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Achieving low-carbon production: Impacts of land misallocation and industrial structure in urban China 实现低碳生产:中国城市土地配置不当和产业结构的影响
IF 10.1 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-02 DOI: 10.1016/j.apenergy.2024.124791
Yudan Cheng , Xueyang Geng , Wenjia Tian
This study provides a comprehensive examination of the influence of land misallocation on carbon emissions in urban China, focusing on the relationship between land misallocation, industrial structure, and environmental outcomes from a macroeconomic perspective. Using a cross-regional panel database, the paper calculates the land misallocation index and carbon emissions of construction land, revealing distinct spatial-temporal patterns across regions. To establish a causal relationship, the study employs a two-way fixed-effects model and a two-stage least squares (2SLS) approach, using the 2007 industrial land marketization reform as an instrumental variable. The findings demonstrate that a 1 % increase in the land misallocation index leads to an average increase in carbon emissions of 0.502 %, highlighting the substantial environmental impact of over-allocated industrial land. Through a mediation effect model, the study shows that approximately 16.28 % of the total impact on regional carbon emissions is mediated by changes in industrial structure due to land misallocation. Further analysis reveals that regions with higher levels of land misallocation are more severely affected, and quantile regression results identify a non-linear, inverted U-shaped relationship between land misallocation and carbon emissions across different emission levels. These findings have significant implications for land management policies, industrial development strategies, and environmental governance in China and potentially other developing economies, providing valuable insights for policymakers aiming to balance economic growth with environmental sustainability.
本研究全面考察了中国城市土地错配对碳排放的影响,重点从宏观经济角度分析了土地错配、产业结构和环境结果之间的关系。本文利用跨地区面板数据库,计算了土地错配指数和建设用地碳排放量,揭示了不同地区之间不同的时空模式。为建立因果关系,研究采用了双向固定效应模型和两阶段最小二乘法(2SLS),并将 2007 年工业用地市场化改革作为工具变量。研究结果表明,土地错配指数每增加 1%,碳排放量平均增加 0.502%,凸显了工业用地过度配置对环境的巨大影响。通过中介效应模型,研究表明,在对地区碳排放的总影响中,约有 16.28% 是由土地错配导致的产业结构变化所中介的。进一步的分析表明,土地错配程度越高的地区受到的影响越严重,量子回归结果表明,在不同的排放水平上,土地错配与碳排放之间存在非线性的倒 U 型关系。这些发现对中国以及其他潜在发展中经济体的土地管理政策、工业发展战略和环境治理具有重要意义,为旨在平衡经济增长与环境可持续性的决策者提供了宝贵的见解。
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引用次数: 0
Integrating EVs into distribution grids — Examining the effects of various DSO intervention strategies on optimized charging 将电动汽车纳入配电网 - 研究各种配电网服务公司干预策略对优化充电的影响
IF 10.1 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-01 DOI: 10.1016/j.apenergy.2024.124775
Arne Lilienkamp , Nils Namockel
Adopting electric vehicles (EVs) and implementing variable electricity tariffs increase peak demand and the risk of congestion in distribution grids. To avert critical grid situations and sidestep expensive grid expansions, Distribution System Operators (DSOs) must have intervention rights, allowing them to curtail charging processes. Various curtailment strategies are possible, varying in spatio-temporal differentiation and possible discrimination. However, evaluating different strategies is complex due to the interplay of economic factors, technical requirements, and regulatory constraints — a complexity not fully addressed in the current literature. Our study introduces a sophisticated model to optimize electric vehicle charging strategies to address this gap. This model considers different tariff schemes (Fixed, Time-of-Use, and Real-Time) and incorporates DSO interventions (basic, variable, and smart) within its optimization framework. Based on the model, we analyze the flexibility demand and total electricity costs from the users’ perspective. Applying our model to a synthetic distribution grid, we find that flexible tariffs offer consumers only marginal economic benefits and increase the risk of grid congestion due to herding behavior. All curtailment strategies effectively alleviate congestion, with variable curtailment featuring spatio-temporal differentiation, approaching optimality regarding flexibility demand. Notably, applying curtailment from the users’ perspective does not lower cost savings significantly.
电动汽车(EV)的采用和可变电价的实施增加了高峰需求和配电网拥塞的风险。为了避免出现严重的电网状况,避免昂贵的电网扩建,配电系统运营商(DSO)必须拥有干预权,允许他们削减充电过程。可以采取多种削减策略,这些策略在时空差异和可能的区别对待方面各不相同。然而,由于经济因素、技术要求和监管限制的相互作用,对不同策略的评估非常复杂--目前的文献尚未充分解决这一复杂性。我们的研究引入了一个复杂的模型来优化电动汽车充电策略,以弥补这一不足。该模型考虑了不同的电价方案(固定电价、使用时间电价和实时电价),并将 DSO 干预(基本干预、可变干预和智能干预)纳入其优化框架。基于该模型,我们从用户的角度分析了灵活性需求和总电力成本。将我们的模型应用于合成配电网,我们发现灵活电价只能为消费者带来边际经济效益,并且由于羊群行为会增加电网拥塞的风险。所有缩减策略都能有效缓解拥堵,其中可变缩减具有时空差异,接近灵活性需求的最优化。值得注意的是,从用户角度实施缩减并不会显著降低成本节约。
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引用次数: 0
Development of a GHG-based control strategy for a fleet of hybrid heat pumps to decarbonize space heating and domestic hot water 为混合热泵机组制定基于温室气体的控制策略,以实现空间供暖和生活热水的去碳化
IF 10.1 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-01 DOI: 10.1016/j.apenergy.2024.124751
Marianne Biéron , Jérôme Le Dréau , Benjamin Haas
In Europe, the building sector accounts for approximately 35 % of the energy-related emissions. Hybrid systems coordinating heat pumps and gas boilers can avoid greenhouse gas (GHG) emissions from carbonized electricity production by providing demand-side flexibility without any service interruption. This work aimed to develop a control strategy for a fleet of hybrid heat pumps to reduce GHG emissions. The electricity and gas consumption of a fleet of 3000 hybrid heat pumps, heating 100,000 dwellings spread throughout France, was evaluated. A Modelica model of a district archetype was simulated in seven cities representative of the French climatic zones to obtain the national heating demand. The marginal emission factor of the electricity consumption was assessed using a French power system model coupled with marginal emission factors for interconnected power systems, which were assessed through linear regressions. Two types of control strategies (prioritizing the heat pump and fuel switch) are evaluated considering 4 different sizing for the heat pump (120 %, 50 %, 35 %, and 20 %). Between July 2018 and June 2019, a strategy prioritizing the heat pumps would have avoided between 8000 and 26,000 tCO2eq for the power system. A strategy switching between the heat pump and the boiler based on the marginal emission factor of the electricity consumption would have avoided around 38,000 tCO2eq, with a limited influence of the sizing of the heat pump.
在欧洲,建筑行业约占能源相关排放的 35%。协调热泵和燃气锅炉的混合系统可以在不中断服务的情况下提供需求方灵活性,从而避免碳化电力生产所产生的温室气体排放。这项工作旨在为混合热泵机组开发一种控制策略,以减少温室气体排放。我们评估了由 3000 台混合热泵组成的机组的电力和天然气消耗量,这些热泵可为分布在法国各地的 10 万个住宅供暖。在七个代表法国气候区的城市中模拟了一个地区原型的 Modelica 模型,以获得全国的供热需求。电力消耗的边际排放系数是通过法国电力系统模型和互联电力系统的边际排放系数进行评估的,后者是通过线性回归进行评估的。考虑到热泵的 4 种不同规格(120%、50%、35% 和 20%),对两种控制策略(优先使用热泵和燃料转换)进行了评估。在 2018 年 7 月至 2019 年 6 月期间,优先使用热泵的策略可为电力系统减少 8000 至 26000 吨二氧化碳当量。根据电力消耗的边际排放系数在热泵和锅炉之间切换的策略可避免约 38,000 tCO2eq 的排放,而热泵的大小影响有限。
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引用次数: 0
Mapping and characterizing the visual impacts of the existing US wind turbine fleet 绘制美国现有风力涡轮机群的视觉影响图并确定其特征
IF 10.1 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-01 DOI: 10.1016/j.apenergy.2024.124801
Michael Gleason, Anthony Lopez, Marie Rivers
Visual impacts of wind turbines have been a persistent concern for wind energy development in the United States (US) for decades and remain a major source of project delays and cancellations. Assessments of visual impacts are frequently performed at a local scale for individual projects, but a comprehensive understanding of broader geographic patterns in visual impacts across the US is lacking. This paper presents a visual impact assessment of the existing land-based wind turbine fleet of the contiguous United States (CONUS). The assessment combines geographic information systems and 3D simulation methods to account for key factors driving the visual magnitude of impacts from the installed turbines. The results indicate that, despite the deployment of approximately 70,000 turbines and over 144 gigawatts of land-based wind in the CONUS, the visual impacts are very small when measured as a proportion of land area, population, and sensitive visual resources. Nonetheless, visual impacts are not evenly distributed: people experience a concentrated share in a small number of natural settings, primarily including plains, prairies, and deserts. Finally, we find that although increased density of wind development consistently leads to visual impacts across a greater proportion of land, it does not always lead to impacts to a greater share of the population. These findings suggest that visual impacts from wind energy are generally well-mitigated across the CONUS to date but also highlight the need for a deeper understanding of landscape sensitivity and individual perceptions of wind turbines in the most heavily impacted natural settings.
几十年来,风力涡轮机对视觉的影响一直是美国风能开发的一大问题,也是项目延期和取消的主要原因。对视觉影响的评估通常是在局部范围内针对单个项目进行的,但对全美范围内视觉影响的更广泛地理模式缺乏全面的了解。本文介绍了美国毗连地区(CONUS)现有陆基风力涡轮机群的视觉影响评估。该评估结合了地理信息系统和三维模拟方法,考虑了影响已安装涡轮机视觉影响程度的关键因素。评估结果表明,尽管在美国陆地上部署了约 70,000 台涡轮机和超过 144 千兆瓦的风力发电设备,但从占地面积、人口和敏感视觉资源的比例来看,视觉影响非常小。然而,视觉影响的分布并不均匀:人们在少数自然环境中,主要是在平原、草原和沙漠中,会集中感受到视觉影响。最后,我们发现,虽然风能开发密度的增加会持续导致更大比例的土地受到视觉影响,但并不总是导致更大比例的人口受到影响。这些研究结果表明,迄今为止,风能对整个美国联邦的视觉影响总体上得到了很好的缓解,但同时也强调了在受影响最严重的自然环境中深入了解景观敏感性和个人对风力涡轮机的感知的必要性。
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引用次数: 0
Hierarchical optimal operation for bipolar DC distribution networks with remote residential communities 有偏远居民区的双极直流配电网的分层优化运行
IF 10.1 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-01 DOI: 10.1016/j.apenergy.2024.124701
Qianggang Wang , Yiyao Zhou , Bingxin Fan , Jianquan Liao , Tao Huang , Xuefei Zhang , Yao Zou , Niancheng Zhou
To facilitate the seamless integration of renewable energy, bipolar DC distribution networks (Bi-DCDNs) have been widely adopted in various applications, including the Shenzhen Future Building, the Boeing 787 aircraft, and DC LED lighting systems in Singapore. Bi-DCDNs incorporate diverse flexible devices to improve both economic efficiency and security. However, a comprehensive coordination framework considering the regulatory heterogeneity among these flexible devices remains absent. Hence, this paper proposes a hierarchical coordination framework for flexible devices in Bi-DCDNs. More specifically, the upper-level model considers the operational differences of the DC transformer (DCT) in various modes to determine the optimal switching scheme for reducing losses; In the lower-level model, the control parameters of the DCT, energy storage systems (ESSs), and DC electrical springs (DCESs) are coordinated to enhance voltage quality. Furthermore, to accurately capture the steady-state behavior of flexible devices, the hierarchical framework incorporates the Newton-Raphson power flow method. This method formulates a steady-state model for multiple flexible devices and demonstrates the impact of different control modes of DCT on power flow. Subsequently, a genetic algorithm is used to solve the proposed model, ensuring that suboptimal decisions made at the upper level are rectified at the lower level, and vice versa. The numerical results indicate that the proposed framework achieves the optimal operation for both reduced losses and enhanced voltage quality in Bi-DCDNs. Furthermore, it exhibits advantageous applications for Bi-DCDNs with additional DCTs for remote residential communities.
为促进可再生能源的无缝集成,双极直流配电网络(Bi-DCDN)已在各种应用中得到广泛采用,包括深圳未来大厦、波音 787 飞机和新加坡的直流 LED 照明系统。Bi-DCDN 融合了多种灵活设备,可提高经济效益和安全性。然而,考虑到这些灵活设备之间的监管异质性,目前仍缺乏一个全面的协调框架。因此,本文针对 Bi-DCDN 中的灵活设备提出了一个分层协调框架。更具体地说,上层模型考虑了直流变压器(DCT)在各种模式下的运行差异,以确定减少损耗的最佳切换方案;在下层模型中,协调了直流变压器、储能系统(ESS)和直流电簧(DCES)的控制参数,以提高电压质量。此外,为了准确捕捉柔性设备的稳态行为,分层框架采用了牛顿-拉斐森功率流方法。该方法建立了多个柔性设备的稳态模型,并演示了 DCT 不同控制模式对功率流的影响。随后,利用遗传算法求解所提出的模型,确保上层做出的次优决策在下层得到纠正,反之亦然。数值结果表明,所提出的框架在 Bi-DCDN 中实现了降低损耗和提高电压质量的最佳操作。此外,它还显示了 Bi-DCDN 在偏远住宅小区附加 DCT 的优势应用。
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引用次数: 0
Enhancing grid stability in PV systems: A novel ramp rate control method utilizing PV cooling technology 增强光伏系统的电网稳定性:利用光伏冷却技术的新型斜率控制方法
IF 10.1 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-11-01 DOI: 10.1016/j.apenergy.2024.124737
Koki Iwabuchi , Daichi Watari , Dafang Zhao , Ittetsu Taniguchi , Francky Catthoor , Takao Onoye
Rapid fluctuations in solar irradiation lead to significant variability in PV power output. Traditional ramp rate control methods use battery energy storage systems to smooth power outputs and provide a more consistent supply to the grid. However, these methods require high initial costs and substantial maintenance. In this study, we propose a novel method for controlling PV power output ramp rates using cooling technology, which is essential to stabilize grid operations and ancillary services. The proposed method adjusts power generation efficiency in real-time by controlling PV panel temperature, leveraging their thermoelectric properties. The effectiveness of our method was validated by simulation based on real-world data, which showed reductions in mean and maximum ramp rates of 43.5% and 76.2%, respectively, compared to traditional battery storage solutions. Notably, these improvements were achieved with a cooling unit having a coefficient of performance of less than 10 and a minimal battery capacity of 20 kWh, highlighting the efficiency of the method and its potential to significantly lower system costs and environmental impacts compared to traditional control strategies.
太阳辐照的快速波动会导致光伏发电输出的显著变化。传统的斜率控制方法使用电池储能系统来平滑电力输出,为电网提供更稳定的电力供应。然而,这些方法需要高昂的初始成本和大量的维护工作。在本研究中,我们提出了一种利用冷却技术控制光伏发电输出斜率的新方法,这对稳定电网运行和辅助服务至关重要。所提出的方法利用光伏板的热电特性,通过控制光伏板的温度来实时调整发电效率。与传统的电池储能解决方案相比,我们的方法平均和最大斜率分别降低了 43.5% 和 76.2%。值得注意的是,这些改进是在冷却装置的性能系数小于 10 和最小电池容量为 20 千瓦时的情况下实现的,这凸显了该方法的效率及其与传统控制策略相比显著降低系统成本和环境影响的潜力。
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引用次数: 0
Performance study and LCA of a ZigZag PV noise barrier: Towards mass-customization of IIPV applications 人字形光伏隔音屏障的性能研究和生命周期评估:实现 IIPV 应用的大规模定制
IF 10.1 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-10-31 DOI: 10.1016/j.apenergy.2024.124724
Fallon Colberts , Sara Bouguerra , Arnaud Wieclawski , Marta Casasola Paesa , Wim Brand , Sven Mullenders , Hareim Ahmed , Richard de Jong , Tatjana Vavilkin , Wim van de Wall , Christian Mass-Protzen , Jeroen Bergman , Jörgen Boumans , Michaël Daenen , Zeger Vroon
Photovoltaic noise barriers (PVNB) offer dual functionality in reducing traffic noise and generating renewable electricity. In this research, the potential of ZigZag PVNBs has been investigated. The ZigZag Solar product, developed by Wallvision, has proven to offer multiple advantages in energy yield and aesthetics for building façade applications. For noise barrier applications, the ZigZag structure could offer interesting features in safety and noise cancellation (obtained by filling the ZigZag construction with Rockwool material) on top of the advantages in aesthetics and energy yield. A ZigZag PVNB has been designed and constructed at the Brightlands Chemelot Campus in Geleen, after which the electrical performance has been automatically monitored under Dutch climate conditions. The measurements have been compared to simulated data, which allowed optimization of the model. As Rockwool material is used in the ZigZag construction, the thermal model had to be optimized to reduce significant differences in measured and simulated VMPP data. Temperature measurements by a novel Fiber Bragg technology revealed that temperature differences between measured cell temperature and input temperature for the simulations are between 10 and 20 °C. After optimizing the thermal model, the power output of the ZigZag PVNB could be predicted more accurately, resulting in a yearly potential energy yield up to 1066 kWh/kWp. Measured data over the period June 2023 till April 2024 showed an energy yield up to 873 kWh/kWp. A deviation of 18 % between measured yearly energy yield can be related to system losses such as cabling and inverters. Life Cycle Assessment (LCA) of several configurations of a global system, including concrete infrastructure, solar panels, ZigZag cassettes, cabling and converters shows a Global Warming Potential (GWP) score varying from 190 to 290 CO2 eq/kWh, according to the models developed in this study, indicating its interest compared to the Dutch and German electricity mixes. In addition, the energy required to produce and install the ZigZag PVNB system at various lengths has a predicted payback time of 6–10 years (maximum 30 % of the total expected lifetime). The balance of system, in specific the DC/DC converters followed and battery system) followed by the concrete element on which the ZigZag PVNB was mounted are the largest contributors to the carbon footprint of the ZigZag PVNB demonstrator. The carbon footprint could potentially be reduced by using cleaner battery technologies or energy storage systems.
光伏隔音屏障(PVNB)具有降低交通噪音和产生可再生能源电力的双重功能。本研究对 ZigZag 光伏隔音屏障的潜力进行了调查。事实证明,Wallvision 开发的 ZigZag 太阳能产品在建筑外墙应用方面具有能源产出和美观的多重优势。对于隔音屏障的应用,ZigZag 结构除了在美观和能源产出方面具有优势外,还能在安全和噪音消除方面提供有趣的功能(通过在 ZigZag 结构中填充 Rockwool 材料实现)。在位于 Geleen 的 Brightlands Chemelot 校区设计并建造了一个 "之 "字形光伏核电站,之后在荷兰气候条件下对其电气性能进行了自动监测。测量结果与模拟数据进行了比较,从而对模型进行了优化。由于 "之 "字形结构中使用了岩棉材料,因此必须对热模型进行优化,以减少 VMPP 测量数据与模拟数据之间的显著差异。利用新型光纤布拉格技术进行的温度测量显示,测量电池温度与模拟输入温度之间的温差在 10 至 20 ℃ 之间。优化热模型后,"之 "字形光伏核电池的功率输出可以得到更准确的预测,每年的潜在发电量可达 1066 kWh/kWp。2023 年 6 月至 2024 年 4 月期间的测量数据显示,发电量高达 873 kWh/kWp。测量的年发电量与系统损耗(如电缆和逆变器)之间存在 18% 的偏差。对全球系统的几种配置(包括混凝土基础设施、太阳能电池板、ZigZag 盒、电缆和转换器)进行的生命周期评估(LCA)显示,根据本研究开发的模型,全球变暖潜能值(GWP)从 190 到 290 CO2 eq/kWh 不等,这表明与荷兰和德国的电力组合相比,该系统具有优势。此外,生产和安装不同长度的 ZigZag PVNB 系统所需的能源,预计投资回收期为 6-10 年(最长为总预期寿命的 30%)。系统平衡,特别是直流/直流转换器和电池系统,以及安装 ZigZag PVNB 的混凝土构件,是 ZigZag PVNB 演示器碳足迹的最大来源。使用更清洁的电池技术或储能系统有可能减少碳足迹。
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引用次数: 0
Building sustainable urban energy systems: The role of linked data in photovoltaic generation estimation at neighbourhood level 建设可持续的城市能源系统:关联数据在街区级光伏发电估算中的作用
IF 10.1 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-10-31 DOI: 10.1016/j.apenergy.2024.124749
Xuan Liu, Dujuan Yang, Alex Donkers, Bauke de Vries
The imperative of sustainable urban development demands reductions in energy consumption and carbon emissions. Solar energy emerges as a pivotal player in facilitating the vision of energy transition, serving as a significant renewable energy source for the urban sector. To advance the goals of energy transition and carbon neutrality, it is critical to comprehend the photovoltaic (PV) generation planning at the neighbourhood level, as it offers opportunities that do not exist at either the household level or city level. However, there is a lack of studies that focus on the integration of PV energy generation prediction at the neighbourhood level due to the complexity arising from the abundance of data from disparate disciplines. Supporting the estimation process for electric energy generation is important for neighbourhood level grid-resolving energy planning and management. Semantic web technologies present a promising approach to address the challenge. Through this method, we have developed the Neighbourhood Photovoltaic Generation Ontology (NPO), designed to integrate heterogeneous data to facilitate electric energy estimation processes. This approach streamlines PV energy generation estimation  and enriches the data structure by improving the interoperability of data across various formats. A case study in the Netherlands validated the methodology using monthly PV energy generation data, demonstrating that our semantic-based framework significantly enhances the estimation process. The findings demonstrate the potential of semantic web technologies for neighbourhood-level energy planning and management, offering a scalable model that can be adapted to other urban settings. Moreover, the research contributes to the body of knowledge by illustrating how linked data can be strategically support energy transition goals and carbon neutrality initiatives at the neighbourhood level.
城市可持续发展要求减少能源消耗和碳排放。太阳能是促进能源转型的关键因素,是城市部门的重要可再生能源。为了推进能源转型和碳中和的目标,理解街区一级的光伏发电规划至关重要,因为它提供了家庭一级或城市一级所不具备的机会。然而,由于来自不同学科的大量数据所带来的复杂性,目前还缺乏对居民区光伏发电预测进行整合的研究。支持电能发电量的估算过程对于街区级电网能源规划和管理非常重要。语义网技术为应对这一挑战提供了一种前景广阔的方法。通过这种方法,我们开发了邻里光伏发电本体(NPO),旨在整合异构数据,促进电能估算过程。这种方法可简化光伏发电量估算,并通过提高不同格式数据的互操作性来丰富数据结构。在荷兰进行的一项案例研究利用月度光伏发电数据验证了该方法,证明我们基于语义的框架显著增强了估算流程。研究结果证明了语义网络技术在街区级能源规划和管理方面的潜力,并提供了一个可扩展的模型,可适用于其他城市环境。此外,这项研究还说明了链接数据如何能在战略上支持邻里层面的能源转型目标和碳中和倡议,从而为知识体系做出了贡献。
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引用次数: 0
Advanced integration strategies and machine learning-based superstructure optimization for Power-to-Methanol 先进的集成策略和基于机器学习的上层结构优化,促进电力转化为甲醇
IF 10.1 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-10-31 DOI: 10.1016/j.apenergy.2024.124731
Dat-Nguyen Vo , Meng Qi , Chang-Ha Lee , Xunyuan Yin
The Power-to-methanol (PtMe) process faces significant challenges, including high production costs, low energy efficiency, and a lack of systematic and applicable integrated design and superstructure optimization methods. This study proposes advanced integration and machine learning (ML)-based superstructure optimization approaches that aim to enhance the performance of the PtMe process. Alkaline water electrolyzer (AWE), polymer electrolyte membrane electrolyzer (PEM), and solid oxide electrolyzer (SOE) are chosen for investigation due to their high technology readiness levels. The validated mathematical models for these electrolyzers are integrated with other units to form 3 conventional and 12 advanced designs. The conventional designs comprise electrolyzer-based H2 and CO2-to-methanol sections. In contrast, the advanced designs integrate these sections with four waste-utility reutilization strategies, including heat (H), heat and steam (HS), heat and power (HP), and heat, steam, and power (HSP) generations. A techno-economic analysis demonstrates the pivotal role of electrolyzers in the PtMe process. Two deep neural networks (DNN) models are developed to represent the superstructure design of the PtMe process. With marginal training and test errors (0.28% and 1.03%), the one-hot vector-DNN (OHV-DNN) model is selected to formulate four optimization problems, identifying the PtMe-SOE-HSP and PtMe-AWE-HSP designs as optimal solutions for minimizing energy consumption and production cost considering carbon tax. The PtMe-AWE and PtMe-SOE designs are the best candidates among the conventional designs. Compared to the optimal conventional designs, the optimal advanced designs improve the techno-economic-environmental performance by 1.8–29.7%. Additionally, compared to the PtMe-AWE-HSP design, the PtMe-SOE-HSP design achieves a 4.3% reduction in net CO2 reduction and a 10.2% reduction in energy consumption. Then, an economic analysis reveals the PtMe-SOE-HSP design as the superior design under scenarios of reduced electrolyzer CAPEX and increased electrolyzer lifetime. These findings are valuable for improving the techno-economic-environmental performance of the PtMe process. Moreover, the proposed integration strategies and ML-based superstructure optimization approach hold the promise for enhancing other power-to-liquid processes.
电力制甲醇(PtMe)工艺面临着重大挑战,包括生产成本高、能效低,以及缺乏系统、适用的集成设计和上部结构优化方法。本研究提出了先进的集成和基于机器学习(ML)的上层结构优化方法,旨在提高 PtMe 工艺的性能。由于碱性水电解槽(AWE)、聚合物电解质膜电解槽(PEM)和固体氧化物电解槽(SOE)的技术就绪程度较高,因此被选作研究对象。经过验证的这些电解槽数学模型与其他装置相结合,形成了 3 种常规设计和 12 种先进设计。传统设计包括基于电解槽的 H2 和 CO2-甲醇部分。相比之下,先进的设计将这些部分与四种废物再利用策略相结合,包括热能 (H)、热能和蒸汽 (HS)、热能和电力 (HP) 以及热能、蒸汽和电力 (HSP) 发电。技术经济分析表明了电解槽在铂镁工艺中的关键作用。开发了两个深度神经网络(DNN)模型来表示铂镁工艺的上层建筑设计。在边际训练误差和测试误差(0.28% 和 1.03%)的情况下,选择一热矢量-DNN(OHV-DNN)模型来提出四个优化问题,确定 PtMe-SOE-HSP 和 PtMe-AWE-HSP 设计为考虑碳税的能耗和生产成本最小化的最佳解决方案。PtMe-AWE 和 PtMe-SOE 设计是传统设计中的最佳候选方案。与最优传统设计相比,最优先进设计的技术经济环境性能提高了 1.8-29.7%。此外,与 PtMe-AWE-HSP 设计相比,PtMe-SOE-HSP 设计的二氧化碳净减排量减少了 4.3%,能耗减少了 10.2%。然后,经济分析表明,在降低电解槽资本支出和延长电解槽使用寿命的情况下,PtMe-SOE-HSP 设计更胜一筹。这些发现对于改善 PtMe 工艺的技术-经济-环境性能非常有价值。此外,所提出的集成策略和基于 ML 的上层结构优化方法也有望改善其他电转液工艺。
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引用次数: 0
Optimization of pendulum-based wave energy converter through mathematical approximation 通过数学近似优化摆式波能转换器
IF 10.1 1区 工程技术 Q1 ENERGY & FUELS Pub Date : 2024-10-30 DOI: 10.1016/j.apenergy.2024.124754
Xiaoqiang Jiang , Feifei Cao , Hongda Shi , Kai Zhu , Chongwei Zhang
This study analyzes a pendulum-based wave energy converter with multiple degrees of freedom and a rigid hull encapsulation design that enhances robustness and extends lifespan. The kinetic equation of the vertical axis parametric pendulum is proposed alongside the concept of the Prescribed Excitation Model. This model can be applied to evaluate the pendulum's performance in the early design stage at an extremely low cost. A mathematical approximation of this model is derived using the Perturbation Technique. The maximum linear damping obtained from the approximation provides a reference value for the numerical model, reducing the simulation quantity required for optimization. The power assessment of the pendulum through both mathematical approximation and numerical simulation is compared, indicating that the mathematical approximation is reliable for comparing the performance of different pendulums. Finally, a case study reveals that mounting the pendulum upon the mass center of the hull enhances performance. Additionally, the mass of the pendulum and its moment of inertia have less influence on the optimization of the mounting position, suggesting that the optimization process can be divided into two separate parts. The numerical modeling shows that the pendulum under optimal mounting position has the potential to product energy of 6.79 MWh (annually).
本研究分析了一种基于摆的波浪能转换器,该转换器具有多个自由度和刚性船体封装设计,可增强坚固性并延长使用寿命。在提出预设激振模型概念的同时,还提出了垂直轴参数摆的动力学方程。该模型可用于在早期设计阶段以极低的成本评估摆锤的性能。该模型的数学近似值是利用扰动技术推导出来的。通过近似得到的最大线性阻尼为数值模型提供了参考值,从而减少了优化所需的模拟量。通过比较数学近似和数值模拟对摆的功率评估,表明数学近似在比较不同摆的性能方面是可靠的。最后,一项案例研究表明,将摆锤安装在船体的质量中心可提高性能。此外,摆锤的质量和惯性矩对安装位置的优化影响较小,这表明优化过程可分为两个独立的部分。数值建模表明,在最佳安装位置下,摆锤每年可产生 6.79 MW∙h 的能量。
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引用次数: 0
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Applied Energy
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