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Performance research on multi-energy complementary heating systems in rural areas of China: A mini review 中国农村地区多能源互补供暖系统性能研究:微型综述
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012025
L. L. Pang, C. Q. Wang, X R Wang, T M Sun, J S Wu, A. Novikovs
Winter heating in rural areas has always been an issue of great concern to the State. In China, traditional heating methods mainly use coal-fired boilers or heating stoves, however, coal burning has caused serious environmental pollution and air quality problems. In order to improve heating conditions and reduce environmental pollution, some rural areas have begun to try multi-energy complementary heating (MECH) system, which improves heating efficiency by comprehensively utilizing solar energy, biomass energy, ground source heat pump, air source heat pump (ASHP). However, due to poor economic conditions, the actual operation faces various factors and challenges. In order to solve these problems, this paper provides a systematic review of the research on MECH systems in rural areas in China in recent years. First, it summarizes the existing MECH systems, including various technologies such as solar-ASHP heating, solar-biogas heating, and ground source heat pump-solar heating, and lists their advantages and disadvantages in detail. Secondly, the effects of MECH systems in practical applications are discussed through case studies. Finally, recommendations for promoting MECH technologies are presented to facilitate the development of MECH systems in rural areas. The study contributes to the development of MECH system, which helps to improve rural heating conditions and reduce environmental pollution.
农村地区的冬季取暖问题一直备受国家关注。在我国,传统的取暖方式主要采用燃煤锅炉或取暖炉,但燃煤造成了严重的环境污染和空气质量问题。为了改善供暖条件,减少环境污染,一些农村地区开始尝试多能互补供暖(MECH)系统,通过综合利用太阳能、生物质能、地源热泵、空气源热泵(ASHP)等提高供暖效率。然而,由于经济条件不佳,实际运行中面临着各种因素和挑战。为了解决这些问题,本文对近年来中国农村地区 MECH 系统的研究进行了系统综述。首先,总结了现有的 MECH 系统,包括太阳能-ASHP 供热、太阳能-沼气供热、地源热泵-太阳能供热等多种技术,并详细列举了其优缺点。其次,通过案例研究讨论了 MECH 系统在实际应用中的效果。最后,提出了推广 MECH 技术的建议,以促进 MECH 系统在农村地区的发展。该研究有助于 MECH 系统的发展,有助于改善农村供暖条件和减少环境污染。
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引用次数: 0
Seawater source heat pump system based on capillary heat exchanger for seepage in submarine tunnel: a case study 基于毛细管换热器的海底隧道渗流海水源热泵系统:案例研究
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012074
F J Zhang, L Zhang, C Li, S J Gao
The discharge of seepage water from undersea tunnel structures, often treated as wastewater, inherently carries a substantial reservoir of untapped low-grade thermal energy. Unfortunately, comprehensive investigations into harnessing this latent potential remain notably limited. This study introduced an innovative strategy through the design of an undersea tunnel seepage seawater source heat pump system. Distinguished by the integration of a capillary front-end heat exchanger, this system aimed to effectively exploit the frequently disregarded low-grade thermal energy present in the seepage water of undersea tunnel structures. The seawater seepage from the tunnel is transported to the car park at the tunnel entrance, and a seawater energy pool is constructed by storing seawater in its underground space. The use of capillary network placed in the energy pool in the front heat exchanger, water source heat pump units, circulating water pumps and fan coil end device composed of underground undersea tunnel seepage seawater source heat pump system for the building heating and cooling. Furthermore, a comparative assessment was conducted, contrasting this novel system with the traditional air-conditioning setup that utilizes chillers and gas boilers as cooling and heating sources. The aim was to evaluate its capacity for energy conservation and emission reduction. The findings from the study strongly affirmed the viability of the proposed seepage seawater source heat pump system within undersea tunnels. It boasted the potential to achieve annual savings of 53.55 tce, highlighting a noteworthy energy-saving rate of 21.2%. Concurrently, reductions in CO2, SO2, and particulate emissions amounted to 132.28 t/a, 1.07 t/a, and 0.54 t/a, respectively. This study not only stands as a reference for the strategic utilization of seepage seawater from undersea tunnel structures, prioritizing energy conservation and emission reduction, but also pioneers innovative approaches toward resource optimization and environmental sustainability, meeting the inherent needs of carbon peaking and carbon neutrality goals.
海底隧道结构排放的渗水通常作为废水处理,本身就蕴藏着大量尚未开发的低品位热能。遗憾的是,对利用这一潜在能量的全面研究仍然十分有限。本研究通过设计海底隧道渗流海水源热泵系统,引入了一种创新策略。该系统集成了毛细管前端热交换器,旨在有效利用海底隧道结构渗水中经常被忽视的低品位热能。隧道渗出的海水被输送到隧道入口处的停车场,并通过在其地下空间储存海水来构建海水能源池。利用放置在能量池中的毛细管网前端换热器、水源热泵机组、循环水泵和风机盘管末端装置组成海底隧道地下渗流海水源热泵系统,为建筑物供热制冷。此外,还进行了比较评估,将这种新型系统与利用冷水机组和燃气锅炉作为冷热源的传统空调装置进行了对比。目的是评估其节能减排能力。研究结果有力地证实了拟议的海底隧道渗海水源热泵系统的可行性。该系统每年可节约能源 53.55 吨,节能率高达 21.2%。同时,二氧化碳、二氧化硫和颗粒物排放量分别减少了 132.28 吨/年、1.07 吨/年和 0.54 吨/年。这项研究不仅为海底隧道结构渗漏海水的战略利用、节能减排优先提供了参考,而且开创了资源优化和环境可持续发展的创新方法,满足了碳调峰和碳中和目标的内在需求。
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引用次数: 0
A study of the temperature distribution in the OTEC cold water pipe using a heat and mass transfer approach 利用传热和传质方法研究 OTEC 冷水管中的温度分布
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012018
A. I. Firmansyah, Mukthasor, D. Satrio, S. Rahmawati, H. Ikhwani, W. A. Pratikto
The difference between sea water temperature at a depth of around 1000 m and sea water temperature at sea level is generally used as a parameter in the design of Ocean Thermal Energy Conversion (OTEC). In practice, electricity generation is determined by the difference between the temperature of the cold seawater coming out of the Cold Water Pipe (CWP) and the temperature of the seawater at the surface. The temperature of cold sea water increases due to heat transfer experienced by cold sea water flowing through the CWP, which comes into contact with surrounding sea water which has a higher temperature. This in turn provides a lower actual temperature difference, and therefore reduces the design power capacity. However, many previous studies did not consider these lower temperature differences. This may be acceptable for cases with practically small heat transfer such as CWP with low thermal conductivity combined with good insulation used in 1000 m CWP vertical floating systems. Unfortunately, this may not be the case for many of OTEC’s proposed alternative sites, which are located on land systems that require CWP lengths of five km or more. This raises the need for careful investigation to determine the temperature of the sea water coming out of the CWP, where it is necessary to calculate the temperature distribution of the cold sea water flowing through the CWP. This paper aims to estimate the temperature distribution of cold sea water flowing through the CWP and the increase in temperature of cold sea water leaving the CWP. Analysis based on the principles of mass and heat transfer was carried out in this research, where modelling was carried out numerically using a finite volume approach. For the case considered, the change in sea water temperature at CWP from depth to the surface occurs 1-3°C, which is the accumulation of each change in sea water depth. The results of this research illustrate that designing an OTEC system with a long CWP must consider the temperature distribution of cold sea water flowing through the CWP to produce a more realistic design.
在海洋热能转换(OTEC)的设计中,通常采用 1000 米左右深度的海水温度与海平面海水温度之差作为参数。实际上,发电量取决于从冷水管道(CWP)流出的冷海水温度与海面海水温度之差。流经冷水管道的冷海水与周围温度较高的海水接触后会发生热传递,从而导致冷海水温度升高。这反过来又降低了实际温差,从而降低了设计功率容量。然而,之前的许多研究并未考虑这些较低的温差。对于热传导实际上较小的情况,如 1000 米 CWP 垂直漂浮系统中使用的导热系数低且隔热性能良好的 CWP,这种情况可能是可以接受的。遗憾的是,对于 OTEC 提议的许多替代场址来说,情况可能并非如此,这些场址位于陆地系统上,需要 5 千米或更长的 CWP。这就需要进行仔细调查,以确定从 CWP 流出的海水温度,其中有必要计算流经 CWP 的冷海水的温度分布。本文旨在估算流经化武生产厂的冷海水的温度分布以及离开化武生产厂的冷海水的温度升高情况。本研究根据传质和传热原理进行分析,并采用有限体积法进行数值模拟。在所考虑的情况下,CWP 海水温度从深度到表面的变化为 1-3°C,即海水深度每次变化的累积值。研究结果表明,在设计具有较长 CWP 的 OTEC 系统时,必须考虑流经 CWP 的冷海水的温度分布,以便设计出更切合实际的系统。
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引用次数: 0
Ion- and surface-sensitive interactions during oxygen evolution reaction in alkaline media 碱性介质中氧进化反应的离子和表面敏感相互作用
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012101
P. D. Angeles, A. R. I. Bustamante, H. A. S. Sasil, D. E. D. Loresca, J. A. Paraggua
Clean and sustainable energy has turned towards electrochemical water splitting as a viable solution in minimizing carbon emissions. Electrolysis of water converts electrical energy to chemical energy, through the production of hydrogen and oxygen gases, which can be harnessed for potential applications without contributing to greenhouse emissions. While this energy storage process shows great potential, its efficiency is hindered by the sluggish kinetics of the oxygen evolution reaction (OER). As a result, its widespread application in green electrolytic technologies is limited hence investigations on improving OER kinetics are of utmost importance. Recent research breakthroughs indicate that alkali metal cations are more than passive observers. They play complex roles in the electric double layer (EDL), which positively influences the OER kinetics. The presence of numerous ions and their combinations presents a challenge of complexity. This study aims to delve into the impact of alkali metal cations on OER activity due to the variance in their hydration energies. Specific investigations focusing on different alkali metal cations in solution, such as Li+, Na+, and K+, was conducted on RuO2 to gain a deeper understanding of how these ions interact with both reactants and intermediate species in the reaction kinetics. Traditional electrochemical tests, including cyclic voltammetry (CV), linear sweep voltammetry (LSV), electrochemical impedance spectroscopy (EIS), and accelerated degradation test (ADT) measurements were employed to elucidate critical aspects such as surface activation, electric double layer interactions, catalytic activity and stability, ohmic resistance, and mass and charge transport.
清洁和可持续能源已转向电化学水分离,将其作为尽量减少碳排放的可行解决方案。电解水通过产生氢气和氧气,将电能转化为化学能。虽然这一储能过程显示出巨大的潜力,但其效率却受到氧进化反应(OER)缓慢动力学的阻碍。因此,它在绿色电解技术中的广泛应用受到了限制,而改善氧进化反应动力学的研究就显得尤为重要。最近的研究突破表明,碱金属阳离子不仅仅是被动的观察者。它们在电双层(EDL)中扮演着复杂的角色,对 OER 动力学产生了积极影响。众多离子的存在及其组合带来了复杂性的挑战。本研究旨在深入探讨碱金属阳离子的水合能量差异对 OER 活性的影响。针对溶液中不同的碱金属阳离子,如 Li+、Na+ 和 K+,在 RuO2 上进行了具体研究,以深入了解这些离子在反应动力学中如何与反应物和中间物种相互作用。研究采用了传统的电化学测试方法,包括循环伏安法 (CV)、线性扫描伏安法 (LSV)、电化学阻抗谱 (EIS) 和加速降解测试 (ADT),以阐明表面活化、电双层相互作用、催化活性和稳定性、欧姆电阻以及质量和电荷传输等关键问题。
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引用次数: 0
Development of thermal insulation material using coconut and kenaf fiber for heat recovery enhancement 利用椰子和洋麻纤维开发保温材料,提高热回收率
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012070
R E Shah, S. Saadon, N. K. Rahman, N. Abdellatif
In line with the world’s Sustainable Development Goals (SDG), Malaysia aims to have a clean future energy. The main problem facing the energy revolution is the low conversion efficiency of low-grade heat to useful energy. During the process, a significant fraction of thermal energy is generally lost to the environment as waste heat. Waste heat accounts for 20-50% of industrial energy use, with Southeast Asia processing 40 million tonnes of oil equivalent. Heat losses especially in engines can reduce efficiency, leading to extensive studies to reduce heat loss and improve thermal performance. Heat recovery systems are being studied to recover lower-grade energy, but to the extent of the authors’ knowledge, the majority of them are not economically effective for low temperature waste heat. Therefore, the objectives of this study are to develop low thermal conductivity material for thermal insulators based on natural fibre and investigate their impact on thermal performance. The natural fibre-based materials that were chosen in this study are coconut husk and kenaf fibre due to their supposedly low thermal conductivity level and availability in the Southeast Asia region. The specimens were prepared using two different methods; the first two specimens using needle felting method and for the other two specimens epoxy resin was reinforced to bind the material together to become a polymer. The results revealed that coconut husk fibre reinforced with resin has the lowest thermal conductivity value among the four specimens with 0.0410 W/m.K and the lowest overall heat transfer coefficient of 2.73 W/m2.K, making it a possible thermal insulator to be proposed for heat recovery.
根据世界可持续发展目标(SDG),马来西亚的目标是未来使用清洁能源。能源革命面临的主要问题是低品位热能转化为有用能源的效率较低。在这一过程中,相当一部分热能通常会作为废热流失到环境中。废热占工业能源使用量的 20-50%,东南亚的废热处理量相当于 4000 万吨石油。热量损失,尤其是发动机中的热量损失,会降低效率,因此对减少热量损失和提高热性能进行了广泛的研究。目前正在研究回收低品位能源的热回收系统,但据作者所知,大多数系统对低温废热的回收并不经济有效。因此,本研究的目标是开发基于天然纤维的低导热隔热材料,并研究其对热性能的影响。本研究选择的天然纤维材料是椰子壳和槿麻纤维,因为它们的导热系数较低,而且在东南亚地区可以买到。试样采用两种不同的方法制备:前两种试样采用针刺法,另外两种试样采用环氧树脂加固法将材料粘合成聚合物。结果表明,在四种试样中,用树脂增强的椰壳纤维的导热系数最低,为 0.0410 W/m.K,整体传热系数最低,为 2.73 W/m2.K,因此可作为热回收的隔热材料。
{"title":"Development of thermal insulation material using coconut and kenaf fiber for heat recovery enhancement","authors":"R E Shah, S. Saadon, N. K. Rahman, N. Abdellatif","doi":"10.1088/1755-1315/1372/1/012070","DOIUrl":"https://doi.org/10.1088/1755-1315/1372/1/012070","url":null,"abstract":"\u0000 In line with the world’s Sustainable Development Goals (SDG), Malaysia aims to have a clean future energy. The main problem facing the energy revolution is the low conversion efficiency of low-grade heat to useful energy. During the process, a significant fraction of thermal energy is generally lost to the environment as waste heat. Waste heat accounts for 20-50% of industrial energy use, with Southeast Asia processing 40 million tonnes of oil equivalent. Heat losses especially in engines can reduce efficiency, leading to extensive studies to reduce heat loss and improve thermal performance. Heat recovery systems are being studied to recover lower-grade energy, but to the extent of the authors’ knowledge, the majority of them are not economically effective for low temperature waste heat. Therefore, the objectives of this study are to develop low thermal conductivity material for thermal insulators based on natural fibre and investigate their impact on thermal performance. The natural fibre-based materials that were chosen in this study are coconut husk and kenaf fibre due to their supposedly low thermal conductivity level and availability in the Southeast Asia region. The specimens were prepared using two different methods; the first two specimens using needle felting method and for the other two specimens epoxy resin was reinforced to bind the material together to become a polymer. The results revealed that coconut husk fibre reinforced with resin has the lowest thermal conductivity value among the four specimens with 0.0410 W/m.K and the lowest overall heat transfer coefficient of 2.73 W/m2.K, making it a possible thermal insulator to be proposed for heat recovery.","PeriodicalId":506254,"journal":{"name":"IOP Conference Series: Earth and Environmental Science","volume":"119 13","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141697291","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improving building natural ventilation simulation accuracy: calibration of standard k − ε closure coefficients using design of experiment 提高建筑自然通风模拟精度:利用实验设计校准标准 k - ε 闭合系数
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012093
Q. Li, V. C. Tai, L. K. Moey, T. F. Go, N. F. A. Rahman
The objective of this study is to improve the accuracy of the standard k − ε (SKE) turbulence model for natural ventilation simulation, a critical component in the analysis and design of energy-efficient buildings. The methodology involves generating 17 design points for the four closure coefficients (C ɛ 1,C ɛ 2,C µ ,σ k ) for the SKE model using 2k full-factorial design of experiment (DOE) with a centre point. A sheltered single storey-building with windward and leeward openings is modelled and simulated using computational Fluid Dynamics (CFD) to obtain the Root Mean Square Error (RMSE) and Factor of two observation (FAC2) for each design point. Response models for RMSE and FAC2 are then generated, and optimization is employed to maximize FAC2, minimize RMSE, and the combination of both. The results are validated and compared with experimental and simulation data reported in existing literature. The findings indicate that the indoor velocity profiles with closure coefficients obtained by maximizing FAC2 are better aligned with the actual experimental results. Compared with the existing calibration method, the proposed calibration method can yield superior results with fewer sampling points, highlighting the efficiency of the proposed approach. The calibration framework developed in this study can be extended to other simulation scenarios, contributing to the robust and efficient modelling of natural ventilation systems in various contexts. This research presents a novel calibration method for the SKE model in natural ventilation simulation, providing a more accurate and efficient approach compared to existing methods. The results have important implications for researchers and practitioners working in the field of building energy simulation and sustainability.
本研究的目的是提高标准 k - ε(SKE)湍流模型在自然通风模拟中的精度,自然通风是分析和设计节能建筑的重要组成部分。该方法包括为 SKE 模型的四个闭合系数(C ɛ 1、C ɛ 2、C µ、σ k)生成 17 个设计点,使用 2k 全因子实验设计(DOE),并以一个点为中心。使用计算流体动力学(CFD)对一栋具有迎风和背风开口的单层遮蔽建筑进行建模和模拟,以获得每个设计点的均方根误差(RMSE)和两观测因子(FAC2)。然后生成 RMSE 和 FAC2 的响应模型,并采用优化方法使 FAC2 最大化、RMSE 最小化以及两者的组合最大化。结果得到了验证,并与现有文献中报告的实验和模拟数据进行了比较。研究结果表明,通过最大化 FAC2 得到的带有闭合系数的室内速度曲线与实际实验结果更加吻合。与现有的校准方法相比,所提出的校准方法能以更少的采样点获得更优的结果,凸显了所提出方法的高效性。本研究开发的校准框架可扩展到其他模拟场景,有助于在各种情况下对自然通风系统进行稳健高效的建模。本研究为自然通风模拟中的 SKE 模型提出了一种新的校准方法,与现有方法相比,提供了一种更准确、更高效的方法。研究结果对建筑能源模拟和可持续发展领域的研究人员和从业人员具有重要意义。
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引用次数: 0
Production of green diesel from waste cooking oil via catalytic deoxygenation reaction using metal doped eggshell catalyst 利用掺杂金属的蛋壳催化剂通过催化脱氧反应从废弃食用油中生产绿色柴油
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012048
Z. S. Lee, C. C. Seah, S. Habib, R. Hafriz, N. Razali
Green diesel production via catalytic deoxygenation of waste cooking oil (WCO) over metal doped eggshell catalyst was investigated in this work. The catalyst was prepared through liquid-liquid precipitation of 5 transition metal solutions and ground eggshell (ES) as the catalyst support. The prepared catalyst, Fe-ES, Cu-ES, Co-ES, Zn-ES, and Ni-ES were characterized using BET surface area and Scanning Electron Microscopy (SEM) analysis. BET surface area data and SEM images of the catalyst shows a promising catalyst physical properties that tailor to the deoxygenation reaction. Gas Chromatography Mass Spectrometry (GCMS) was used to determine the hydrocarbon composition of the oil yield product from the reaction. The reaction also produces gas, soap and liquid acid phase while the remaining unreacted WCO becomes coke. The percentage of all products and coke were calculated using mass balance. Deoxygenation of WCO with Ni-ES catalyst produced highest oil yield at 61.6% with the hydrocarbon content of 56.11%. Ni-ES also produced 22.9% coke; the least percentage compared to other catalyst. The findings proved that Ni-ES catalyst exhibited the highest conversion of WCO into gas and liquid product with a greater yield of oil and minimal coke formation. These findings demonstrate the feasibility and practicality of using eggshell catalysts as substitutes for commercial catalysts in green diesel production.
这项工作研究了在掺杂金属的蛋壳催化剂上催化废食用油脱氧生产绿色柴油的过程。催化剂是通过 5 种过渡金属溶液的液-液沉淀和磨碎的蛋壳(ES)作为催化剂载体制备的。利用 BET 表面积和扫描电子显微镜(SEM)分析对所制备的催化剂、Fe-ES、Cu-ES、Co-ES、Zn-ES 和 Ni-ES 进行了表征。催化剂的 BET 表面积数据和扫描电子显微镜图像显示,催化剂的物理性质非常适合脱氧反应。气相色谱质谱法(GCMS)用于确定反应生成物的碳氢化合物成分。反应还产生了气体、肥皂和液态酸相,而剩余的未反应 WCO 变成了焦炭。所有产物和焦炭的百分比都是通过质量平衡计算得出的。使用 Ni-ES 催化剂对 WCO 进行脱氧反应,产油量最高,达到 61.6%,碳氢化合物含量为 56.11%。Ni-ES 还产生了 22.9% 的焦炭;与其他催化剂相比,焦炭比例最低。研究结果证明,Ni-ES 催化剂将 WCO 转化为气体和液体产品的转化率最高,产油量更高,焦炭生成量最少。这些研究结果证明了在绿色柴油生产中使用蛋壳催化剂替代商用催化剂的可行性和实用性。
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引用次数: 0
Life Cycle Assessment of Large-Scale Solar Photovoltaic Plant based in Malaysia 马来西亚大型太阳能光伏发电厂的生命周期评估
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012055
A. Quek, A. R. Abbas, N. Z. I. S. Zaman, W. N. S. W. Ata, M. F. Zainal, F. K. M. Yapandi, Z. F. Ibrahim, A. Suhardi
A cradle-to-grave life cycle assessment (LCA) has been performed on a Large Scale Solar Photovoltaic (LSSPV) plant based in Peninsular Malaysia to study the detailed environmental impact of its life cycle. The LSSPV, with a capacity of 78 MWdc, is currently one of Malaysia’s largest solar power plants. The different life cycle phases of the LSSPV, starting from resource manufacturing and transportation, through plant construction and electricity generation, and to decommissioning of the plant, were assessed using the SimaPro software with the Ecoinvent v3.8 database. Results show that the overall emission rate for the LSSPV is 0.0309 kgCO2eq/kWh. It is estimated that the construction phase of the power plant, which includes activities such as infrastructure works and production of PV modules and Balance of System, yields the largest amount of kgCO2eq/kWh emission at 85.7% and imposes the highest environmental impact as compared to the other phases. The second biggest contributor is attributed to the transportation phase, contributing to 14.0% of the total kgCO2eq/kWh emission, of which most of the emission is emitted during the sea freight transportation of PV components from China port to Malaysia port (12.4%). A sensitivity analysis was performed to compare the environmental impact between open ground installation and the slanted roof installation mounting system of LSSPV. The findings from LCA proposed that open-ground installation has a greater negative impact on the environment because it involves additional land clearing and infrastructure transformation. The findings from this study serve as a benchmark for the LSSPV system in Malaysia and present technical perspectives for the future development of PV projects considering environmental impacts across the project lifetime.
对位于马来西亚半岛的大型太阳能光伏电站进行了 "从摇篮到坟墓 "生命周期评估(LCA),以研究其生命周期对环境的详细影响。LSSPV 容量为 78 MWdc,是目前马来西亚最大的太阳能发电厂之一。使用 SimaPro 软件和 Ecoinvent v3.8 数据库对 LSSPV 的不同生命周期阶段进行了评估,从资源制造和运输开始,到电站建设和发电,直至电站退役。结果显示,LSSPV 的总排放率为 0.0309 kgCO2eq/kWh。据估计,与其他阶段相比,电站的建设阶段(包括基础设施工程、光伏组件生产和系统平衡等活动)产生的 kgCO2eq/kWh 排放量最大,为 85.7%,对环境的影响也最大。其次是运输阶段,占总 kgCO2eq/kWh 排放量的 14.0%,其中大部分排放量是在光伏组件从中国港口到马来西亚港口的海运过程中排放的(12.4%)。通过敏感性分析,比较了露天安装和斜屋顶安装 LSSPV 安装系统对环境的影响。生命周期分析结果表明,露天安装对环境的负面影响更大,因为它涉及额外的土地清理和基础设施改造。本研究的结果可作为马来西亚 LSSPV 系统的基准,并为光伏项目的未来发展提供了考虑整个项目生命周期内环境影响的技术视角。
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引用次数: 0
Generating synthetic building electrical load profiles using machine learning based on the CRISP-ML(Q) framework 利用基于 CRISP-ML(Q)框架的机器学习生成合成建筑物电力负荷曲线
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012082
J. B. Magdaong, A. Culaba, A. Ubando, N. S. Lopez
This study presents a machine learning application for generating synthetic building electrical load profiles. The implementation followed the Cross Industry Standard Process for the development of Machine Learning Applications with Quality assurance methodology, or CRISP-ML(Q) framework, to ensure a systematic machine learning development process. The model training performance was evaluated using the mean absolute error (MAE), root mean squared error (RSME), and coefficient of determination (R2) which were observed to be 0.0739, 0.1119, and 0.5728, respectively. These metrics remained consistent during the model testing phase, suggesting robust model performance. During the initial simulation experiment, the MAE and RMSE of the generated synthetic load profile were found to be 0.014 and 0.016, respectively, underscoring high model accuracy. Additional evaluation experiments showed that the developed machine learning application can generate realistic building load profiles using high-level parameters such as building type, average daily load, and peak demand. This study can aid in the development of demand-side management strategies and building energy management systems by providing realistic building electrical load profiles especially when real-world data is limited. For future work, researchers can consider integrating additional model features, refining data processing methods, and developing an agile version of the CRISP-ML(Q) framework.
本研究介绍了一种用于生成合成建筑物电力负荷曲线的机器学习应用。该应用的实施遵循了具有质量保证方法的机器学习应用开发跨行业标准流程(或 CRISP-ML(Q)框架),以确保机器学习开发流程的系统性。使用平均绝对误差(MAE)、均方根误差(RSME)和判定系数(R2)对模型训练性能进行了评估,结果分别为 0.0739、0.1119 和 0.5728。这些指标在模型测试阶段保持一致,表明模型性能稳定。在初始模拟实验中,生成的合成负载曲线的 MAE 和 RMSE 分别为 0.014 和 0.016,表明模型的准确性很高。其他评估实验表明,所开发的机器学习应用软件可以利用建筑物类型、日均负荷和峰值需求等高级参数生成真实的建筑物负荷曲线。这项研究通过提供真实的建筑电力负荷曲线,尤其是在真实世界数据有限的情况下,有助于需求侧管理策略和建筑能源管理系统的开发。在未来的工作中,研究人员可以考虑集成更多的模型功能,改进数据处理方法,并开发一个敏捷版的 CRISP-ML(Q) 框架。
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引用次数: 0
Development of zwitterion-functionalized graphene oxide/polyethersulfone nanocomposite membrane and fouling evaluation using solutes of varying charges 开发齐聚物功能化氧化石墨烯/聚醚砜纳米复合膜并利用不同电荷的溶质进行污垢评估
Pub Date : 2024-07-01 DOI: 10.1088/1755-1315/1372/1/012030
C.Z. Soh, Z. Chang, J.Y. Sum, S. P. Yeap, P.V Chai, Z. A. Jawad
This study explores the functionalization of polyethersulfone (PES) ultrafiltration (UF) membranes using zwitterion-functionalized graphene oxide (GO) and assesses their interactions with solutes of different charges, both neutral and anionic. Initially, PES nanocomposite membranes were synthesized, incorporating varying dosages (ranging from 0-1 % (w/w)) of glycine-functionalized graphene oxide (Gly/GO) and diglycine-functionalized graphene oxide (diGly/GO) through a direct blending method. The physicochemical properties, including hydrophilicity, surface morphology, and porosity of these membranes were characterized using sessile-drop contact angle, tabletop scanning electron microscopy (SEM), and gravimetric methods, respectively. Subsequently, the antifouling performance of these synthesized membranes was assessed by exposing them to a solution containing sucrose as a neutral model foulant and humic acid as an anionic foulant. The incorporation of zwitterion-functionalized graphene oxide nanoparticles improved the surface wettability of the nanocomposite membrane, enhancing its resistance to sucrose fouling. This was supported by a reduction in flux declination ratio (e.g., 40.6 % for pristine PES, 29.7 % for 1.0 % (w/w) Gly/GO PES, and 33.1 % for 1.0 % (w/w) diGly/GO PES) and an increase in flux recovery ratio (67.2 % for pristine PES, 79.7 % for 1.0 % (w/w) Gly/GO PES, and 80.0% for 1.0 % (w/w) diGly/GO PES). The improvement in antifouling characteristics is attributed to the formation of a hydration layer on the membrane surface, which inhibits sucrose deposition. However, zwitterion-functionalized PES nanocomposite membranes displayed a higher affinity for anionic humic acid, resulting in a substantial flux decline and a lower flux recovery ratio. Overall, this research provides insights into the roles of surface wettability and the charge interactions between solutes and the membrane surface, both of which are crucial factors in determining fouling severity and the restorability of spent membranes.
本研究探讨了使用齐聚物功能化氧化石墨烯(GO)对聚醚砜(PES)超滤膜进行功能化的问题,并评估了它们与不同电荷(包括中性电荷和阴离子电荷)的溶质之间的相互作用。首先,通过直接混合法合成了聚醚砜纳米复合膜,其中加入了不同剂量(0-1%(w/w)不等)的甘氨酸功能化氧化石墨烯(Gly/GO)和二甘氨酸功能化氧化石墨烯(diGly/GO)。采用无梗水滴接触角、台式扫描电子显微镜(SEM)和重量法分别对这些膜的亲水性、表面形貌和孔隙率等理化性质进行了表征。随后,将这些合成膜暴露在含有蔗糖(中性污垢模型)和腐植酸(阴离子污垢)的溶液中,对其防污性能进行了评估。加入齐聚物功能化的氧化石墨烯纳米颗粒改善了纳米复合膜的表面润湿性,提高了其抗蔗糖污垢的能力。通量衰减率的降低(例如,原生石墨烯膜的通量衰减率为 40.6%)证明了这一点、原始 PES 为 40.6%,1.0%(重量比)Gly/GO PES 为 29.7%,1.0%(重量比)diGly/GO PES 为 33.1%),通量恢复比增加(原始 PES 为 67.2%,1.0%(重量比)Gly/GO PES 为 79.7%,1.0%(重量比)diGly/GO PES 为 80.0%)。防污特性的改善归功于膜表面水合层的形成,它抑制了蔗糖的沉积。然而,齐聚物功能化的 PES 纳米复合膜对阴离子腐植酸的亲和力更高,导致通量大幅下降,通量回收率降低。总之,这项研究深入揭示了表面润湿性和溶质与膜表面之间电荷相互作用的作用,这两者都是决定污垢严重程度和废膜可恢复性的关键因素。
{"title":"Development of zwitterion-functionalized graphene oxide/polyethersulfone nanocomposite membrane and fouling evaluation using solutes of varying charges","authors":"C.Z. Soh, Z. Chang, J.Y. Sum, S. P. Yeap, P.V Chai, Z. A. Jawad","doi":"10.1088/1755-1315/1372/1/012030","DOIUrl":"https://doi.org/10.1088/1755-1315/1372/1/012030","url":null,"abstract":"\u0000 This study explores the functionalization of polyethersulfone (PES) ultrafiltration (UF) membranes using zwitterion-functionalized graphene oxide (GO) and assesses their interactions with solutes of different charges, both neutral and anionic. Initially, PES nanocomposite membranes were synthesized, incorporating varying dosages (ranging from 0-1 % (w/w)) of glycine-functionalized graphene oxide (Gly/GO) and diglycine-functionalized graphene oxide (diGly/GO) through a direct blending method. The physicochemical properties, including hydrophilicity, surface morphology, and porosity of these membranes were characterized using sessile-drop contact angle, tabletop scanning electron microscopy (SEM), and gravimetric methods, respectively. Subsequently, the antifouling performance of these synthesized membranes was assessed by exposing them to a solution containing sucrose as a neutral model foulant and humic acid as an anionic foulant. The incorporation of zwitterion-functionalized graphene oxide nanoparticles improved the surface wettability of the nanocomposite membrane, enhancing its resistance to sucrose fouling. This was supported by a reduction in flux declination ratio (e.g., 40.6 % for pristine PES, 29.7 % for 1.0 % (w/w) Gly/GO PES, and 33.1 % for 1.0 % (w/w) diGly/GO PES) and an increase in flux recovery ratio (67.2 % for pristine PES, 79.7 % for 1.0 % (w/w) Gly/GO PES, and 80.0% for 1.0 % (w/w) diGly/GO PES). The improvement in antifouling characteristics is attributed to the formation of a hydration layer on the membrane surface, which inhibits sucrose deposition. However, zwitterion-functionalized PES nanocomposite membranes displayed a higher affinity for anionic humic acid, resulting in a substantial flux decline and a lower flux recovery ratio. Overall, this research provides insights into the roles of surface wettability and the charge interactions between solutes and the membrane surface, both of which are crucial factors in determining fouling severity and the restorability of spent membranes.","PeriodicalId":506254,"journal":{"name":"IOP Conference Series: Earth and Environmental Science","volume":"46 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141690017","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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IOP Conference Series: Earth and Environmental Science
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