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The Impact of Strategic Entrepreneurship Behaviors on Business Performance in Turkish SMES: The Role of Business Model Innovation and Competitive Intensity 战略性创业行为对土耳其中小企业经营业绩的影响:商业模式创新和竞争强度的作用
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188035
Jabril Ramadan, Ahmad Alzubi, Amir Khadem
Strategic entrepreneurship behaviors enhance business performance and sustainability in Turkish SMEs by fostering innovation and leveraging competitive intensity for sustained growth. Employing strategic leadership theory, this study examines the effect of strategic entrepreneurial behaviors on business performance through the mediation role of business model innovation (BMI) and the moderation effect of competitive intensity. A quantitative approach was used, and data from 313 managers and business owners in Turkish small and medium enterprises (SMEs) were collected using a structured questionnaire. The results have shown that strategic entrepreneurial behavior significantly and positively impacts business performance and business model innovation. Business model innovation, in turn, positively affects business performance. Competitive intensity moderates the relationship between strategic entrepreneurial behavior and business model innovation, strengthening it under higher competitive pressure levels. However, competitive intensity does not moderate the direct link between strategic entrepreneurial behavior and business performance. At higher levels of competitive intensity, the conditional indirect effect of strategic entrepreneurial behavior on business performance through business model innovation becomes more prominent. The findings of this study offer actionable insights for enhancing SME performance through strategic entrepreneurship, innovative business models, and competitive strategy adaptation.
战略创业行为可通过促进创新和利用竞争强度实现持续增长,从而提高土耳其中小企业的业务绩效和可持续性。本研究运用战略领导力理论,通过商业模式创新(BMI)的中介作用和竞争强度的调节作用,探讨战略创业行为对企业绩效的影响。研究采用定量方法,通过结构化问卷收集了 313 名土耳其中小企业经理和企业主的数据。结果表明,战略性创业行为对企业绩效和商业模式创新有显著的积极影响。反过来,商业模式创新也会对企业绩效产生积极影响。竞争强度调节了战略创业行为与商业模式创新之间的关系,在较高的竞争压力水平下加强了这种关系。然而,竞争强度并不能调节战略创业行为与企业绩效之间的直接联系。在竞争强度较高的情况下,战略创业行为通过商业模式创新对企业绩效的有条件间接影响变得更加突出。本研究的结论为通过战略创业、创新商业模式和竞争战略调整提高中小企业绩效提供了可操作的见解。
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引用次数: 0
Nexus among Digital Leadership, Digital Transformation, and Digital Innovation for Sustainable Financial Performance: Revealing the Influence of Environmental Dynamism 数字领导力、数字转型和数字创新之间的关联,促进可持续财务绩效:揭示环境动态的影响
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188023
Md. Alamgir Mollah, Mohammad Bin Amin, Gouranga Chandra Debnath, Md. Sajjad Hosain, Md. Atikur Rahaman, Masuk Abdullah
In the era of digitalization, the role of IT firms and the capabilities of digital leadership for driving digital transformation and managing environmental dynamism for the proliferation of digital innovation and organizational performance for sustainability are still scant, producing a knowledge gap. To fill this gap, this study aims to investigate the role of digital leadership in enhancing organizational performance, with the mediating impact of digital transformation and digital innovation, and the moderating role of environmental dynamism in the relationship between digital transformation and innovation. To investigate the conceptual model, we used survey data of 416 responses from small, medium, and large IT organizations in Bangladesh and deployed the AMOS 24 package software for the analysis of structural equation modeling (SEM). The results showed that digital leadership has a significant impact on digital transformation, digital innovation, and organizational performance. Digital innovation partially mediates the relationship between digital leadership and organizational performance. Although environmental dynamism has no significant effect in relation to digital leadership and innovation, it has an indirect influence on the structural model. The results from before and after moderation proved that environmental dynamism might not have a significant moderating effect on relationships, but it has significant power to change other interrelationships and hamper organizational sustainability.
在数字化时代,IT 企业和数字化领导力在推动数字化转型、管理环境动态以促进数字化创新的扩散和组织绩效的可持续发展方面所发挥的作用仍然很少,这造成了知识空白。为填补这一空白,本研究旨在探讨数字化领导力在提升组织绩效中的作用,数字化转型和数字化创新的中介影响,以及环境动态在数字化转型和创新关系中的调节作用。为了研究概念模型,我们使用了来自孟加拉国大、中、小型 IT 组织的 416 份调查数据,并使用 AMOS 24 软件包进行了结构方程建模(SEM)分析。结果表明,数字化领导力对数字化转型、数字化创新和组织绩效有显著影响。数字化创新部分地调解了数字化领导力与组织绩效之间的关系。虽然环境动态对数字化领导力和创新没有显著影响,但对结构模型有间接影响。调节前后的结果证明,环境动态可能不会对各种关系产生显著的调节作用,但它对改变其他相互关系和阻碍组织的可持续发展具有重要作用。
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引用次数: 0
Preliminary Findings on the Bioaccumulation and Marine Trophic Transfer of the Antifouling Biocide DCOIT in Soluble and Nanostructured Forms 关于可溶性和纳米结构形式的防污生物杀灭剂 DCOIT 的生物累积和海洋营养转移的初步发现
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16187996
Bruno Galvão de Campos, Denis Moledo de Souza Abessa, Roberto Martins
DCOIT (4,5-Dichloro-2-octylisothiazol-3(2H)-one) is a widely used antifouling biocide that emerged after the ban on tributyltin. It has been immobilized in nanostructured silica (SiNC–DCOIT) to reduce its hazard in maritime coatings. This study aimed to compare the bioaccumulation, trophic transfer, and biomagnification of DCOIT in its soluble and nanostructured forms on mussels Mytilus galloprovincialis, using three different uptake routes: aqueous exposure (i.e., contaminated seawater), dietary exposure (i.e., microalgae Tetraselmis chuii as a contaminated food), and both contaminated food and seawater. DCOIT was determined on water and tissues after 1, 3, and 24 h of uptake and after 72 h of depuration. Briefly, mussels were able to rapidly uptake and metabolize DCOIT and SiNC–DCOIT. Both compounds were non-bioaccumulative, as their bioconcentration and bioaccumulation factor values were lower than 2000. However, the predator–prey biomagnification factors indicated that both forms could be transferred across the trophic web. Therefore, while our findings provide further insight into the environmental risk assessment of DCOIT and SiNC–DCOIT, they do not rule out the possibility of long-term DCOIT bioaccumulation, particularly in areas with constant DCOIT influx. Further studies are thus needed using larger experimental designs and under continuous exposure scenarios to increase the sustainability of the innovative nanomaterial.
DCOIT(4,5-二氯-2-辛基异噻唑-3(2H)-酮)是一种广泛使用的防污杀菌剂,是在禁止使用三丁基锡之后出现的。它已被固定在纳米结构二氧化硅(SiNC-DCOIT)中,以减少其在海洋涂料中的危害。本研究旨在比较可溶性和纳米结构形式的 DCOIT 在贻贝身上的生物累积、营养传递和生物放大作用,采用了三种不同的吸收途径:水体接触(即受污染的海水)、饮食接触(即以微藻类 Tetraselmis chuii 作为受污染的食物)以及同时接触受污染的食物和海水。在摄入 1、3 和 24 小时后,以及 72 小时消解后,对水和组织进行 DCOIT 测定。简而言之,贻贝能够快速吸收和代谢 DCOIT 和 SiNC-DCOIT。这两种化合物都不具有生物累积性,因为它们的生物浓缩和生物累积因子值都低于 2000。不过,捕食者-猎物生物放大系数表明,这两种形式的化合物都可以在营养网上转移。因此,虽然我们的研究结果为 DCOIT 和 SiNC-DCOIT 的环境风险评估提供了进一步的见解,但并不能排除 DCOIT 长期生物累积的可能性,尤其是在 DCOIT 不断流入的地区。因此,还需要利用更大规模的实验设计并在持续暴露的情况下开展进一步的研究,以提高创新纳米材料的可持续性。
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引用次数: 0
BESS Reserve Optimisation in Energy Communities 能源社区的 BESS 储备优化
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188017
Wolfram Rozas-Rodriguez, Rafael Pastor-Vargas, Andrew D. Peacock, David Kane, José Carpio-Ibañez
This paper investigates optimising battery energy storage systems (BESSs) to enhance the business models of Local Energy Markets (LEMs). LEMs are decentralised energy ecosystems facilitating peer-to-peer energy trading among consumers, producers, and prosumers. By incentivising local energy exchange and balancing supply and demand, LEMs contribute to grid resilience and sustainability. This study proposes a novel approach to BESS optimisation, utilising advanced artificial intelligence techniques, such as multilayer perceptron neural networks and extreme gradient boosting regressors. These models accurately forecast energy consumption and optimise BESS reserve allocation within the LEM framework. The findings demonstrate the potential of these AI-driven strategies to improve the BESS reserve capacity setting. This optimal setting will target meeting Energy Community site owners’ needs and avoiding fines from the distribution system operator for not meeting contract conditions.
本文研究如何优化电池储能系统(BESSs),以增强本地能源市场(LEMs)的商业模式。地方能源市场是一种分散的能源生态系统,可促进消费者、生产者和消费者之间的点对点能源交易。通过激励本地能源交换和平衡供需,本地能源市场有助于提高电网的复原力和可持续性。本研究利用先进的人工智能技术,如多层感知器神经网络和极梯度提升回归器,提出了一种优化 BESS 的新方法。这些模型能准确预测能源消耗,并在 LEM 框架内优化 BESS 储备分配。研究结果表明,这些人工智能驱动的策略具有改善 BESS 储备容量设置的潜力。这种优化设置将以满足能源共同体站点所有者的需求为目标,并避免配电系统运营商因未满足合同条件而罚款。
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引用次数: 0
Poly-Methyl-Methacrylate Rods in Light-Transmitting Concrete: A Critical Investigation into Sustainable Implementation 透光混凝土中的聚甲基丙烯酸甲酯棒:可持续实施的关键调查
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188033
Adithya Shenoy, Gopinatha Nayak, Adithya Tantri, Kiran K. Shetty, Jasmin Anna Maxwell, B. H. Venkataram Pai, Laxman P. Kudva
The development of special concrete focussed on sustainability and energy conservation has been approached through the use of recycled materials, novel techniques and processes, and materials that harness natural energy. This paper presents the results of one such study on the development of light-transmitting concrete using a novel polymeric transmitting media, poly-methyl-methacrylate, and a detailed analysis of the results obtained. Four variants based on the diameter and number of rods have been studied, with 5 and 10 mm diameter rods incorporated into 100 mm cube samples. A positive correlation between the area of rods and transmittance has been established; however, a loss in compressive and flexural strength was observed. Seasonal and monthly variation results indicate higher transmittance in summer, with the highest transmittance being observed in the month of May and the monsoon having the lowest transmittance, specifically in the month of July. The results of a case study of the application of the material have also been presented. The cost of construction has been studied, and the prediction of electricity consumption during operations has been carried out. The results have indicated the feasibility of use, even with the high initial cost. Variants have been shown to return the investments in a period of 7–31 years. Additionally, three of the four variants showed a sharp decrease in total CO2 emissions by eliminating the need for energy for daylighting and eliminating the consumption of electricity throughout the service life. Variants have been shown to return the investments in a period of 7–31 years. Additionally, three of the four variants show a sharp decrease in total CO2 emissions by eliminating the need for energy for daylighting and eliminating the consumption of electricity throughout the service life.
通过使用回收材料、新技术和新工艺以及利用自然能源的材料,开发了以可持续性和节能为重点的特种混凝土。本文介绍了利用新型聚合透光介质聚甲基丙烯酸甲酯开发透光混凝土的一项研究成果,以及对所获成果的详细分析。根据棒的直径和数量研究了四种变体,在 100 毫米立方体样品中分别加入了直径为 5 毫米和 10 毫米的棒。棒材面积与透光率之间建立了正相关关系;不过,也观察到抗压和抗弯强度有所下降。季节和月度变化结果表明,夏季的透射率较高,五月份的透射率最高,而季风季节的透射率最低,特别是在七月份。此外,还介绍了应用该材料的案例研究结果。对施工成本进行了研究,并对运行期间的耗电量进行了预测。结果表明,即使初始成本较高,使用也是可行的。结果表明,各种方案都能在 7-31 年内收回投资。此外,在四种变体中,有三种变体在整个使用寿命期间不需要采光能源和电力消耗,从而大幅减少了二氧化碳的总排放量。变体在 7-31 年内就能收回投资。此外,在四个变体中,有三个变体在整个使用寿命期间不需要采光能源和电力消耗,从而大幅减少了二氧化碳的总排放量。
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引用次数: 0
Co-Creation with AI in B2B Markets: A Systematic Literature Review B2B 市场中的人工智能共创:系统性文献综述
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188009
David Fehrenbach, Carolina Herrando, María José Martín-De Hoyos
Artificial intelligence (AI) has significantly disrupted B2B markets, impacting companies at the product, service, and organizational levels. A key focus is on how to leverage the power of AI to augment and automate activities to create value for customers. One specific form of value creation investigated in marketing is co-creation between parties. Introducing AI into the co-creation process is exciting due to its technological characteristics and the anticipated business value it can bring. This study explores the state of the art in co-creation with AI in B2B markets. It examines how buyers, suppliers, and technology providers interact, along with their motives and characteristics. Furthermore, it investigates the processes enabling these interactions, from the form of AI used and AI tool integration to the necessary capabilities of other actors involved. Finally, this study examines the content of co-creation described in the existing literature and the value created jointly. This review contributes to delineating the interaction between human and non-human actors in a B2B co-creation ecosystem. The implications of this research provide B2B companies with a discussion about the actors, motives, characteristics, processes, and content of co-creation with AI in B2B drivers and barriers of AI for co-creation, mapping the way for success.
人工智能(AI)极大地颠覆了 B2B 市场,在产品、服务和组织层面对企业产生了影响。如何利用人工智能的力量来增强活动并使其自动化,从而为客户创造价值,是一个重点。市场营销中调查的价值创造的一种具体形式是各方之间的共同创造。由于人工智能的技术特点及其可带来的预期商业价值,将其引入共同创造过程令人兴奋。本研究探讨了 B2B 市场中人工智能共同创造的最新进展。研究探讨了买家、供应商和技术提供商如何互动,以及他们的动机和特点。此外,它还研究了促成这些互动的过程,从所使用的人工智能形式和人工智能工具集成到其他参与方的必要能力。最后,本研究探讨了现有文献中描述的共同创造的内容以及共同创造的价值。本综述有助于界定 B2B 共同创造生态系统中人类和非人类参与者之间的互动。本研究的意义在于为 B2B 企业提供一个讨论平台,探讨在 B2B 驱动因素中使用人工智能进行共同创造的参与者、动机、特征、流程和内容,以及人工智能在共同创造中的障碍,从而为成功绘制路线图。
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引用次数: 0
Research on the Fire Resilience Assessment of Ancient Architectural Complexes Based on the AHP-CRITIC Method 基于 AHP-CRITIC 方法的古建筑群抗火能力评估研究
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188022
Songtao Yu, Houdong Liu, Qian Kang, Juan Cheng, Yingli Gong, Yuxian Ke
Ancient architectural complexes are an important part of human cultural heritage, carrying a wealth of historical and cultural information. However, fire safety issues in these complexes are becoming increasingly prominent, and it is urgent to assess and enhance their fire resilience to support sustainable development. This paper takes ancient architectural complexes as the research object and establishes a fire resilience evaluation indicator system for ancient architectural complexes, which includes 25 third-level indicators categorized under architectural characteristics, facility factors, management factors, and social factors. Then, this paper combines the AHP method and the CRITIC method to determine the weight of each indicator. The results show that architectural features and facility factors are key level 2 indicators affecting the fire resilience of ancient architectural complexes. The fire resistance rate, building materials, automatic alarm system, etc., are key level 3 indicators influencing the fire resilience of ancient architectural complexes. It is suggested that efforts should be made to enhance the fire resilience of ancient architectural complexes by improving the fire resistance rate, strengthening smart early warning systems, and intensifying the ensuring of firefighting responses. This paper provides valuable insights and recommendations for effectively preventing fire disasters in ancient architectural complexes, thereby supporting their sustainable management and long-term conservation.
古建筑群是人类文化遗产的重要组成部分,承载着丰富的历史和文化信息。然而,这些建筑群的消防安全问题日益突出,亟需评估和提升其抗灾能力,为可持续发展提供支撑。本文以古建筑群为研究对象,建立了古建筑群抗御火灾能力评价指标体系,包括建筑特征、设施因素、管理因素、社会因素等25个三级指标。然后,本文结合 AHP 法和 CRITIC 法确定了各指标的权重。结果表明,建筑特征和设施因素是影响古建筑群抗火能力的关键二级指标。耐火等级、建筑材料、自动报警系统等是影响古建筑群抗火能力的关键三级指标。建议从提高耐火率、加强智能预警系统、强化消防响应保障等方面努力提高古建筑群的抗御火灾能力。本文为有效预防古建筑群火灾灾害,从而支持其可持续管理和长期保护提供了宝贵的见解和建议。
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引用次数: 0
Land Cover and Spatial Distribution of Surface Water Loss Hotspots in Italy 意大利地表水流失热点地区的土地覆盖和空间分布
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188021
Irene Palazzoli, Gianluca Lelli, Serena Ceola
Increasing water withdrawals and changes in land cover/use are critically altering surface water bodies, often causing a noticeable reduction in their area. Such anthropogenic modification of surface waters needs to be thoroughly examined to recognize the dynamics through which humans affect the loss of surface water. By leveraging remotely-sensed data and employing a distance–decay model, we investigate the loss of surface water resources that occurred in Italy between 1984 and 2021 and explore its association with land cover change and potential human pressure. In particular, we first estimate the land cover conversion across locations experiencing surface water loss. Next, we identify and analytically model the influence of irrigated and built-up areas, which heavily rely on surface waters, on the spatial distribution of surface water losses across river basin districts and river basins in Italy. Our results reveal that surface water losses are mainly located in northern Italy, where they have been primarily replaced by cropland and vegetation. As expected, we find that surface water losses tend to be more concentrated in the proximity of both irrigated and built-up areas yet showing differences in their spatial occurrence and extent. These observed spatial patterns are well captured by our analytical model, which outlines the predominant role of irrigated areas, mainly across northern Italy and Sicily, and more dominant effects of built-up areas across the Apennines and in Sardinia. By highlighting land cover patterns following the loss of surface water and evaluating the relative distribution of surface water losses with respect to areas of human pressure, our analysis provides key information that could support water management and prevent future conditions of water scarcity due to unsustainable water exploitation.
不断增加的取水量和土地覆盖/使用的变化正在严重改变地表水体,往往导致其面积明显缩小。对地表水体的这种人为改变需要进行彻底研究,以认识人类影响地表水流失的动力。通过利用遥感数据和距离衰减模型,我们调查了 1984 年至 2021 年期间意大利地表水资源的流失情况,并探讨了其与土地覆被变化和潜在人类压力之间的关联。具体而言,我们首先估算了地表水流失地点的土地覆被变化情况。接下来,我们确定了严重依赖地表水的灌溉区和建筑区对意大利各流域区和流域地表水流失空间分布的影响,并建立了分析模型。我们的研究结果表明,地表水流失主要集中在意大利北部,那里的地表水主要被耕地和植被所取代。正如预期的那样,我们发现地表水流失往往更集中在灌溉区和建筑密集区附近,但其发生的空间和范围却存在差异。我们的分析模型很好地捕捉到了这些观察到的空间模式,该模型概述了灌溉区(主要在意大利北部和西西里岛)的主要作用,以及亚平宁半岛和撒丁岛上建筑密集区的主要影响。通过强调地表水流失后的土地覆盖模式,以及评估地表水流失与人类压力地区的相对分布,我们的分析提供了关键信息,可以支持水资源管理,防止未来因不可持续的水资源开发而出现水资源短缺的情况。
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引用次数: 0
The Different Strategies of the Italian Regions within the 2023 2027 Rural Development Programme 意大利各大区在 2023 2027 年农村发展计划中的不同战略
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188028
Francesco Piras, Antonio Pulina, Pierluigi Milone
Following the European Commission’s approval of the CAP Strategic Plan and the 21 Italian region (CSR)-related strategic documents, the financial aspect that characterized the single national CAP plan was made available. Here, we present and analyze the final data on the distribution of public resources for interventions between 2023 and 2027. This marks a pivotal period of strategic information for those who follow the evolution of the rural development policy, providing vital indications of policymakers’ priorities. In Italy, where rural development policy is highly regionalized, it is difficult to acquire an overall view of the strategic choices adopted by the individual regions. The primary objective of this article is to offer a comprehensive and enlightening synopsis of the regional choices in the CSRs. It aims to identify shared strategic paths in rural development, with a specific focus on the financial allocation in each of the three historical macro-objectives of the CAP: the competitiveness of the agri-food sector, the protection of the environment, and the revitalization of rural areas. Cluster analysis classification allows for aggregating the strategies adopted, allowing for comparisons across the Italian regions. The results show three regional groups focused on environmental strategy, structural investment measures, and resource distribution that is more balanced between these two approaches. Identifying the strategic choices made by the regions allows policymakers to predict different development trajectories and the progress of the expenditure indicators over the years. At the moment, it is impossible to verify whether the policy mix defined in the budget allocation is consistent with the strategic statements.
在欧盟委员会批准了 CAP 战略计划和与 21 个意大利大区(CSR)相关的战略文件后,作为单一国家 CAP 计划特点的财务方面也随之公布。在此,我们介绍并分析了 2023 年至 2027 年期间公共资源干预分配的最终数据。对于那些关注农村发展政策演变的人来说,这标志着一个关键时期的战略信息,为政策制定者的优先事项提供了重要指示。在意大利,农村发展政策高度地区化,因此很难全面了解各个地区所采取的战略选择。本文的主要目的是对各地区在 CSR 中的选择提供一个全面的、具有启发性的概述。文章旨在确定农村发展的共同战略路径,并特别关注补充性追加计划三个历史性宏观目标中每个目标的资金分配情况:农业食品行业的竞争力、环境保护和农村地区的振兴。通过聚类分析分类,可以对所采取的战略进行汇总,从而对意大利各大区进行比较。结果显示,三个地区组分别侧重于环境战略、结构性投资措施和资源分配,这两种方法之间的平衡性较好。确定各大区的战略选择后,政策制定者就可以预测不同的发展轨迹和多年来支出指标的进展情况。目前还无法核实预算分配中确定的政策组合是否与战略声明相一致。
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引用次数: 0
Research on Energy Scheduling Optimization Strategy with Compressed Air Energy Storage 利用压缩空气储能的能源调度优化策略研究
IF 3.9 3区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.3390/su16188008
Rui Wang, Zhanqiang Zhang, Keqilao Meng, Pengbing Lei, Kuo Wang, Wenlu Yang, Yong Liu, Zhihua Lin
Due to the volatility and intermittency of renewable energy, the integration of a large amount of renewable energy into the grid can have a significant impact on its stability and security. In this paper, we propose a tiered dispatching strategy for compressed air energy storage (CAES) and utilize it to balance the power output of wind farms, achieving the intelligent dispatching of the source–storage–grid system. The Markov decision process framework is used to describe the energy dispatching problem of CAES through the Actor–Critic (AC) algorithm. To address the stability and low sampling efficiency issues of the AC algorithm in continuous action spaces, we employ the deep deterministic policy gradient (DDPG) algorithm, a model-free deep reinforcement learning algorithm based on deterministic policy. Furthermore, the use of Neuroevolution of Augmenting Topologies (NEAT) to improve DDPG can enhance the adaptability of the algorithm in complex environments and improve its performance. The results show that scheduling accuracy of the DDPG-NEAT algorithm reached 91.97%, which was 15.43% and 31.5% higher than the comparison with the SAC and DDPG algorithms, respectively. The algorithm exhibits excellent performance and stability in CAES energy dispatching.
由于可再生能源的波动性和间歇性,将大量可再生能源并入电网会对电网的稳定性和安全性产生重大影响。本文提出了压缩空气储能(CAES)的分级调度策略,并利用它来平衡风电场的电力输出,实现源-储-电网系统的智能调度。本文采用马尔可夫决策过程框架,通过行为批判(AC)算法来描述压缩空气储能(CAES)的能量调度问题。为了解决 AC 算法在连续行动空间中的稳定性和低采样效率问题,我们采用了深度确定性策略梯度(DDPG)算法,这是一种基于确定性策略的无模型深度强化学习算法。此外,利用增强拓扑的神经进化(NEAT)来改进 DDPG,可以增强算法在复杂环境中的适应性并提高其性能。结果表明,DDPG-NEAT 算法的调度准确率达到 91.97%,与 SAC 算法和 DDPG 算法相比,分别提高了 15.43% 和 31.5%。该算法在 CAES 能量调度中表现出了卓越的性能和稳定性。
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引用次数: 0
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