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Ballast-Supported Foundation Designs for Low-Cost Open-Source Solar Photovoltaic Racking 低成本开源太阳能光伏支架的压载支撑地基设计
Pub Date : 2024-02-04 DOI: 10.3390/designs8010017
Nicholas Vandewetering, Uzair Jamil, Joshua M. Pearce
Although solar photovoltaic (PV) system costs have declined, capital cost remains a barrier to widespread adoption. Do-it-yourself (DIY) system designs can significantly reduce labor costs, but if they are not attached to a building structure, they require ground penetrating footings. This is not technically and economically feasible at all sites. To overcome these challenges, this study details systems designed to (1) eliminate drilling holes and pouring concrete, (2) propose solutions for both fixed and variable tilt systems, (3) remain cost effective, and (4) allow for modifications to best fit the user’s needs. The ballast-supported foundations are analyzed for eight systems by proposing two separate ballast designs: one for a single line of post systems, and one for a double line of post systems, both built on a 4-kW basis. The results of the analysis found that both designs are slightly more expensive than typical in-ground concrete systems by 25% (assuming rocks are purchased at a landscaping company), but the overall DIY system’s costs remain economically advantageous. Sensitivity analyses are conducted to show how modifications to the dimensions influence the weight of the system and thus change the economic value of the design, so users can trade dimensional freedom for cost savings, and vice versa. Overall, all wood-based PV racking system designs provide users with cost-effective and easy DIY alternatives to conventional metal racking, and the novel ballast systems presented provide more versatility for PV systems installations.
尽管太阳能光伏(PV)系统的成本已经下降,但资本成本仍然是广泛采用的一个障碍。自己动手(DIY)的系统设计可以大大降低劳动力成本,但如果不与建筑结构相连,就需要穿透地面的基座。这在技术和经济上并非在所有地点都可行。为了克服这些挑战,本研究详细介绍了系统设计:(1) 无需钻孔和浇筑混凝土;(2) 为固定和可变倾斜系统提出解决方案;(3) 保持成本效益;(4) 允许进行修改,以最大限度地满足用户需求。通过提出两种不同的压载设计,对八个系统的压载支撑地基进行了分析:一种是单列支柱系统,另一种是双列支柱系统,均以 4 千瓦为基础。分析结果发现,这两种设计都比典型的地埋式混凝土系统略贵 25%(假设岩石是在园艺公司购买的),但 DIY 系统的整体成本仍然具有经济优势。敏感性分析表明,尺寸的修改会影响系统的重量,从而改变设计的经济价值,因此用户可以用尺寸自由度来换取成本节约,反之亦然。总之,所有的木质光伏支架系统设计都为用户提供了替代传统金属支架的高性价比和简便的 DIY 方法,而所介绍的新型压载系统则为光伏系统的安装提供了更多的灵活性。
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引用次数: 0
Ballast-Supported Foundation Designs for Low-Cost Open-Source Solar Photovoltaic Racking 低成本开源太阳能光伏支架的压载支撑地基设计
Pub Date : 2024-02-04 DOI: 10.3390/designs8010017
Nicholas Vandewetering, Uzair Jamil, Joshua M. Pearce
Although solar photovoltaic (PV) system costs have declined, capital cost remains a barrier to widespread adoption. Do-it-yourself (DIY) system designs can significantly reduce labor costs, but if they are not attached to a building structure, they require ground penetrating footings. This is not technically and economically feasible at all sites. To overcome these challenges, this study details systems designed to (1) eliminate drilling holes and pouring concrete, (2) propose solutions for both fixed and variable tilt systems, (3) remain cost effective, and (4) allow for modifications to best fit the user’s needs. The ballast-supported foundations are analyzed for eight systems by proposing two separate ballast designs: one for a single line of post systems, and one for a double line of post systems, both built on a 4-kW basis. The results of the analysis found that both designs are slightly more expensive than typical in-ground concrete systems by 25% (assuming rocks are purchased at a landscaping company), but the overall DIY system’s costs remain economically advantageous. Sensitivity analyses are conducted to show how modifications to the dimensions influence the weight of the system and thus change the economic value of the design, so users can trade dimensional freedom for cost savings, and vice versa. Overall, all wood-based PV racking system designs provide users with cost-effective and easy DIY alternatives to conventional metal racking, and the novel ballast systems presented provide more versatility for PV systems installations.
尽管太阳能光伏(PV)系统的成本已经下降,但资本成本仍然是广泛采用的一个障碍。自己动手(DIY)的系统设计可以大大降低劳动力成本,但如果不与建筑结构相连,就需要穿透地面的基座。这在技术和经济上并非在所有地点都可行。为了克服这些挑战,本研究详细介绍了系统设计:(1) 无需钻孔和浇筑混凝土;(2) 为固定和可变倾斜系统提出解决方案;(3) 保持成本效益;(4) 允许进行修改,以最大限度地满足用户需求。通过提出两种不同的压载设计,对八个系统的压载支撑地基进行了分析:一种是单列支柱系统,另一种是双列支柱系统,均以 4 千瓦为基础。分析结果发现,这两种设计都比典型的地埋式混凝土系统略贵 25%(假设岩石是在园艺公司购买的),但 DIY 系统的整体成本仍然具有经济优势。敏感性分析表明,尺寸的修改会影响系统的重量,从而改变设计的经济价值,因此用户可以用尺寸自由度来换取成本节约,反之亦然。总之,所有的木质光伏支架系统设计都为用户提供了替代传统金属支架的高性价比和简便的 DIY 方法,而所介绍的新型压载系统则为光伏系统的安装提供了更多的灵活性。
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引用次数: 0
Techno-Economic Optimization of Radiator Configurations in Power Transformer Cooling 电力变压器冷却散热器配置的技术经济优化
Pub Date : 2024-02-02 DOI: 10.3390/designs8010015
A. Koca, Oguzkan Senturk, Ömer Akbal, Hakan Özcan
In this research, a numerical approach is created to assess the effective parameters of power transformer thermal management and, as a result, improve their cooling systems. This study analyzes the radiator’s thermal performance across several arrangements and optimizes the dimensions and configurations for varied cooling loads from a techno-economic perspective. The optimization criteria were the radiator’s height (L), fin spacing (D), and number of fins (N). Due to the great complexity of the generated models, the coupled thermo-hydraulic numerical simulations were carried out on a computer cluster. An in-house radiator test facility was constructed for the experiments in order to verify the numerical model. The simulation findings accord well with the empirically obtained values. A total of 76 radiator sets were investigated. Following that, the generated findings were used to perform an optimization analysis. Finally, the response surface method was used to establish an ideal radiator layout for the specified cooling capacity at the lowest possible cost. These findings reveal that the best cooling performance is obtained when the spacing between the fins is 50 mm. Cooling capacity per unit cost rises as radiator size decreases. The cost factor and geometric details were shown to have strong connections.
本研究采用数值方法评估电力变压器热管理的有效参数,从而改进其冷却系统。本研究分析了散热器在几种排列方式下的热性能,并从技术经济角度优化了不同冷却负荷下的尺寸和配置。优化标准是散热器的高度(L)、散热片间距(D)和散热片数量(N)。由于生成的模型非常复杂,因此在计算机集群上进行了热液耦合数值模拟。为了验证数值模型,还建造了一个内部散热器测试设备用于实验。模拟结果与经验值十分吻合。共研究了 76 套散热器。随后,利用生成的结果进行了优化分析。最后,利用响应面法确定了理想的散热器布局,从而以尽可能低的成本获得指定的冷却能力。这些研究结果表明,散热片间距为 50 毫米时,冷却性能最佳。单位成本的冷却能力随着散热器尺寸的减小而增加。成本因素与几何细节之间存在密切联系。
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引用次数: 0
Techno-Economic Optimization of Radiator Configurations in Power Transformer Cooling 电力变压器冷却散热器配置的技术经济优化
Pub Date : 2024-02-02 DOI: 10.3390/designs8010015
A. Koca, Oguzkan Senturk, Ömer Akbal, Hakan Özcan
In this research, a numerical approach is created to assess the effective parameters of power transformer thermal management and, as a result, improve their cooling systems. This study analyzes the radiator’s thermal performance across several arrangements and optimizes the dimensions and configurations for varied cooling loads from a techno-economic perspective. The optimization criteria were the radiator’s height (L), fin spacing (D), and number of fins (N). Due to the great complexity of the generated models, the coupled thermo-hydraulic numerical simulations were carried out on a computer cluster. An in-house radiator test facility was constructed for the experiments in order to verify the numerical model. The simulation findings accord well with the empirically obtained values. A total of 76 radiator sets were investigated. Following that, the generated findings were used to perform an optimization analysis. Finally, the response surface method was used to establish an ideal radiator layout for the specified cooling capacity at the lowest possible cost. These findings reveal that the best cooling performance is obtained when the spacing between the fins is 50 mm. Cooling capacity per unit cost rises as radiator size decreases. The cost factor and geometric details were shown to have strong connections.
本研究采用数值方法评估电力变压器热管理的有效参数,从而改进其冷却系统。本研究分析了散热器在几种排列方式下的热性能,并从技术经济角度优化了不同冷却负荷下的尺寸和配置。优化标准是散热器的高度(L)、散热片间距(D)和散热片数量(N)。由于生成的模型非常复杂,因此在计算机集群上进行了热液耦合数值模拟。为了验证数值模型,还建造了一个内部散热器测试设备用于实验。模拟结果与经验值十分吻合。共研究了 76 套散热器。随后,利用生成的结果进行了优化分析。最后,利用响应面法确定了理想的散热器布局,从而以尽可能低的成本获得指定的冷却能力。这些研究结果表明,散热片间距为 50 毫米时,冷却性能最佳。单位成本的冷却能力随着散热器尺寸的减小而增加。成本因素与几何细节之间存在密切联系。
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引用次数: 0
Investigating the Performance of Gammatone Filters and Their Applicability to Design Cochlear Implant Processing System 研究伽马通滤波器的性能及其在设计人工耳蜗处理系统中的适用性
Pub Date : 2024-02-02 DOI: 10.3390/designs8010016
R. Islam, Mohammed Tarique
Commercially available cochlear implants are designed to aid profoundly deaf people in understanding speech and environmental sounds. A typical cochlear implant uses a bank of bandpass filters to decompose an audio signal into a set of dynamic signals. These filters’ critical center frequencies f0 imitate the human cochlea’s vibration patterns caused by audio signals. Gammatone filters (GTFs), with two unique characteristics: (a) an appropriate “pseudo resonant” frequency transfer function, mimicking the human cochlea, and (b) realizing efficient hardware implementation, could demonstrate them as unique candidates for cochlear implant design. Although GTFs have recently attracted considerable attention from researchers, a comprehensive exposition of GTFs is still absent in the literature. This paper starts by enumerating the impulse response of GTFs. Then, the magnitude spectrum, |H(f)|, and bandwidth, more specifically, the equivalent rectangular bandwidth (ERB) of GTFs, are derived. The simulation results suggested that optimally chosen filter parameters, e.g., critical center frequencies,f0; temporal decay parameter, b; and order of the filter, n, can minimize the interference of the filter bank frequencies and very likely model the filter bandwidth (ERB), independent of f0b. Finally, these optimized filters are applied to delineate a filter bank for a cochlear implant design based on the Clarion processor model.
市面上销售的人工耳蜗旨在帮助重度耳聋患者理解语言和环境声音。典型的人工耳蜗使用一组带通滤波器将音频信号分解成一组动态信号。这些滤波器的临界中心频率 f0 模仿人类耳蜗由音频信号引起的振动模式。伽马通滤波器(GTF)具有两个独特的特征:(a)模仿人类耳蜗的适当的 "伪共振 "频率传递函数;(b)实现高效的硬件实施,因此可以证明它们是人工耳蜗设计的独特候选者。尽管 GTF 最近引起了研究人员的极大关注,但文献中仍缺乏对 GTF 的全面阐述。本文首先列举了 GTF 的脉冲响应。然后,推导出 GTF 的幅度谱、H(f)| 和带宽,更具体地说,是等效矩形带宽(ERB)。仿真结果表明,优化选择的滤波器参数,如临界中心频率 f0、时间衰减参数 b 和滤波器阶数 n,可以最大限度地减少滤波器组频率的干扰,并很有可能模拟滤波器带宽(ERB),而与 f0b 无关。最后,这些经过优化的滤波器被应用于基于 Clarion 处理器模型的人工耳蜗设计的滤波器组。
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引用次数: 0
Investigating the Performance of Gammatone Filters and Their Applicability to Design Cochlear Implant Processing System 研究伽马通滤波器的性能及其在设计人工耳蜗处理系统中的适用性
Pub Date : 2024-02-02 DOI: 10.3390/designs8010016
R. Islam, Mohammed Tarique
Commercially available cochlear implants are designed to aid profoundly deaf people in understanding speech and environmental sounds. A typical cochlear implant uses a bank of bandpass filters to decompose an audio signal into a set of dynamic signals. These filters’ critical center frequencies f0 imitate the human cochlea’s vibration patterns caused by audio signals. Gammatone filters (GTFs), with two unique characteristics: (a) an appropriate “pseudo resonant” frequency transfer function, mimicking the human cochlea, and (b) realizing efficient hardware implementation, could demonstrate them as unique candidates for cochlear implant design. Although GTFs have recently attracted considerable attention from researchers, a comprehensive exposition of GTFs is still absent in the literature. This paper starts by enumerating the impulse response of GTFs. Then, the magnitude spectrum, |H(f)|, and bandwidth, more specifically, the equivalent rectangular bandwidth (ERB) of GTFs, are derived. The simulation results suggested that optimally chosen filter parameters, e.g., critical center frequencies,f0; temporal decay parameter, b; and order of the filter, n, can minimize the interference of the filter bank frequencies and very likely model the filter bandwidth (ERB), independent of f0b. Finally, these optimized filters are applied to delineate a filter bank for a cochlear implant design based on the Clarion processor model.
市面上销售的人工耳蜗旨在帮助重度耳聋患者理解语言和环境声音。典型的人工耳蜗使用一组带通滤波器将音频信号分解成一组动态信号。这些滤波器的临界中心频率 f0 模仿人类耳蜗由音频信号引起的振动模式。伽马通滤波器(GTF)具有两个独特的特征:(a)模仿人类耳蜗的适当的 "伪共振 "频率传递函数;(b)实现高效的硬件实施,因此可以证明它们是人工耳蜗设计的独特候选者。尽管 GTF 最近引起了研究人员的极大关注,但文献中仍缺乏对 GTF 的全面阐述。本文首先列举了 GTF 的脉冲响应。然后,推导出 GTF 的幅度谱、H(f)| 和带宽,更具体地说,是等效矩形带宽(ERB)。仿真结果表明,优化选择的滤波器参数,如临界中心频率 f0、时间衰减参数 b 和滤波器阶数 n,可以最大限度地减少滤波器组频率的干扰,并很有可能模拟滤波器带宽(ERB),而与 f0b 无关。最后,这些经过优化的滤波器被应用于基于 Clarion 处理器模型的人工耳蜗设计的滤波器组。
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引用次数: 0
Overview of Identified Challenges in the Development Process of Superconducting Accelerator Magnets 超导加速器磁体开发过程中发现的挑战概述
Pub Date : 2024-01-25 DOI: 10.3390/designs8010013
Jens Kaeske, L. Fiscarelli, Albert Albers, S. Russenschuck
Development challenges in the domain of superconducting magnets are concentrated on technical problems in the current literature. Organizational, domain-specific challenges are often seen as secondary but must be considered with new holistic development approaches like Model-Based Systems Engineering (MBSE) becoming more popular. This work quantifies the domain challenges and gives the foundation to derive success criteria for design support in the future. A systematic literature review has been conducted to identify the overall domain challenges, and extensive interviews in the CERN technology department have been carried out to identify the development challenges on a practical level. Problems in knowledge management have been identified as a major challenge in the development process and the general literature. The paper concludes by picking up the most important challenges from the interviews and literature and puts them into the context of the authors’ knowledge of electrical magnet design.
在目前的文献中,超导磁体领域的开发挑战主要集中在技术问题上。组织、特定领域的挑战往往被视为次要挑战,但随着基于模型的系统工程(MBSE)等新的整体开发方法越来越流行,这些挑战必须予以考虑。这项工作量化了各领域面临的挑战,为今后设计支持的成功标准奠定了基础。通过系统的文献综述,确定了该领域的总体挑战,并对欧洲核子研究中心的技术部门进行了广泛的访谈,以确定实际层面的开发挑战。知识管理问题已被确定为开发过程和一般文献中的主要挑战。最后,本文从访谈和文献中挑选出最重要的挑战,并将其与作者的电磁设计知识相结合。
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引用次数: 0
Evaluating the Ranking of Performance Variables in Flexible Manufacturing System through the Best-Worst Method 通过最佳-最差法评估柔性制造系统中的性能变量排序
Pub Date : 2024-01-22 DOI: 10.3390/designs8010012
A. Bagherian, Gulshan Chauhan, A. Srivastav, Rajiv Kumar Sharma
Flexible Manufacturing Systems (FMSs) provide a competitive edge in the ever-evolving manufacturing landscape, offering the agility to swiftly adapt to changing customer demands and product lifecycles. Nevertheless, the complex and interconnected nature of FMSs presents a distinct challenge: the evaluation and prioritization of performance variables. This study clarifies a conspicuous research gap by introducing a pioneering approach to evaluating and ranking FMS performance variables. The Best-Worst Method (BWM), a multicriteria decision-making (MCDM) approach, is employed to tackle this challenge. Notably, the BWM excels at resolving intricate issues with limited pairwise comparisons, making it an innovative tool in this context. To implement the BWM, a comprehensive survey of FMS experts from the German manufacturing industry was conducted. The survey, which contained 34 key performance variables identified through an exhaustive literature review and bibliometric analysis, invited experts to assess the variables by comparing the best and worst in terms of their significance to overall FMS performance. The outcomes of the BWM analysis not only offer insights into the factors affecting FMS performance but, more importantly, convey a nuanced ranking of these factors. The findings reveal a distinct hierarchy: the “Quality (Q)” factor emerges as the most critical, followed by “Productivity (P)” and “Flexibility (F)”. In terms of contributions, this study pioneers a novel and comprehensive approach to evaluating and ranking FMS performance variables. It bridges an evident research gap and contributes to the existing literature by offering practical insights that can guide manufacturing companies in identifying and prioritizing the most crucial performance variables for enhancing their FMS competitiveness. Our research acknowledges the potential introduction of biases through expert opinion, delineating the need for further exploration and comparative analyses in diverse industrial contexts. The outcomes of this study bear the potential for cross-industry applicability, laying the groundwork for future investigations in the domain of performance evaluation in manufacturing systems.
柔性制造系统(FMS)为不断发展的制造业提供了竞争优势,能够迅速适应不断变化的客户需求和产品生命周期。然而,柔性制造系统的复杂性和相互关联性带来了一个独特的挑战:性能变量的评估和优先排序。本研究通过引入一种开创性的方法来评估和排序 FMS 性能变量,澄清了一个明显的研究空白。最佳-最差法(BWM)是一种多标准决策(MCDM)方法,被用来应对这一挑战。值得注意的是,BWM 擅长解决配对比较有限的复杂问题,使其成为这方面的创新工具。为了实施 BWM,我们对德国制造业的 FMS 专家进行了一次全面调查。该调查包含通过详尽的文献回顾和文献计量分析确定的 34 个关键绩效变量,并邀请专家对这些变量进行评估,比较最佳和最差变量对 FMS 整体绩效的意义。BWM 分析的结果不仅让人们深入了解了影响财务管理系统绩效的因素,更重要的是,它传达了对这些因素的细微排序。研究结果揭示了一个明显的层次结构:"质量(Q)"因素最为关键,其次是 "生产率(P)"和 "灵活性(F)"。就贡献而言,本研究开创了一种新颖而全面的方法,用于对财务管理系统的绩效变量进行评估和排序。它弥补了一个明显的研究空白,并为现有文献做出了贡献,提供了实用的见解,可指导制造企业识别最关键的绩效变量并确定其优先次序,以增强其财务管理系统的竞争力。我们的研究承认,专家意见可能会带来偏差,因此需要在不同行业背景下进行进一步探索和比较分析。本研究的成果具有跨行业适用性的潜力,为今后在制造系统绩效评估领域开展调查奠定了基础。
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引用次数: 0
Incorporating a Load-Shifting Algorithm for Optimal Energy Storage Capacity Design in Smart Homes 结合负载转移算法优化智能家居中的储能容量设计
Pub Date : 2024-01-22 DOI: 10.3390/designs8010011
Ruengwit Khwanrit, Yuto Lim, S. Javaid, C. Charoenlarpnopparut, Yasuo Tan
In today’s power system landscape, renewable energy (RE) resources play a pivotal role, particularly within the residential sector. Despite the significance of these resources, the intermittent nature of RE resources, influenced by variable weather conditions, poses challenges to their reliability as energy resources. Addressing this challenge, the integration of an energy storage system (ESS) emerges as a viable solution, enabling the storage of surplus energy during peak-generation periods and subsequent release during shortages. One of the great challenges of ESSs is how to design ESSs efficiently. This paper focuses on a distributed power-flow system within a smart home environment, comprising uncontrollable power generators, uncontrollable loads, and multiple energy storage units. To address the challenge of minimizing energy loss in ESSs, this paper proposes a novel approach, called energy-efficient storage capacity with loss reduction (SCALE) scheme, that combines multiple-load power-flow assignment with a load-shifting algorithm to minimize energy loss and determine the optimal energy storage capacity. The optimization problem for optimal energy storage capacity is formalized using linear programming techniques. To validate the proposed scheme, real experimental data from a smart home environment during winter and summer seasons are employed. The results demonstrate the efficacy of the proposed algorithm in significantly reducing energy loss, particularly under winter conditions, and determining optimal energy storage capacity, with reductions of up to 11.4% in energy loss and up to 62.1% in optimal energy storage capacity.
在当今的电力系统中,可再生能源(RE)资源发挥着举足轻重的作用,尤其是在住宅领域。尽管这些资源非常重要,但受多变天气条件的影响,可再生能源的间歇性给其作为能源资源的可靠性带来了挑战。为了应对这一挑战,整合储能系统(ESS)成为一种可行的解决方案,它可以在发电高峰期储存剩余能源,并在能源短缺时释放出来。如何有效设计 ESS 是 ESS 面临的巨大挑战之一。本文重点研究智能家居环境中的分布式电力流系统,该系统由不可控的发电机、不可控的负载和多个储能装置组成。为了应对最大限度降低 ESS 能量损耗的挑战,本文提出了一种名为 "减少损耗的高能效储能容量(SCALE)方案 "的新方法,该方案将多负载功率流分配与负载转移算法相结合,以最大限度降低能量损耗并确定最佳储能容量。最佳储能容量的优化问题采用线性规划技术进行形式化。为了验证所提出的方案,采用了智能家居环境在冬季和夏季的真实实验数据。结果表明,所提出的算法在显著降低能量损耗(尤其是在冬季条件下)和确定最佳储能容量方面非常有效,能量损耗降低了 11.4%,最佳储能容量降低了 62.1%。
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引用次数: 0
A Review of Uncertainties in Power Systems—Modeling, Impact, and Mitigation 电力系统中的不确定性--建模、影响和缓解回顾
Pub Date : 2024-01-18 DOI: 10.3390/designs8010010
Hongji Hu, S. Yu, Hieu Trinh
A comprehensive review of uncertainties in power systems, covering modeling, impact, and mitigation, is essential to understand and manage the challenges faced by the electric grid. Uncertainties in power systems can arise from various sources and can have significant implications for grid reliability, stability, and economic efficiency. Australia, susceptible to extreme weather such as wildfires and heavy rainfall, faces vulnerabilities in its power network assets. The decentralized distribution of population centers poses economic challenges in supplying power to remote areas, which is a crucial consideration for the emerging technologies emphasized in this paper. In addition, the evolution of modern power grids, facilitated by deploying the advanced metering infrastructure (AMI), has also brought new challenges to the system due to the risk of cyber-attacks via communication links. However, the existing literature lacks a comprehensive review and analysis of uncertainties in modern power systems, encompassing uncertainties related to weather events, cyber-attacks, and asset management, as well as the advantages and limitations of various mitigation approaches. To fill this void, this review covers a broad spectrum of uncertainties considering their impacts on the power system and explores conventional robust control as well as modern probabilistic and data-driven approaches for modeling and correlating the uncertainty events to the state of the grid for optimal decision making. This article also investigates the development of robust and scenario-based operations, control technologies for microgrids (MGs) and energy storage systems (ESSs), and demand-side frequency control ancillary service (D-FCAS) and reserve provision for frequency regulation to ensure a design of uncertainty-tolerance power system. This review delves into the trade-offs linked with the implementation of mitigation strategies, such as reliability, computational speed, and economic efficiency. It also explores how these strategies may influence the planning and operation of future power grids.
全面审查电力系统中的不确定性,包括建模、影响和缓解,对于了解和管理电网所面临的挑战至关重要。电力系统中的不确定性可能来自多个方面,并对电网的可靠性、稳定性和经济效益产生重大影响。澳大利亚易受野火和暴雨等极端天气的影响,其电网资产也面临着脆弱性。人口中心的分散分布为向偏远地区供电带来了经济挑战,这也是本文所强调的新兴技术的一个重要考虑因素。此外,由于部署了先进的计量基础设施 (AMI),现代电网的发展也给系统带来了新的挑战,因为存在通过通信链路进行网络攻击的风险。然而,现有文献缺乏对现代电力系统不确定性的全面回顾和分析,包括与天气事件、网络攻击和资产管理相关的不确定性,以及各种缓解方法的优势和局限性。为了填补这一空白,本综述涵盖了广泛的不确定性因素,考虑了它们对电力系统的影响,并探讨了传统的鲁棒控制以及现代的概率和数据驱动方法,用于建模和将不确定性事件与电网状态相关联,以实现最优决策。本文还研究了鲁棒和基于情景的操作、微电网 (MG) 和储能系统 (ESS) 控制技术、需求侧频率控制辅助服务 (D-FCAS) 以及频率调节储备供应的发展,以确保设计出具有不确定性容限的电力系统。本综述深入探讨了与实施缓解策略相关的权衡问题,如可靠性、计算速度和经济效益。它还探讨了这些策略如何影响未来电网的规划和运行。
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引用次数: 0
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