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Nearly-optimal control for energy, thermal, and storage loads with energy disaggregation monitoring: A case of residential management for the elderly 利用能量分解监测对能源、热能和储存负荷进行近乎最优控制:一个老年人住宅管理案例
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-05-22 DOI: 10.1049/smc2.12052
Christos Tsaknakis, Christos Korkas, Kalliopi Pippi, Christos Athanasiadis, Vasiliki Alexopoulou, Elias Kosmatopoulos, Vassilis C. Nikolaidis, Theofilos Papadopoulos

The increase in the ageing of the population calls for advanced monitoring and actuation systems for the smart control and management of elderly households that should manage to optimise multi-objective control problems. This study proposes a state-of-art approach, based on Approximate Dynamic Programming, that tackles multiple challenges, aiming to maximise the energy efficiency, the electricity cost reduction, the user comfort, and the load monitoring of a typical Greek residency (simulated in EnergyPlus), including both controllable and uncontrollable loads, an energy storage system, and power generation units. The article presents the various simulated loads, pricing schemes under Greek regulations and variety of control strategies that are co-ordinately used to minimise the defined objective functions in contrast to the current state-of-the-art approaches. The latter either focus on single objective problems or use simpler iterative and often limited to specific variables, approaches for multi-objective control. Finally, the presented results provide insights for the optimal and safe residential management and validate the performance of the proposed control strategy in comparison with alternative demand response strategies, offering improved performance by 20% in terms of energy efficiency, cost reduction, and thermal comfort.

随着人口老龄化的加剧,需要先进的监测和驱动系统来智能控制和管理老年家庭,这些系统应该能够优化多目标控制问题。本研究提出了一种基于近似动态规划的最先进的方法,该方法解决了多种挑战,旨在最大限度地提高能源效率、降低电力成本、用户舒适度和典型希腊住宅的负荷监测(在EnergyPlus中模拟),包括可控和不可控负荷、储能系统和发电单元。本文介绍了各种模拟负载,希腊法规下的定价方案和各种控制策略,这些策略与当前最先进的方法相比,协调使用以最小化定义的目标函数。后者要么专注于单一目标问题,要么使用更简单的迭代,通常仅限于特定变量,多目标控制方法。最后,本文的研究结果为优化和安全的住宅管理提供了见解,并与其他需求响应策略进行了比较,验证了所提出的控制策略的性能,在能源效率、成本降低和热舒适方面提高了20%。
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引用次数: 0
An approach for selecting optimal locations for electric vehicle solar charging stations 电动汽车太阳能充电站最佳选址方法研究
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-05-10 DOI: 10.1049/smc2.12058
Sinem Hisoglu, Anu Tuominen, Aapo Huovila

Electric vehicles (EVs) are seen as a solution to reduce transport-related greenhouse gas emissions. A major obstacle to wider adoption is the insufficient amount of charging stations. Furthermore, supplying charging stations with renewable energy is still in its infancy. The selection of optimal locations for charging stations is important to best serve the users and maximise the possibilities of renewable energy use. Given this background, this study developed an approach for Solar-supplied Electric Vehicle Charging Station (EVCS) location selection by combining EVCS and solar farm site selection studies using Geographical Information System (GIS) and Analytic Hierarchy Process (AHP). The study determined the most important criteria for site selection based on previous solar and EVCS site selection studies and expert opinions. The 10 most important criteria according to the survey results were: availability of power, solar energy potential, solar panel installation cost, number of EVs, operation and management costs, land cost, distance from roads/highways, distance from current EVCSs, industrial capability of installation and distance to high population density centres. The importance weights of these criteria were assigned using AHP method. The findings are expected to benefit urban planners, decision-makers, and researchers designing solar-supplied EV charging infrastructure.

电动汽车(ev)被视为减少交通相关温室气体排放的解决方案。普及电动汽车的一个主要障碍是充电站数量不足。此外,为充电站提供可再生能源仍处于起步阶段。选择充电站的最佳位置对于为用户提供最好的服务和最大限度地利用可再生能源非常重要。在此背景下,本研究利用地理信息系统(GIS)和层次分析法(AHP),将太阳能电动汽车充电站(EVCS)选址研究与太阳能发电场选址研究相结合,提出了一种太阳能电动汽车充电站选址方法。该研究根据之前的太阳能和EVCS选址研究和专家意见确定了最重要的选址标准。根据调查结果,10个最重要的标准是:电力供应、太阳能潜力、太阳能电池板安装成本、电动汽车数量、运营和管理成本、土地成本、距离道路/高速公路的距离、距离现有电动汽车中心的距离、安装的工业能力以及距离人口密度高的中心的距离。采用层次分析法确定各指标的重要度权重。研究结果有望使城市规划者、决策者和设计太阳能供电的电动汽车充电基础设施的研究人员受益。
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引用次数: 2
A research on data integration and application technology of urban comprehensive pipe gallery based on three-dimensional geographic information system platform 基于三维地理信息系统平台的城市综合管廊数据集成与应用技术研究
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-04-29 DOI: 10.1049/smc2.12056
Yufang Huang, Hongtao Peng, Xiaoxiao Fang, Tingyan Xing

Three-dimensional Geographic Information System (3D GIS) technology is often used in geology, mining, hydrology and other fields. It is also used in intelligent management of urban comprehensive pipe gallery projects, because the real environment with the sky, ground, and underground can be intuitively simulated in the virtual reality environment by 3D GIS platform. Through the research on data integration and application technology of urban comprehensive pipe gallery, the 3D model of comprehensive pipe gallery project data can be created based on Building Information Modelling and GIS technologies, and a comprehensive underground pipelines network management information system has been developed to realise the integration of various data, including 3D data of comprehensive pipe gallery model and underground pipe network model, 2D or 3D GIS data of the ground and underground etc. On this basis, the functions of intelligent planning and approval management, the safety analysis and disaster prevention planning and decision-making of urban comprehensive pipe gallery projects can be further realised. The research results have been applied to the planning and construction process management of the comprehensive pipe gallery project in the sub-centre of Beijing.

三维地理信息系统(3D GIS)技术经常应用于地质、采矿、水文等领域。在城市综合管廊工程的智能管理中也有应用,因为三维GIS平台可以在虚拟现实环境中直观地模拟天空、地面、地下的真实环境。通过对城市综合管廊数据集成与应用技术的研究,基于建筑信息建模和GIS技术,建立了综合管廊工程数据的三维模型,开发了综合地下管网管理信息系统,实现了综合管廊模型和地下管网模型的三维数据的集成;地面和地下等的二维或三维GIS数据。在此基础上,进一步实现城市综合管廊工程的智能化规划审批管理、安全分析和防灾规划决策等功能。研究成果已应用于北京市副中心综合管廊工程的规划和施工过程管理。
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引用次数: 1
Reshaping the tourist movement in historical urban areas for enhancing architecture conservation: Historical district of Koya city as a case study 重塑历史城区的旅游运动以加强建筑保护——以高屋市历史街区为例
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-04-25 DOI: 10.1049/smc2.12055
Zhiry Hawez Baiz, Cemil Atakara

Architectural strategy in the conservation field should be on both levels, tangible and intangible. The conservation of the non-tangible part includes signs and symbols. It transmits in various ways, like oral, artistic, and literary forms of expression. The visitor of historical places can participate in non-tangible conservation if the architect makes the visitor attracted to the sites. To make the visitor see the values of the sites, the visitor should move to different parts in different directions instead of seeing a few buildings and monuments. The study aims to increase visitor activity to promote non-physical conservation. Many places like Koya city have a very high architectural value but it is still neglected and uncovered by visitors. Researchers made observations to demonstrate the general characteristics of the district, then designed a questionnaire to collect the required data, specifying the locations they mostly visit, determining the paths they have taken, defining the areas visitors rarely visit, and alleys they do not go through for various reasons, gradually becoming a neglected place. Finally, the study conducted space syntax analysis based on pedestrian movement to reshape the visitor's movement. Based on the findings, the study will design strategies to enhance tourist movement and conserve non-tangibles.

保护领域的建筑策略应包括有形和无形两个层面。非物质部分的保护包括符号和符号。它以各种方式传播,如口头、艺术和文学形式的表达。如果建筑师能让参观者对历史遗址产生兴趣,他们就能参与到非物质保护中来。为了让游客看到遗址的价值,游客应该在不同的方向上移动到不同的地方,而不是看到一些建筑和纪念碑。这项研究旨在增加游客活动,以促进非自然保育。像高屋市这样的许多地方具有很高的建筑价值,但仍然被游客忽视和发现。研究人员通过观察来展示该地区的一般特征,然后设计一份问卷来收集所需的数据,指定他们最常访问的位置,确定他们走过的路径,定义游客很少访问的区域,以及他们因各种原因不经过的小巷,逐渐成为一个被忽视的地方。最后,基于行人运动进行空间句法分析,重塑游客运动。根据研究结果,该研究将设计促进旅游活动和保护非有形物质的策略。
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引用次数: 0
Using digital technologies to plan and manage the pipelines network in city 利用数字技术对城市管网进行规划和管理
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-04-24 DOI: 10.1049/smc2.12054
Yufang Huang, Hongtao Peng, Luxin Wen, Tingyan Xing

Promoting the intelligent level of urban pipelines network planning and management is an important way to improve the rational development and utilisation of urban underground space and ensure the safe operation of urban infrastructure systems. The research on using the rapid and visual expression technology of 3D pipelines network model data, which has the functions of techno-economic indexes calculation and automatic comparison of underground pipeline construction projects, effectively avoids possible errors in manual calculation and comparison and improves the efficiency and accuracy of the digital declaration process for project planning. In the 3D Geographic Information Systems (GIS) platform environment, this research help to develop many analysis and approval functions based on the data of the underground pipelines network model and the integrated pipes gallery Building Information Modelling, such as evaluating the compliance, feasibility and scientific of the planning scheme of the underground pipeline construction project, comparing the completion data with the data approved by the administrative departments of the project, evaluating the consistency of them and judging the compliance of the project completion data. The application results of some actual projects cases show that this research can improve the efficiency of planning declaration and approval analysis.

提升城市管网规划管理的智能化水平,是提高城市地下空间合理开发利用、保障城市基础设施系统安全运行的重要途径。研究利用具有地下管道建设项目技术经济指标计算和自动比对功能的三维管网模型数据快速可视化表达技术,有效避免了人工计算、比对中可能出现的误差,提高了项目规划数字化申报流程的效率和准确性。本研究在三维地理信息系统(GIS)平台环境下,基于地下管网模型和综合管廊建筑信息模型的数据,开发了地下管道建设项目规划方案的合规性、可行性和科学性评估、竣工数据与项目管理部门审批数据的比对等诸多分析审批功能;评估它们的一致性,判断项目完成数据的合规性。一些实际工程案例的应用结果表明,该研究可以提高规划申报和审批分析的效率。
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引用次数: 0
Robust scheduling of power system considering social costs and environmental concerns 考虑社会成本和环境因素的电力系统鲁棒调度
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-04-07 DOI: 10.1049/smc2.12053
Alireza Arab Bafrani, Alireza Rezazade, Mostafa Sedighizadeh

One of the most significant problems of the modern electricity markets is to deal with renewable energy resources (RERs) scheduling. The RER generations face severe stochastic behaviour, such that short-term scheduling of them is also complicated. To overcome this drawback, using hydro pumped storage units (HPSUs) as a fast response and eco-friendly technology can help to smooth fluctuations of these types of generations and consequently to appropriately dispatch all generations in the energy and reserve market. This article suggests a stochastic optimisation model to optimally operate thermal power plants as well as HPSUs in the day ahead energy and reserve market. Optimisation aims to minimise operation costs, emissions, and social costs subject to several technical constraints. There is an intrinsic deviation between predicted and actual uncertainty variables in the power system. This article presents a stochastic optimal operation model based on robust optimisation. To improve the flexibility of the proposed market, the curtailed demand as a demand response programme (DRP) is taken into consideration. The CPLEX solver of the GAMS software is used to solve the proposed model which has been formulated as a robust mixed integer linear problem (RMILP). The effectiveness of the proposed model is evaluated by applying the offered model to the 9-bus test power system.

可再生能源调度是现代电力市场面临的重要问题之一。RER代面临着严重的随机行为,因此它们的短期调度也很复杂。为了克服这一缺点,使用抽水蓄能机组(hpsu)作为一种快速响应和环保的技术,可以帮助平滑这些类型代的波动,从而在能源和储备市场中适当地调度所有代。本文提出了一种随机优化模型,用于提前能源和备用市场下火电厂和高压机组的优化运行。优化的目的是最大限度地降低运营成本、排放和社会成本,受到一些技术限制。在电力系统中,预测的不确定性变量与实际的不确定性变量之间存在着内在的偏差。提出了一种基于鲁棒优化的随机优化运行模型。为了提高拟议市场的灵活性,已减少的需求作为需求响应计划(DRP)被考虑在内。利用GAMS软件的CPLEX求解器对该模型进行求解,并将其表述为鲁棒混合整数线性问题(RMILP)。将该模型应用于9母线测试电源系统,验证了该模型的有效性。
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引用次数: 1
Adopting metaverse-related mixed reality technologies to tackle urban development challenges: An empirical study of an Australian municipal government 采用元宇宙相关的混合现实技术应对城市发展挑战:对澳大利亚市政府的实证研究
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-02-14 DOI: 10.1049/smc2.12051
Aaron An

Fast-growing urban areas bring challenges to government authorities. The urban planning system in Australia is still very analogue with paper-based systems as standard practice. Two-dimensional document-based blueprints and Geographic Information System (GIS) maps do not always give stakeholders and investors the necessary insights. By exploring Mixed Reality (MR) application at the municipal government level, this research explains how metaverse-related immersive technologies can assist the government in better engaging with stakeholders and potential partners to improve their understanding of the urban environment and showcase future city developments to foster new opportunities and contribute to the development of the real living world.

快速发展的城市地区给政府当局带来了挑战。澳大利亚的城市规划系统仍然非常类似于纸质系统作为标准做法。基于二维文件的蓝图和地理信息系统(GIS)地图并不总能给利益相关者和投资者提供必要的见解。通过探索混合现实(MR)在市政府层面的应用,本研究解释了与超现实相关的沉浸式技术如何帮助政府更好地与利益相关者和潜在合作伙伴接触,以提高他们对城市环境的理解,并展示未来城市的发展,以培育新的机会,为现实生活世界的发展做出贡献。
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引用次数: 3
Forecast of area-scale behaviours of behind-the-metre solar power and load based on smart-metering net demand data 基于智能计量净需求数据的米后太阳能发电和负荷的区域尺度行为预测
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-01-27 DOI: 10.1049/smc2.12050
Ayumu Miyasawa, Shogo Akira, Yu Fujimoto, Yasuhiro Hayashi

Local energy self-sufficiency, in which the supply and demand of electricity are controlled such that the generated power from distributed energy resources (DERs) is consumed locally based on a power supply-and-demand forecast, mitigates the burden on the power system and contributes to the efficient use of DERs in smart cities. However, widely available smart metres cannot measure behind-the-metre pure demand and generation from prosumers. Pure demand and generation forecasts without additional metering contribute to advanced supply-and-demand control in smart cities, including demand response. This study proposes a method of forecasting spatio-temporal behaviours of behind-the-metre pure demand and generation by focussing on the information of net demand distribution observable from the smart metres; the proposed method initially predicts the spatio-temporal net demand distribution with a combined forecaster based on the persistence and non-parametric regression models, and then separately estimates the behind-the-metre pure demand and generation by using demand forecast result of neighbouring pure-consumers extracted by considering the area-scale behaviours of the smart metering data. The simulation results demonstrate that the proposed method provides accuracy comparable to forecasts conducted by directly measuring pure demand and generation, without requiring the installation of additional metres.

当地能源自给自足,即控制电力供应和需求,使分布式能源(DERs)产生的电力根据电力供需预测在当地消耗,减轻了电力系统的负担,并有助于智能城市中分布式能源的有效利用。然而,广泛使用的智能电表无法测量电表背后的纯需求和产消者的发电量。无需额外计量的纯需求和发电量预测有助于智能城市的先进供需控制,包括需求响应。本研究提出了一种通过关注从智能电表观察到的净需求分布信息来预测表后纯需求和发电的时空行为的方法;该方法首先利用基于持续回归模型和非参数回归模型的组合预测器预测净需求的时空分布,然后根据智能电表数据的区域尺度行为提取邻近纯用户的需求预测结果,分别估计表后纯需求和发电量。模拟结果表明,该方法的准确度与直接测量纯需求和发电量的预测相当,而无需安装额外的电表。
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引用次数: 2
Distributed energy sharing algorithm for Micro Grid energy system based on cloud computing 基于云计算的微电网能源系统分布式能量共享算法
IF 2.3 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2023-01-04 DOI: 10.1049/smc2.12049
Wenwei Su, Yan Shi

The reduction of adverse environmental effects and the socioeconomic advantages of renewable energy systems promote greater integration of distributed energy systems into the traditional electrical networks. A new type of sharing economy is emerging with the sharing of energy resources to reduce transaction costs by using platform services in the cloud. Given the obstacles posed by the legacy system and various forms of renewable energy integration, Distributed Energy and Micro Grids (DE-MG) are an efficient means of raising the quality of energy services. Rules for microgrid scalability, maintaining a budget, and security can make this difficult. Consumers are better at receiving the best renewable energy allotment price using a cloud-based Peer-to-Peer (P2P) network. The main objective is to lower the daily energy cost of microgrid power in commercial buildings. In the proposed work, cloud-based P2P for peer-Multi Agent System (p-MAS) optimization techniques are used to reduce system peak and integrated Demand Response (DR) with Energy Management System (EMS) in a commercial MG. To fill knowledge gaps about how various power market architectures and individual decision-making processes impact local interactions and market outcomes, cloud-based P2P for Modelling Leveraging Agents (MLA) is used for bill calculation. A performance measure is finally created for cost evaluation and reliability to measure the social benefits of cloud-based P2P models for exchanging energy. For various price environments and resource types, a comparison between the proposed cloud-based P2P model with an existing P2P model for exchanging energy is provided. The primary use of a distributed P2P model for exchanging power in a microgrid is to reduce electricity costs and increase grid environment reliability.

可再生能源系统可减少对环境的不利影响,并具有社会经济优势,这促进了分布式能源系统与传统电网的进一步融合。一种新型的共享经济正在兴起,通过共享能源资源,利用云平台服务降低交易成本。鉴于传统系统和各种形式的可再生能源集成所带来的障碍,分布式能源和微电网(DE-MG)是提高能源服务质量的有效手段。微电网的可扩展性、维持预算和安全性等方面的规则可能会使其难以实现。利用基于云的点对点(P2P)网络,消费者可以更好地获得最佳的可再生能源分配价格。主要目标是降低商业建筑微电网电力的日常能源成本。在提议的工作中,基于云的 P2P 对等多代理系统(p-MAS)优化技术被用于降低系统峰值,并将需求响应(DR)与能源管理系统(EMS)集成到商业 MG 中。为了填补关于各种电力市场架构和个人决策过程如何影响本地互动和市场结果的知识空白,基于云的 P2P 建模杠杆代理(MLA)被用于账单计算。最后,为成本评估和可靠性创建了一个性能衡量标准,以衡量基于云的 P2P 能源交换模型的社会效益。针对不同的价格环境和资源类型,对所提出的基于云的 P2P 模型与现有的 P2P 能源交换模型进行了比较。分布式 P2P 模式在微电网中交换电力的主要用途是降低电力成本和提高电网环境可靠性。
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引用次数: 0
A bibliometric and scientometric review of research on crowdsourcing in smart cities 智慧城市众包研究的文献计量学和科学计量学综述
IF 3.1 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2022-11-25 DOI: 10.1049/smc2.12048
Youtao Jiang, Bowen Guo, Xunda Zhang, Hongxin Tian, Yue Wang, Ming Cheng

The smart city model for operation and governance of modern cities requires huge quantities of data about people and the environment to support related applications, and crowdsourcing is effective for collecting and processing such data. Numerous reviews of the literature on crowdsourcing and smart cities as separate research fields have been published. Research on the intersection of the two is relatively new and lacks a systematic literature review. This study applies bibliometric and scientometric research methods and the research tools to study 367 related publications retrieved from the Web of Science database. Keyword co-occurrence analysis was conducted to find the distribution of publications, research cooperation, and major research areas. Document co-citation analysis was used to examine the domain knowledge structure, and citation burst detection was used to identify trends in research in this topic area. The analysis results clarify the research content and evolutionary context and reveal emerging research trends.

现代城市运行和治理的智慧城市模式需要大量的人和环境数据来支持相关应用,而众包是收集和处理这些数据的有效途径。许多关于众包和智慧城市作为独立研究领域的文献评论已经发表。对两者交集的研究相对较新,缺乏系统的文献综述。本研究运用文献计量学和科学计量学的研究方法和研究工具,对Web of Science数据库中检索到的367篇相关出版物进行了研究。通过关键词共现分析,发现论文发表情况、科研合作情况和主要研究领域。论文共被引分析用于检测领域知识结构,引文爆发检测用于识别该主题领域的研究趋势。分析结果明确了研究内容和进化背景,揭示了新兴的研究趋势。
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引用次数: 0
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