感性,这些实验测量了环境参数并调查了热感。结果表明,与PMV模型相比,rPMV模型显著提高了热感预测的准确性。根据研究结果,rPMV模型可以用来创造一个节能舒适的室内环境。实际应用:热舒适性预测模型评估室内气候,这对建筑能耗及其可持续性有重大影响。良好的预测模型的使用对建筑设计的成功至关重要。本文开发了一个热舒适性预测模型,该模型不仅可以准确预测建筑使用者的热舒适性,而且可以用于可持续建筑的设计。
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引用次数: 0
Prediction models of bioaerosols inside office buildings: A field study investigation 办公楼内生物气溶胶的预测模型:实地研究调查
IF 1.7 4区 工程技术 Q2 Engineering Pub Date : 2023-07-19 DOI: 10.1177/01436244231189138
Dong Jiang, Xiaoqiang Gong, Zhengsong Xu, Kai Yuan, Zengwen Bu
Bioaerosols formed by microorganisms in the air directly affect people’s health. The air quality in an office building in Shenzhen, China, is investigated and pollutant levels measured on 36 occasions; six times for each of six indoor spaces. A relationship between indoor bioaerosols and environmental factors was determined using both linear regression analysis and Poisson regression analysis. Our results and analysis indicate that linear regression is a poor predictor for the concentration of bioaerosols based on a single indicator. In contrast, Poisson regression can better predict the concentration of bioaerosols, and PM10 may be the indicator with the greatest impact on bioaerosols. As a result, a simple, fast, and low-cost online monitoring method for monitoring indoor bioaerosols is developed and reported. Our paper provides first-hand basic data to predict the indoor bioaerosol concentration and helps to formulate appropriate monitoring guidelines. The proposed method offers more practical values compared to existing studies as our prediction model facilitates estimation of the concentration of bioaerosols at low cost. Additionally, due to the current maturity and low cost of indoor environmental sensors, the proposed method is suitable for large-scale deployment for most buildings. Practical application Based on measurement data from a real office building, our investigation explores the relationship between indoor microorganisms and building environmental indicators through a combination of probability analysis and actual measurement. We establish a novel indoor microbial prediction model using the Poisson regression model. Our work presents an effective, low-cost, method for estimating the concentration of bioaerosols and discusses the possibility for large-scale deployment of microbial monitoring equipment inside buildings which may then support real-time monitoring of indoor microbial concentration to provide healthy indoor environments for personnel.
空气中微生物形成的生物气溶胶直接影响人们的健康。对中国深圳某办公大楼进行了36次空气质量调查和污染物水平测量;六个室内空间各六次。采用线性回归分析和泊松回归分析确定了室内生物气溶胶与环境因子的关系。我们的结果和分析表明,基于单一指标的线性回归是一个很差的生物气溶胶浓度预测器。泊松回归可以较好地预测生物气溶胶的浓度,PM10可能是对生物气溶胶影响最大的指标。因此,开发并报道了一种简单、快速、低成本的室内生物气溶胶在线监测方法。本研究为预测室内生物气溶胶浓度提供了第一手的基础数据,有助于制定适当的监测指南。与现有的研究相比,该方法具有更大的实用价值,因为我们的预测模型有助于以低成本估计生物气溶胶的浓度。此外,由于目前室内环境传感器的成熟和低成本,该方法适用于大多数建筑物的大规模部署。本研究以实际办公建筑的测量数据为基础,采用概率分析与实际测量相结合的方法,探讨室内微生物与建筑环境指标之间的关系。利用泊松回归模型建立了一种新的室内微生物预测模型。我们的工作提出了一种有效、低成本的生物气溶胶浓度估算方法,并讨论了在建筑物内大规模部署微生物监测设备的可能性,这可能会支持室内微生物浓度的实时监测,为人员提供健康的室内环境。
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引用次数: 0
An overheating criterion for bedrooms in temperate climates: Derivation and application 温带气候下卧室过热标准的推导与应用
IF 1.7 4区 工程技术 Q2 Engineering Pub Date : 2023-06-27 DOI: 10.1177/01436244231183113
K. Lomas, Matthew Li
Adequate sleep is crucial to human health and well-being and elevated night-time temperatures can degrade sleep quality. European countries with temperate climates use temperature thresholds between 25°C and 28°C to identify homes that are overheated. The current UK bedroom threshold of 26°C, is based on one small study, which is now over 45 years old. An extensive literature review indicated that with modern summertime bedding and bedwear, which enables body coverage to be easily adjusted, thermal comfort can be achieved for night-time bedroom temperatures up to approximately 29°C. Temperatures measured in 591 bedrooms during England’s hottest ever summer, 2018, are re-analysed. The prevalences of night-time overheating generated by alternative criteria are compared with the prevalences generated by the established adaptive overheating criterion. Comparisons are made for homes with different dwelling and household characteristics. Finally, a new overheating criterion is proposed based on the mean night-time bedroom temperature, with thresholds between 26°C and 29°C depending on the application of the criterion. The allowable exceedance of the chosen threshold is limited to seven nights between May and September. Adopting thresholds of 27°C for vulnerable households and 28°C for others, 23% (5.5 million) of the main bedrooms in English homes were deemed to be overheated in the hot summer of 2018, far fewer than the 69% obtained using the current UK bedroom criterion. Irrespective of the threshold chosen, there were clear, consistent and significant differences in overheating prevalence depending on dwelling and household characteristics. The proposed new overheating criterion is applicable to unconditioned bedrooms in temperate regions. It seeks to strike a balance between the risk that hot bedrooms will be air-conditioned and the risk of temperatures detrimental to a “good nights’ sleep”. Practical Application A new overheating criterion is proposed to identify overheated bedrooms. It adopts the familiar format of a temperature threshold and an allowable exceedance. It is applicable in temperate climates when people are asleep in unconditioned bedrooms. The criterion is intended to aid the interpretation of night-time temperatures predicted by dynamic thermal models and temperature measurements in existing bedrooms. It is applicable to individuals of different heat sensitivity, the design of new homes or the refurbishment of existing homes. With further testing and refinement, it offers a credible replacement to the existing UK bedroom criterion given in CIBSE Guide A, TM59 and in other guides. It can thus underpin the new overheating regulations, Part O, for the design of new dwellings in England.
充足的睡眠对人类健康和幸福至关重要,夜间温度升高会降低睡眠质量。气候温和的欧洲国家使用25°C至28°C之间的温度阈值来识别过热的房屋。目前英国卧室的温度门槛是26°C,这是根据一项45年前的小型研究得出的。一项广泛的文献综述表明,使用现代夏季床上用品和床上用品,可以轻松调节身体覆盖范围,可以实现夜间卧室温度高达约29°C的热舒适。在英国有史以来最热的2018年夏天,591间卧室的温度被重新分析。将替代标准产生的夜间过热的发生率与已建立的适应性过热标准产生的发生率进行比较。对不同住宅和家庭特征的房屋进行了比较。最后,根据夜间卧室平均温度提出了一个新的过热标准,根据标准的应用,阈值在26°C到29°C之间。允许超过所选阈值的时间限于5月至9月之间的7个晚上。采用27°C和28°C的阈值,在2018年炎热的夏天,英国家庭中23%(550万)的主卧室被认为过热,远低于使用当前英国卧室标准获得的69%。无论所选择的阈值如何,根据住宅和家庭特征,过热患病率存在明显、一致和显著的差异。提出的新的过热标准适用于温带地区的无空调卧室。它试图在热卧室有空调的风险和温度不利于“晚上睡个好觉”的风险之间取得平衡。提出了一种新的过热标准来识别过热的卧室。它采用熟悉的温度阈值和允许超出的格式。当人们在没有空调的卧室里睡觉时,它适用于温带气候。该标准旨在帮助解释通过动态热模型和现有卧室的温度测量预测的夜间温度。适用于不同热敏度的人士、新屋的设计或现有屋的翻新。通过进一步的测试和改进,它为CIBSE指南a, TM59和其他指南中给出的现有英国卧室标准提供了可靠的替代品。因此,它可以为英国新住宅设计的新过热法规(Part O)提供支持。
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引用次数: 1
The influence of different offset modes on the drainage characteristics of a double stack drainage system in a high-rise building 不同偏移方式对高层建筑双层排水系统排水特性的影响
IF 1.7 4区 工程技术 Q2 Engineering Pub Date : 2023-06-07 DOI: 10.1177/01436244231180596
Ruoying Chen, Xin Yan, Yu Shang, Y. Guan, Zheng Fang
To meet the functional requirements of high-rise buildings, drainage stacks usually employ an offset pipe in the structural transfer floor. At the offset point, the flow direction changes and the air pressure fluctuates, which significantly influences the drainage system capacity and water seal effectiveness. Different offset modes have different degrees of influence on drainage characteristics. To better understand the influence of different offset modes on drainage characteristics, five different test conditions in double stack building drainage systems were established and investigated. DS1 was a standard double-stack drainage system with anti-reflux H-tube joints for every two floor levels. The remaining four systems were developed from DS1 by adopting various offset pipes (or pipe joints) on the fourth floor. DS2 adopted an S-shape offset pipe joint at the offset point. DS3 adopted double S-shape offset pipe joints. DS4 adopted a 1.0-m-long horizontal offset pipe. DS5 adopted a 1.5-m-long horizontal offset pipe. The pressure fluctuations and water seal losses were chosen as the experimental parameters to determine the maximum discharge capacity according to the Standard for Capacity Test of Vertical Pipe of the Domestic Residential Drainage System CJJ/T 245. The experimental results demonstrated that the installation of offset pipes (or pipe joints) contributed to the abrupt positive pressure and severe water seal losses at the position where flow direction shifted. As the length of the offset pipe increased, the positive pressure was more severe, and maximum discharge capacity was minor. The relationships among the maximum discharge rate, pressure fluctuation limits, and water seal losses are discussed. Lastly, a nondimensional analysis was adopted to understand the relationship between water seal losses and pressure limit values under different discharge rates for current test facilities. Practical application: Pipe offset has the potential to influence a drainage system discharge capacity. As the length of the horizontal offset pipe increases, the discharge capacity will decrease. In the actual design, the length of the offset pipe section should be reduced and this study demonstrates that the application of S-shape offset pipe joints is an efficient solution.
为了满足高层建筑的功能要求,排水立管通常在结构转换层采用偏置管。在偏移点处,流动方向发生变化,空气压力波动,这对排水系统的容量和水封效果产生了显著影响。不同的偏移方式对排水特性有不同程度的影响。为了更好地了解不同偏移模式对排水特性的影响,建立并研究了双层建筑排水系统的五种不同试验条件。DS1是一种标准的双层排水系统,每两层楼都有防回流H型管接头。剩下的四个系统是在DS1的基础上开发的,在四楼采用了各种偏置管(或管接头)。DS2在偏移点采用S型偏移管接头。DS3采用双S型偏置管接头。DS4采用了1.0米长的水平偏置管。DS5采用1.5米长的水平偏置管。根据《生活排水系统立管容量试验标准》CJJ/T 245,选取压力波动和水封损失作为试验参数,确定最大排水量。实验结果表明,在流动方向发生变化的位置,安装偏置管(或管接头)会导致突然的正压和严重的水封损失。随着偏置管长度的增加,正压越大,最大泄流量越小。讨论了最大流量、压力波动极限和水封损失之间的关系。最后,采用无量纲分析来了解当前试验设施在不同流量下水封损失与压力极限值之间的关系。实际应用:管道偏移有可能影响排水系统的排水能力。随着水平偏置管长度的增加,排放能力将降低。在实际设计中,应减少偏置管段的长度,本研究表明,应用S形偏置管接头是一种有效的解决方案。
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引用次数: 0
Artificial neural network modelling for predicting classical air pressure profile curves in building drainage systems 人工神经网络模型用于预测建筑排水系统中的经典气压剖面曲线
IF 1.7 4区 工程技术 Q2 Engineering Pub Date : 2023-06-02 DOI: 10.1177/01436244231180600
I. Mahapatra, M. Gormley
Water trap seal loss can lead to the ingress of foul odours from the sewer network carrying harmful pathogens which can affect the health of building occupants. This loss is due to excessive negative or positive pressures within the system as a consequence of rapidly changing flow due to the unsteady nature of air and water flow discharges from appliances. This pressure regime within the system is often represented by a pressure profile along the height of the main vertical stack in the Building Drainage System (BDS). Experimental data from peer-reviewed literature and data from a unique 34-storey drainage test rig have been used as pressure profile data (Test data) for an Artificial Neural Network (ANN) model. Discharge input height (storey number) and discharge flow rate are considered to be the two independent input parameters and the pressure along the vertical stack is considered to be the output. In this work, both a Feed Forward and Back Propagation (FFBP) ANN model and a Radial Basis Function (RBF) ANN model have been used to train the algorithm. The work has confirmed the applicability of the FFBP-ANN model for steady two-phase fluid flow phenomena in BDS and allows for the prediction of pressures in a system for which no pressure data exists, by the prediction of modelled weights, based only on its physical and flow characteristics. Practical Application: Of great concern to designers of building drainage systems (BDS) is the control of pressure fluctuations within the system to prevent water trap seal loss. Prediction of a pressure profile based on the characteristics of the building – e.g. height, location of water discharge, discharge flow rate and ventilation type, would therefore increase confidence in designs, particularly in tall buildings. The work presented here addresses, for the first time, the applications of two ANN models for predicting the pressure profile in the BDS vertical stack of multi-storey buildings.
脱水器密封损失会导致下水道网络中携带有害病原体的恶臭进入,从而影响建筑物居住者的健康。这种损失是由于系统内的负压或正压过大,这是由于设备排出的空气和水流的不稳定性质导致流量快速变化的结果。系统内的这种压力状态通常由建筑物排水系统(BDS)中沿主垂直烟囱高度的压力剖面表示。来自同行评审文献的实验数据和来自独特的34层排水试验台的数据已被用作人工神经网络(ANN)模型的压力剖面数据(试验数据)。排放输入高度(层数)和排放流量被认为是两个独立的输入参数,沿垂直烟囱的压力被认为是输出。在这项工作中,前馈和反向传播(FFBP)人工神经网络模型和径向基函数(RBF)人工神经模型都被用来训练算法。这项工作已经证实了FFBP-ANN模型对BDS中稳定两相流体流动现象的适用性,并允许通过仅基于其物理和流动特性预测建模权重来预测不存在压力数据的系统中的压力。实际应用:建筑排水系统(BDS)的设计者非常关心的是控制系统内的压力波动,以防止脱水器密封损失。因此,根据建筑物的特征(如高度、排水位置、排水流速和通风类型)预测压力剖面将提高设计的信心,尤其是在高层建筑中。本文首次介绍了两个人工神经网络模型在预测多层建筑BDS垂直烟囱压力剖面中的应用。
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引用次数: 0
Evaluation of new dew point evaporative cooler heat and mass exchanger designs with different geometries 不同几何形状的新型露点蒸发冷却器热交换器设计的评价
IF 1.7 4区 工程技术 Q2 Engineering Pub Date : 2023-05-30 DOI: 10.1177/01436244231179456
M. Sulaiman, A. Adham
In this study four new geometries of heat and mass exchanger for dew point evaporative cooling are investigated and their performance is compared to that of the commonly used flat plate and corrugated plate exchangers. In the proposed exchangers, each dry channel is completely enclosed by its adjacent wet channels, and each wet channel is completely enclosed by its adjacent dry channels (related detailed information is presented graphically in this paper). In addition, a robust numerical model was developed and is examined under various operational and geometrical conditions. The analysis showed that the proposed dew point evaporative coolers improve the chilled air temperature, water consumption, cooling capacity, and energy efficiency. In particular, the circular concentric tube exchanger, under certain operating conditions (inlet air temperature, humidity ratio, and velocity of 40°C, 6 g/kg, and 3 m/s, respectively), could produce the lowest chilled air temperature of 9.6°C and the highest wet bulb and dew point effectiveness of 148% and 99%, respectively. Additionally, water consumption is reduced to 1.34 L/hr for an inlet air velocity of 1 m/s. A triangular tube exchanger achieved the highest cooling capacity and coefficient of performance, but consumed the largest amount of water. Our geometrical analysis demonstrates that the overall performance of dew point evaporative cooling systems can be improved by employing new geometries for heat and mass exchanger channels. Practical application: The dew point evaporative cooler is an environmentally friendly air conditioning system used in buildings. It is considered the strongest candidate to replace vapour-compression refrigeration systems because it consumes considerably less electricity while achieving high performance. Our research demonstrates that through revised geometry it is possible to further improve the performance of the system leading to improved energy and water efficiency.
在本研究中,研究了四种用于露点蒸发冷却的新型热质交换器,并将其性能与常用的平板和波纹板交换器进行了比较。在所提出的换热器中,每个干通道被其相邻的湿通道完全封闭,每个湿通道被其邻近的干通道完全封闭(相关详细信息如本文所示)。此外,还建立了一个稳健的数值模型,并在各种操作和几何条件下进行了检验。分析表明,所提出的露点蒸发冷却器提高了冷冻空气的温度、耗水量、冷却能力和能源效率。特别是,圆形同心管换热器在某些操作条件下(入口空气温度、湿度比和速度分别为40°C、6 g/kg和3 m/s),可产生9.6°C的最低冷冻空气温度和148%和99%的最高湿球和露点效率。此外,对于1m/s的入口空气速度,耗水量降低到1.34L/hr。三角管换热器的冷却能力和性能系数最高,但耗水量最大。我们的几何分析表明,通过采用新的热交换器和质量交换器通道几何形状,可以提高露点蒸发冷却系统的整体性能。实际应用:露点蒸发冷却器是一种用于建筑的环保型空调系统。它被认为是取代蒸汽压缩制冷系统的最有力的候选者,因为它在实现高性能的同时消耗的电力要少得多。我们的研究表明,通过修改几何形状,可以进一步提高系统的性能,从而提高能源和水的效率。
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引用次数: 1
Solving the comfort-retrofit conundrum through post-occupancy evaluation and multi-objective optimisation 通过入住后评估和多目标优化解决舒适性改造难题
IF 1.7 4区 工程技术 Q2 Engineering Pub Date : 2023-05-05 DOI: 10.1177/01436244231174354
Chuan-Rui Yu, Xuan Liu, Qian-Cheng Wang, Dujuan Yang
Developing appropriate building retrofit strategies is a challenging task. This case study presents a multi-criteria decision-supporting method that suggests optimal solutions and alternative design references with a range of diversity at the early exploration stage in building retrofit. This method employs a practical two-step method to identify critical comfort and energy issues and generate optimised design options with multi-objective optimisation based on a genetic algorithm. The first step is based on a post-occupancy evaluation, which cross-refers benchmarking and correlation and integrates them with non-linear satisfaction theory to extract critical comfort factors. The second step parameterises previous outputs as objectives to conduct building simulation practice. The case study is a typical post-war highly glazed open-plan office in London. The post-occupancy evaluation result identifies direct sunlight glare, indoor temperature, and noise from other occupants as critical comfort factors. The simulation and optimisation extract the optimal retrofit strategies by analysing 480 generated Pareto fronts. The proposed method provides retrofit solutions with a criteria-based filtering method and considers the trade-off between the energy and comfort objectives. The method can be transformed into a design-supporting tool to identify the key comfort factors for built environment optimisation and create sustainability in building retrofit. Practical application : This study suggested that statistical analysis could be integrated with parametric design tools and multi-objective optimisation. It directly links users’ subjective opinions to the final design solutions, suggesting a new method for data-driven generative design. As a quantitative process, the proposed framework could be automated with a program, reducing the human effort in the optimisation process and reducing the reliance on human experience in the design question defining and analysis process. It might also avoid human mistakes, e.g. overlooking some critical factors. During the multi-objective optimisation process, large numbers of design options are generated, and many of them are optimised at the Pareto front. Exploring these options could be a less human effort-intensive process than designing completely new options, especially in the early design exploration phase. Overall, this might be a potential direction for future study in generative design, which greatly reduce the technical obstacle of sustainable design for high building performance.
制定适当的建筑改造策略是一项具有挑战性的任务。本案例研究提出了一种多标准决策支持方法,该方法在建筑改造的早期探索阶段提出了具有一系列多样性的最佳解决方案和替代设计参考。该方法采用实用的两步方法来识别关键的舒适性和能源问题,并通过基于遗传算法的多目标优化生成优化设计选项。第一步是基于入住后评估,该评估交叉参考基准和相关性,并将它们与非线性满意度理论相结合,以提取关键的舒适因素。第二步将以前的输出参数化,作为进行建筑模拟实践的目标。案例研究是伦敦一个典型的战后高度玻璃化的开放式办公室。入住后评估结果将阳光直射眩光、室内温度和其他入住者的噪音确定为关键的舒适因素。模拟和优化通过分析480个生成的Pareto前沿来提取最佳改造策略。所提出的方法为改造解决方案提供了基于标准的滤波方法,并考虑了能量和舒适度目标之间的权衡。该方法可以转化为设计支持工具,以确定建筑环境优化的关键舒适因素,并在建筑改造中创造可持续性。实际应用:本研究表明,统计分析可以与参数设计工具和多目标优化相结合。它直接将用户的主观意见与最终的设计方案联系起来,为数据驱动的生成设计提供了一种新的方法。作为一个定量过程,所提出的框架可以通过程序实现自动化,减少优化过程中的人力投入,并减少设计问题定义和分析过程中对人力经验的依赖。它还可以避免人为错误,例如忽略一些关键因素。在多目标优化过程中,生成了大量的设计选项,其中许多选项在Pareto前沿进行了优化。与设计全新的选项相比,探索这些选项可能是一个不那么耗费人力的过程,尤其是在早期的设计探索阶段。总的来说,这可能是未来生成设计研究的一个潜在方向,这将大大减少可持续设计对高建筑性能的技术障碍。
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引用次数: 3
Practical applications 实际应用
IF 1.7 4区 工程技术 Q2 Engineering Pub Date : 2023-05-01 DOI: 10.1177/01436244231171273
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引用次数: 0
A novel hybrid Harris hawk optimization and sine cosine algorithm based home energy management system for residential buildings 一种新型的基于Harris hawk优化和正弦余弦算法的住宅住宅能源管理系统
IF 1.7 4区 工程技术 Q2 Engineering Pub Date : 2023-04-26 DOI: 10.1177/01436244231170387
K. Paul, Debolina Hati
Smart grid technology has given users the ability to regulate their home energy in a much more effective manner. In such scenarios, Home Energy Management (HEM) potentially becomes an arduous task, as it necessitates the optimal scheduling of smart appliances in order to reduce energy usage. In this research, a hybrid Harris Hawk Optimization-Sine Cosine Algorithm (hHHO-SCA) has been proposed to develop a meta-heuristic-based HEM system. The hybridization of HHO with SCA has been done to enhance the exploration and exploitation stages of HHO, hence improving its global search phase and effectively optimizing the energy usages. In addition to this, several knapsacks are utilized to guarantee that load demand for power users does not surpass a certain level during the peak hours. In terms of electricity prices and Peak to Average Ratio (PAR) reduction, the hybridization is demonstrated to be beneficial in achieving the objectives. Simulations are performed for a multi-family housing complex with a range of smart equipment. The results achieved with the proposed approach suggest that hHHO-SCA has been comparatively efficient in terms of cost reduction, and PAR, when compared to the other optimization techniques. Practical Application. This home energy management system can be applied to optimally schedule all the smart appliances in a building to minimize electricity consumption and provide the consumer with potential savings in electricity costs.
智能电网技术使用户能够以更有效的方式调节家庭能源。在这种情况下,家庭能源管理(HEM)可能成为一项艰巨的任务,因为它需要智能家电的最佳调度,以减少能源使用。在本研究中,提出了一种混合Harris Hawk优化-正弦余弦算法(hHHO-SCA)来开发基于元启发式的HEM系统。将HHO与SCA进行杂交,提高了HHO的探索和开发阶段,从而改进了其全局搜索阶段,有效地优化了能量利用。除此之外,为了保证用电高峰时段电力用户的负荷需求不超过一定的水平,还使用了几个背包。在电价和峰值平均比(PAR)降低方面,杂交被证明有利于实现目标。对具有一系列智能设备的多户住宅综合体进行了模拟。使用该方法获得的结果表明,与其他优化技术相比,hHHO-SCA在降低成本和PAR方面相对有效。实际的应用程序。这种家庭能源管理系统可以应用于优化调度建筑物中的所有智能电器,以最大限度地减少电力消耗,并为消费者提供潜在的电力成本节约。
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引用次数: 1
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Building Services Engineering Research & Technology
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