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Data Center Environmental Burden Reduction Through On-Site Renewable Power Generation 通过现场可再生能源发电减轻数据中心的环境负担
Pub Date : 2024-03-12 DOI: 10.1115/1.4065053
Matthew McMullen, A. Wemhoff
The energy demands from data centers contribute greatly to water scarcity footprint and carbon emissions. Understanding the use of on-site renewable power generation is an important step to gain insight into making data centers more sustainable. This novel study examines the impact of on-site solar or wind energy on data center water scarcity usage effectiveness (WSUE) and carbon usage effectiveness (CUE) at a U.S. county scale for a given data center size, water consumption level, and energy efficiency. The analysis uncovers combinations of specific metrics associated with grid-based carbon emissions and water scarcity footprint that enable predictions of the improvements anticipated when implementing on-site solar or wind energy. The implementation of on-site renewables has the most benefit in reducing carbon footprint in areas with high existing grid-based emissions such as the western side of the Appalachian Mountains (e.g., central and eastern Kentucky). The largest benefit in reducing water scarcity footprint is generally seen in counties with low water scarcity compared to adjacent areas (e.g., northern California).
数据中心的能源需求极大地加剧了水资源短缺和碳排放。了解现场可再生能源发电的使用情况是深入了解如何使数据中心更具可持续性的重要一步。这项新颖的研究以美国县为单位,在给定数据中心规模、用水水平和能源效率的情况下,考察了现场太阳能或风能对数据中心水资源稀缺利用效率(WSUE)和碳利用效率(CUE)的影响。分析发现了与基于电网的碳排放和水稀缺足迹相关的特定指标组合,从而能够预测在实施现场太阳能或风能时预期的改善效果。在阿巴拉契亚山脉西侧(如肯塔基州中部和东部)等现有电网碳排放量较高的地区,实施现场可再生能源对减少碳足迹的益处最大。与邻近地区(如加利福尼亚州北部)相比,缺水程度较低的县通常在减少缺水足迹方面获益最大。
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引用次数: 0
Reinforcement Learning Building Control: An Online Approach with Guided Exploration using Surrogate Models 强化学习建筑控制:使用替代模型引导探索的在线方法
Pub Date : 2024-02-23 DOI: 10.1115/1.4064842
Sourav Dey, Gregor Henze
The incorporation of emerging technologies, including solar photovoltaics, electric vehicles, battery energy storage, smart devices, internet-of-things (IoT) devices, and sensors in buildings, desirable control objectives are becoming increasingly complex, calling for advanced control approaches. Reinforcement learning (RL) is a powerful method for this, that can adapt and learn from environmental interaction, but it can take a long time to learn and can be unstable initially due to limited environmental knowledge. In our research, we propose an online RL approach for buildings that uses data-driven surrogate models to guide the RL agent during its early training. This helps the controller learn faster and more stably than the traditional direct plug-and-learn online learning approach. In this research, we propose an online approach in buildings with RL where, with the help of data-driven surrogate models, the RL agent is guided during its early exploratory training stage, aiding the controller to learn a near-optimal policy faster and exhibiting more stable training progress than a traditional direct plug-and-learn online learning RL approach. The agents are assisted in their learning and action with information gained from the surrogate models generating multiple artificial trajectories starting from the current state. The research presented an exploration of various surrogate model-assisted training methods and revealed that models focusing on artificial trajectories around rule-based controls yielded the most stable performance. In contrast, models employing random exploration with a one-step look-ahead approach demonstrated superior overall performance.
随着太阳能光伏发电、电动汽车、电池储能、智能设备、物联网(IoT)设备和楼宇传感器等新兴技术的融入,理想的控制目标变得越来越复杂,需要采用先进的控制方法。在这方面,强化学习(RL)是一种强大的方法,它可以从环境交互中进行适应和学习,但由于环境知识有限,它可能需要很长时间才能学会,而且最初可能不稳定。在我们的研究中,我们提出了一种针对建筑物的在线 RL 方法,该方法使用数据驱动的代理模型来指导 RL 代理的早期训练。与传统的直接插拔式在线学习方法相比,这种方法能帮助控制器更快、更稳定地学习。在这项研究中,我们提出了一种使用 RL 的建筑物在线方法,在数据驱动的代理模型的帮助下,RL 代理在其早期探索性训练阶段得到指导,从而帮助控制器更快地学习接近最优的策略,并且与传统的直接即插即用在线学习 RL 方法相比,显示出更稳定的训练进度。代用模型从当前状态出发,生成多个人工轨迹,从中获取信息,辅助代理学习和行动。研究对各种代用模型辅助训练方法进行了探索,结果表明,以基于规则控制的人工轨迹为重点的模型性能最稳定。相比之下,采用随机探索和一步前瞻方法的模型表现出更优越的整体性能。
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引用次数: 0
A Hybrid Battery Thermal Management System for Electric Vehicle Operations in Cold Climates 寒冷气候下电动汽车运行的混合电池热管理系统
Pub Date : 2024-02-09 DOI: 10.1115/1.4064712
Yingqiao Jiang, Khaled Hashad, Zachary E. Lee, K. M. Zhang
Without proper battery thermal management, electric vehicles (EVs) suffer from significantly reduced efficiency and performance in cold climates, creating a barrier to electrifying the transportation sector. In this study, we have developed a modular, hybrid battery thermal management system that combines phase change material (PCM) with internal heating. This hybrid system uses PCM to store waste heat generated during driving, maintaining the battery temperature during shorter stops between consecutive trips. For longer stops, internal heating can re-heat the battery if the latent heat of the PCM has dissipated. Moreover, by applying PCM on the outside, the proposed system is modular, requiring no structural change within the existing battery module and reducing the impact of increased thermal inertia on battery re-heating time. Through both laboratory experiments and numerical simulations, we found that the proposed system could hold the battery temperature above 20°C for around 2 hours at an ambient temperature of −15°C and achieved a battery-reheating time (from 0°C to 20°C) of only 11 minutes. By reusing waste heat during short stops, this system can promote EV adoption in cold climates through improved battery efficiency, particularly for EVs making frequent stops, such as taxis and delivery vehicles.
如果没有适当的电池热管理,电动汽车(EV)在寒冷气候下的效率和性能就会大大降低,从而阻碍交通领域的电气化进程。在这项研究中,我们开发了一种模块化混合电池热管理系统,它将相变材料 (PCM) 与内部加热相结合。这种混合系统利用 PCM 来储存行驶过程中产生的废热,从而在连续行驶之间的较短停留时间内保持电池温度。对于较长时间的停车,如果 PCM 的潜热已经散去,内部加热可以重新加热电池。此外,通过在外部应用 PCM,拟议的系统是模块化的,无需改变现有电池模块的结构,并减少了热惯性增加对电池再加热时间的影响。通过实验室实验和数值模拟,我们发现在环境温度为 -15°C 的情况下,拟议系统可将电池温度保持在 20°C 以上约 2 小时,电池再加热时间(从 0°C 到 20°C)仅为 11 分钟。通过在短暂停车时重复利用废热,该系统可以提高电池效率,从而促进电动汽车在寒冷气候条件下的应用,特别是对于出租车和送货车辆等频繁停车的电动汽车而言。
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引用次数: 0
A Hybrid Battery Thermal Management System for Electric Vehicle Operations in Cold Climates 寒冷气候下电动汽车运行的混合电池热管理系统
Pub Date : 2024-02-09 DOI: 10.1115/1.4064712
Yingqiao Jiang, Khaled Hashad, Zachary E. Lee, K. M. Zhang
Without proper battery thermal management, electric vehicles (EVs) suffer from significantly reduced efficiency and performance in cold climates, creating a barrier to electrifying the transportation sector. In this study, we have developed a modular, hybrid battery thermal management system that combines phase change material (PCM) with internal heating. This hybrid system uses PCM to store waste heat generated during driving, maintaining the battery temperature during shorter stops between consecutive trips. For longer stops, internal heating can re-heat the battery if the latent heat of the PCM has dissipated. Moreover, by applying PCM on the outside, the proposed system is modular, requiring no structural change within the existing battery module and reducing the impact of increased thermal inertia on battery re-heating time. Through both laboratory experiments and numerical simulations, we found that the proposed system could hold the battery temperature above 20°C for around 2 hours at an ambient temperature of −15°C and achieved a battery-reheating time (from 0°C to 20°C) of only 11 minutes. By reusing waste heat during short stops, this system can promote EV adoption in cold climates through improved battery efficiency, particularly for EVs making frequent stops, such as taxis and delivery vehicles.
如果没有适当的电池热管理,电动汽车(EV)在寒冷气候下的效率和性能就会大大降低,从而阻碍交通领域的电气化进程。在这项研究中,我们开发了一种模块化混合电池热管理系统,它将相变材料 (PCM) 与内部加热相结合。这种混合系统利用 PCM 来储存行驶过程中产生的废热,从而在连续行驶之间的较短停留时间内保持电池温度。对于较长时间的停车,如果 PCM 的潜热已经散去,内部加热可以重新加热电池。此外,通过在外部应用 PCM,拟议的系统是模块化的,无需改变现有电池模块的结构,并减少了热惯性增加对电池再加热时间的影响。通过实验室实验和数值模拟,我们发现在环境温度为 -15°C 的情况下,拟议系统可将电池温度保持在 20°C 以上约 2 小时,电池再加热时间(从 0°C 到 20°C)仅为 11 分钟。通过在短暂停车时重复利用废热,该系统可以提高电池效率,从而促进电动汽车在寒冷气候条件下的应用,特别是对于出租车和送货车辆等频繁停车的电动汽车而言。
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引用次数: 0
Climate change, extreme heat, and South Asian megacities: Impact of heat stress on inhabitants and their productivity 气候变化、极端高温和南亚大城市:热压力对居民及其生产力的影响
Pub Date : 2023-12-19 DOI: 10.1115/1.4064021
K. B. Debnath, David P. Jenkins, S. Patidar, A. Peacock, Ben Bridgens
Of the 33 global megacities, ten were situated in South Asia. Extreme heat waves have become an annual phenomenon due to climate change in South Asian megacities, causing severe health issues and even deaths. In this study, we evaluated 29 years (1990–2019) of historical data on heat stress in ten selected megacities (existing and prospective)—New Delhi, Dhaka, Mumbai, Kolkata, Ahmedabad, Chennai, Bengaluru, Hyderabad, Chittagong, and Pune—in India and Bangladesh. We used Heat Index (HI) and environmental stress index (ESI) analyses to evaluate stress and vulnerability. Our results showed New Delhi, Mumbai, Kolkata, Ahmedabad, and Chennai in India; Dhaka and Chittagong in Bangladesh were already experiencing an elevated number of hours of “danger” levels of heat stress, which may lead to heat cramps, exhaustion, stroke, and even death. Furthermore, the frequency of “danger” levels of heat stress and vulnerable levels of ESI has increased significantly since 2011 in the selected megacities, which elevated the heat-related vulnerability among the millions of inhabitants in terms of work hours lost for light, moderate, and heavy work due to heat stress. The vulnerable population in the studied megacities might have to reduce annual work hours by 0.25–860.6h (light work), 43–1595.9h (moderate work), and 291-2402h (heavy work) due to extreme heat in 1990–2019. We also discussed the implication of the work-hour loss on productivity, income, GDP, and SDG progress because of heat stress and its causes and suggested recommendations to reduce its impact.
在全球 33 个特大城市中,有 10 个位于南亚。由于气候变化,南亚特大城市每年都会出现极端热浪,造成严重的健康问题甚至死亡。在这项研究中,我们评估了印度和孟加拉国新德里、达卡、孟买、加尔各答、艾哈迈达巴德、钦奈、班加罗尔、海德拉巴、吉大港和浦那这十个特大城市(现有和未来)29 年(1990-2019 年)的热应激历史数据。我们使用热指数(HI)和环境压力指数(ESI)分析来评估压力和脆弱性。结果表明,印度的新德里、孟买、加尔各答、艾哈迈达巴德和钦奈,以及孟加拉国的达卡和吉大港已经出现了较高的 "危险 "热应激水平小时数,这可能会导致热痉挛、热衰竭、中风甚至死亡。此外,自 2011 年以来,在选定的特大城市中,热应激 "危险 "水平和易受影响的 ESI 水平的频率显著增加,从因热应激而损失的轻度、中度和重度工作时数来看,数百万居民中与热相关的易受影响程度有所提高。在 1990-2019 年期间,所研究的特大城市中的脆弱人群每年可能会因极端高温而减少 0.25-860.6 小时(轻度工作)、43-1595.9 小时(中度工作)和 291-2402 小时(重度工作)的工作时间。我们还讨论了热应激及其原因造成的工时损失对生产力、收入、国内生产总值和可持续发展目标进展的影响,并提出了减少其影响的建议。
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引用次数: 0
As Existing Cities Adapt to Climate Change Can Dynamic Systems Analysis be Useful in Building a Sustainable Future? 随着现有城市适应气候变化,动态系统分析能否有助于建设可持续的未来?
Pub Date : 2023-12-04 DOI: 10.1115/1.4064182
Amit Ghosh
“The data collected shows that disaster displacement is a global issue that affects high and low-income countries alike. An average of 24 million new displacements a year were recorded between 2008 and 2018, three times the figure for people displaced by conflict and violence [1].” (Ponserre 2019, 6) ABSTRACT The World Meteorological Organization, an arm of the United Nations, estimates that Swiss glaciers lost 6% of their volume in 2022 [2]. For summer tourism, this is good news. This means a longer season, more tours and more income for businesses. There are steeper costs that come with such short-term benefit of climate change; smaller glaciers mean less drinking water, less water for the crops and less hydroelectricity. This paper outlines how cities may moderate the effects of climate change, adapt nature-based remedies and assure a sustainable future for local populations by analyzing the cross-correlation, magnitude and time-dependence of the “causes” and “effects”. Recognizing that climate-risks are influenced by vectors with non-linear relationship, this paper proposes a dynamic systems approach to urban development and planning in areas prone to such risks. Climate-related risks, such as rise in temperature impacting outside work for typically low-skilled workers or coastal flooding which raises rebuilding costs and thus shrinks the housing stock, push some of the poor to homelessness, crime and drug abuse are interconnected as in a dynamic system, changing with time in scale. Such vectors need to be accounted for and analyzed accordingly.
“收集的数据显示,灾害流离失所是一个全球性问题,对高收入国家和低收入国家都有影响。2008年至2018年期间,平均每年新增2400万流离失所者,是因冲突和暴力而流离失所者人数的三倍[1]。联合国下属的世界气象组织(World Meteorological Organization)估计,瑞士冰川在2022年损失了6%的体积[2]。对于夏季旅游来说,这是个好消息。这意味着一个更长的季节,更多的旅游和更多的企业收入。气候变化带来的短期好处带来了更高的成本;更小的冰川意味着更少的饮用水,更少的作物用水和更少的水力发电。本文通过分析“原因”和“影响”的相互关系、幅度和时间依赖性,概述了城市如何缓和气候变化的影响,采用基于自然的补救措施,并确保当地人口的可持续未来。认识到气候风险受到具有非线性关系的向量的影响,本文提出了一种动态系统方法,用于易发生此类风险的地区的城市发展和规划。与气候有关的风险,如气温上升影响到通常低技能工人的户外工作,或沿海洪水提高了重建成本,从而减少了住房存量,使一些穷人无家可归,犯罪和吸毒是相互关联的,就像在一个动态系统中一样,随着时间的推移而发生规模变化。需要对这些向量进行解释和分析。
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引用次数: 0
WILL CITIES SURVIVE? SUSTAINABLE ARCHITECTURE AND URBANISM FOR FUTURE CITIES 城市能否生存?未来城市的可持续建筑和城市化
Pub Date : 2023-11-29 DOI: 10.1115/1.4064140
Massimo Palme, C. Carrasco
For decades, the climate crisis has been demanding our action and commitment. Numerous efforts to reach an international consensus via climate summits, such as COP25 and the Paris Agreement, have not had any expected results yet. However, many talks about climate change were put on hold during the last two years when the new coronavirus put the world on alert. This process has not been easy as COVID-19 highlighted critical deficiencies in our built environment and urban design. Even though infections battered affluent areas too, the pandemic hit high-poverty areas the hardest. Dense neighborhoods and overcrowded buildings could facilitate the rapid spread of infections due to the difficulty of generating social distancing and the application of extensive quarantines. Yet, various changes have been adopted rapidly. On top of that, the use of public spaces, streets, parks, homes, and all buildings had to be adjusted to control the spread of the virus, which transformed our habits and conceptions. Numerous studies showed great variations in the use of transportation during the pandemic too. Fundamental questions that remain unanswered are: are those changes here to stay? What does the future hold for our built environments? Some even go as far as to question: will cities survive? While many intellectuals and academics call for the end of cities (at least as we know them), some stakeholders urge to return to normality, or so-called status quo.
几十年来,气候危机一直要求我们采取行动并做出承诺。通过气候峰会(如 COP25 和《巴黎协定》)达成国际共识的无数努力尚未取得任何预期成果。然而,在过去的两年里,由于新型冠状病毒的出现使全世界都处于警戒状态,许多关于气候变化的会谈都被搁置了。这一过程并不容易,因为 COVID-19 突显了我们的建筑环境和城市设计中存在的严重缺陷。尽管富裕地区也受到感染,但这一流行病对贫困地区的打击最为严重。由于难以拉开社会距离和实施广泛的隔离,密集的社区和拥挤的建筑可能会助长感染的快速传播。然而,各种变革已被迅速采纳。此外,公共场所、街道、公园、住宅和所有建筑物的使用都必须进行调整,以控制病毒的传播,这改变了我们的习惯和观念。大量研究表明,大流行期间交通工具的使用也发生了巨大变化。目前仍未回答的基本问题是:这些变化会持续下去吗?我们的建筑环境未来会怎样?有些人甚至质疑:城市还能生存吗?尽管许多知识分子和学者呼吁终结城市(至少是我们所熟知的城市),但也有一些利益相关者呼吁回归常态或所谓的现状。
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引用次数: 0
Exploration of informal space production and its potential for sustainable urban planning: A case study of community gardens in Piura, Peru 探索非正规空间生产及其在可持续城市规划中的潜力:秘鲁皮乌拉社区花园案例研究
Pub Date : 2023-11-22 DOI: 10.1115/1.4064120
Stella Schroeder
The complexity of urbanisation is a significant obstacle to sustainable planning policies and strategies, particularly concerning the growth of informal spaces in developing countries. Occupying or appropriating such urban spaces gives these areas new functions. Building upon previous research, this study illustrates the spatial properties and explains the motivation for production in informal spaces for gardening and plant cultivation. Additionally, this paper considers activities conducted related to their use and utilisation patterns. Moreover, the work evaluates the positive impact of the informal gardens and supports requirements for their maintenance or improvement. Additionally, the study discusses how using public space for gardening can contribute to sustainable urban planning strategies and their alignment with the Sustainable Development Goals (SDGs). This study applies a quantitative and qualitative approach, combining a questionnaire, participant observations, plot mapping, and photographs, drawing on empirical evidence from Piura, Peru, to comprehensively depict various processes at this site. The field analysis illustrates why people transform such spaces and these areas' uses, highlighting the potential benefits of enhancing the ecological knowledge of urban dwellers. This process cultivates an appreciation for the role of urban gardens in promoting sustainability and improving quality of life. The work examines the role that the informal use of public space can play in urban planning and development strategies. Consequently, planners, committed to social justice, can use these processes as a roadmap for constructing a more inclusive, responsive and equitable city.
城市化的复杂性是可持续规划政策和战略的一大障碍,尤其是在发展中国家非正规空间的增长方面。占据或利用这些城市空间赋予了这些区域新的功能。在以往研究的基础上,本研究阐述了非正规空间的空间属性,并解释了在非正规空间进行园艺和植物栽培的生产动机。此外,本文还探讨了与这些空间的使用和利用模式相关的活动。此外,这项工作还评估了非正式花园的积极影响,并支持对其进行维护或改进的要求。此外,本研究还讨论了利用公共空间进行园艺如何有助于可持续城市规划战略及其与可持续发展目标(SDGs)的一致性。本研究采用定量和定性相结合的方法,结合问卷调查、参与者观察、地块绘图和照片,借鉴秘鲁皮乌拉的经验证据,全面描述了该地点的各种过程。实地分析说明了人们改造这些空间的原因以及这些区域的用途,突出了增强城市居民生态知识的潜在益处。这一过程培养了人们对城市园林在促进可持续发展和提高生活质量方面作用的认识。作品探讨了公共空间的非正式使用在城市规划和发展战略中可以发挥的作用。因此,致力于社会公正的规划者可以将这些过程作为构建更具包容性、响应性和公平性的城市的路线图。
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引用次数: 0
Passive design strategies in focus. Implications of climate change on new buildings and renovations. 关注被动式设计战略。气候变化对新建建筑和翻新建筑的影响。
Pub Date : 2023-11-22 DOI: 10.1115/1.4064121
Carolina Ganem-Karlen, Gustavo J. Barea-Paci
Climate change is happening, and there is a general consensus that measures to drastically reduce emissions must be taken. Nevertheless, its implications on new buildings and renovations are not fully understood yet. Bioclimatic building design is based on the knowledge of passive design strategies potential for a location. However, traditionally used passive strategies may no longer be the correct design approach in the future. A methodological contribution for the assessment of the influence of climate change on passive building strategies in temperate climates is presented. Based on the top priority IPCC scenarios of the 6th Assessment Report (AR6) the Shared Socioeconomic Pathways (SSP) and their equivalences with the prior Representative Concentration Pathways (RCP), the effects of climate change on different cooling and heating strategies are examined for a continental temperate cold desert climate with significant daily and annual variation. The results are integrated directly into a selected case study with the intention of exemplifying a concrete application. The findings of this study showed that the shading season is expanding even towards the transitional months, such as April and October. Future climate-adapted buildings in temperate climatic zones will have to confront overheating. Moreover, in the particular studied case, present and future total energy requirements seem similar and variations are perceived as low between scenarios. The main discussion focuses the type of energy required that will turn from natural gas (Net to primary energy conversion factor = 1.25) to electricity (Net to primary energy conversion factor 3.30).
气候变化正在发生,人们普遍认为必须采取措施大幅减少排放。然而,人们对气候变化对新建建筑和翻新建筑的影响尚未完全了解。生物气候建筑设计基于对某地潜在的被动设计策略的了解。然而,传统的被动式设计策略在未来可能不再是正确的设计方法。本文介绍了一种评估气候变化对温带气候被动式建筑策略影响的方法。基于 IPCC 第六次评估报告(AR6)中最优先的 "共同社会经济路径"(SSP)情景及其与之前的 "代表性浓度路径"(RCP)的等效性,针对日变化和年变化显著的大陆性温带寒冷沙漠气候,研究了气候变化对不同制冷和供暖策略的影响。研究结果直接纳入了一个选定的案例研究,目的是示范具体应用。研究结果表明,即使在过渡月份,如四月和十月,遮阳季节也在扩大。温带气候区未来的气候适应性建筑必须面对过热问题。此外,在特定的研究案例中,目前和未来的总能源需求似乎相似,不同方案之间的差异较小。主要讨论的重点是所需能源的类型,即从天然气(一次能源净转换系数 = 1.25)转为电力(一次能源净转换系数 3.30)。
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引用次数: 0
CO-OPTIMIZATION OF DISTRIBUTED ENERGY RESOURCES UNDER TIME-OF-USE PRICING FRAME 使用时间定价框架下的分布式能源资源共同优化
Pub Date : 2023-11-15 DOI: 10.1115/1.4064049
Krisha Maharjan, Jian Zhang, Heejin Cho, Yang Chen
Distributed energy systems (DES) have been considered as a promising solution due to the benefits on efficiency and environment sides. However, despite the rapid development of distributed energy resources and technologies, the share of the distributed energy generation is still small in comparison to that of traditional generation. Time-of-use (TOU) pricing can be an important incentive strategy to encourage the penetration of distributed energy systems. In this paper, a multi-objective optimization considering the time-of-use pricing impacts is proposed to determine the optimal configuration and capacity of distributed energy system involving different technologies including solar photovoltaic (PV), solar thermal collector (STC), combined heating and power system (CHP), and integrated energy storage (ES). The distributed energy system is designed to satisfy the electric and thermal load of commercial buildings (large hotel and medium office) partially or entirely. The proposed multi-objective optimization is utilized to configurate the optimal combination of distributed energy technologies as well as the system capacity to reduce both the cost and environment impact of the system in different locations. Results show that the proposed optimization method can achieve a trade-off between system cost and environment impact based on the existing time-of-use pricing structure.
分布式能源系统(DES)因其在效率和环境方面的优势而被视为一种前景广阔的解决方案。然而,尽管分布式能源资源和技术发展迅速,但与传统发电相比,分布式能源发电的份额仍然很小。使用时间定价(TOU)是鼓励分布式能源系统普及的重要激励策略。本文提出了一种考虑到使用时间定价影响的多目标优化方法,以确定分布式能源系统的最佳配置和容量,该系统涉及不同的技术,包括太阳能光伏(PV)、太阳能集热器(STC)、热电联产系统(CHP)和集成储能(ES)。分布式能源系统旨在部分或全部满足商业建筑(大型酒店和中型写字楼)的电力和热力负荷。所提出的多目标优化方法可用于配置分布式能源技术的最佳组合以及系统容量,以降低系统在不同地点的成本和对环境的影响。结果表明,基于现有的分时定价结构,所提出的优化方法可以实现系统成本与环境影响之间的权衡。
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引用次数: 0
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