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Review of carbon capture and conversion with reactive magnesia cement materials 活性镁水泥材料碳捕集与转化研究进展
Pub Date : 2025-12-01 DOI: 10.1016/j.gerr.2025.100154
Yisong Liu , Linglin Xu , Zhiyuan Zhang , Changzai Ren , Dandan Sun , Yi Bao , Kai Wu
The high carbon emissions associated with the cement industry underscore the urgent need for low-carbon alternative materials. Compared with other alternatives, Reactive Magnesia Cement (RMC) offers the potential to absorb CO2. However, current research on RMC remains fragmented, lacking a systematic overview of its complete processing route. This review summarizes the carbonation mechanism of RMC and provides a comprehensive discussion of evaluation methods for its carbonation degree. In addition, the review provides an in-depth analysis of factors influencing carbonation and strategies to enhance it. Specifically, we categorize the mechanisms and evaluate the effectiveness of various methods, with an emphasis on environmentally friendly production processes to identify the most optimal approaches. Finally, the study highlights the carbon footprint of RMC and discusses the challenges associated with achieving low-carbon RMC production.
与水泥行业相关的高碳排放凸显了对低碳替代材料的迫切需求。与其他替代材料相比,活性镁水泥(RMC)具有吸收二氧化碳的潜力。然而,目前对RMC的研究仍然是碎片化的,缺乏对其完整加工路线的系统概述。综述了RMC的碳酸化机理,并对RMC碳酸化程度的评价方法进行了全面探讨。此外,本文还对影响碳酸化的因素和提高碳酸化的策略进行了深入分析。具体来说,我们对机制进行了分类,并评估了各种方法的有效性,重点是环境友好型生产过程,以确定最优方法。最后,该研究强调了RMC的碳足迹,并讨论了实现低碳RMC生产相关的挑战。
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引用次数: 0
Experimental verification of electrode activation for improved performance in vanadium redox flow batteries 电极活化提高钒氧化还原液流电池性能的实验验证
Pub Date : 2025-12-01 DOI: 10.1016/j.gerr.2025.100155
Zhi Zhuge , Zebo Huang , Osamah Ibrahim Khalaf , Longxing Wu
Vanadium redox flow batteries (VRFBs) have held significant promise in large-scale energy storage applications due to their advantages, including long cycle life, high safety, and the ability to independently design power and capacity. However, the relatively low power density has remained a critical bottleneck for further development. As a key material in VRFB power units, enhancing the performance of graphite felt electrodes has represented an effective strategy for achieving high-power battery technology. To improve the activity of graphite felt electrodes, this study has employed an experimental verification approach to investigate battery performance parameters under various activation temperatures and durations, thereby identifying the optimal activation conditions. In contrast to prior studies that exclusively targeted 400°C without systematically optimizing activation duration, this study has systematically evaluated five activation temperatures and four activation durations to clarify the synergistic influence of these parameters on VRFB performance. Specifically, experiments have been conducted at room temperature using activation temperatures of 300, 350, 400, 450, and 500°C, as well as activation durations of 24, 11, 7, and 3 ​h. The results have indicated that an activation temperature of 400°C yielded notable improvements in charge/discharge performance, internal resistance, efficiency, and capacity retention. Notably, energy efficiency has increased by 5.06%, 5.94%, 3.67%, and 4.72% under these conditions. This study has identified the optimal activation conditions of “400°C for 7 ​h” and has provided the corresponding performance data, which can help reduce research costs associated with electrode activation in future investigations. This study has provided valuable insights into electrode activation and has offered guidance for enhancing VRFB performance.
钒氧化还原液流电池(vrfb)由于其循环寿命长、安全性高、能够独立设计功率和容量等优点,在大规模储能应用中具有重要的前景。然而,相对较低的功率密度仍然是进一步发展的关键瓶颈。石墨毡电极作为VRFB动力装置的关键材料,提高其性能是实现大功率电池技术的有效策略。为了提高石墨毡电极的活性,本研究采用实验验证的方法研究了不同活化温度和持续时间下的电池性能参数,从而确定了最佳的活化条件。与以往的研究只针对400°C而没有系统优化激活时间不同,本研究系统地评估了5种激活温度和4种激活时间,以阐明这些参数对VRFB性能的协同影响。具体来说,实验在室温下进行,激活温度分别为300、350、400、450和500℃,激活时间分别为24、11、7和3小时。结果表明,激活温度为400°C时,电池的充放电性能、内阻、效率和容量保持率均有显著提高。能效分别提高了5.06%、5.94%、3.67%和4.72%。本研究确定了“400°C 7 h”的最佳活化条件,并提供了相应的性能数据,有助于在未来的研究中降低与电极活化相关的研究成本。该研究为电极活化提供了有价值的见解,并为提高VRFB性能提供了指导。
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引用次数: 0
A review on comprehensive strategies for decarbonizing bioethanol production process 生物乙醇生产过程脱碳综合策略综述
Pub Date : 2025-10-06 DOI: 10.1016/j.gerr.2025.100153
Treerat Vacharanukrauh , Apinan Soottitantawat , Nuttha Thongchul , Worapon Kiatkittipong , Nopphon Weeranoppanant , Suttichai Assabumrungrat
Bioethanol plays a crucial role in the global transition to sustainability, serving as a renewable fuel especially in the transportation sector, and a versatile renewable chemical precursor in industries, mitigating greenhouse gas (GHG) emissions. Although bioethanol is renewable, its production is still carbon-intensive, with most emissions arising from fermentation and cogeneration. Despite significant advancements, existing works on bioethanol have largely focused on individual decarbonization elements (e.g., CCU, CCS in bioenergy, and process intensification in ethanol production). Few studies link these strategies together to show how they could collectively move bioethanol toward carbon-negative production. This review aims to fill that gap by systematically analyzing the evolution of bioethanol production processes, identifying key sources of CO2 emissions, and critically evaluating state-of-the-art strategies—including process optimization, CCU, and CCS—within a unified framework. Overall, this review underscores that integrating process optimization, CCU, and CCS can transform bioethanol production from a low-carbon fuel into a negative-emission technology, reinforcing its pivotal role in global decarbonization efforts.
生物乙醇在全球向可持续发展的过渡中发挥着至关重要的作用,它是一种可再生燃料,特别是在交通运输部门,也是一种多用途的可再生化学前体,可以减少温室气体(GHG)的排放。虽然生物乙醇是可再生的,但其生产仍然是碳密集型的,大部分排放来自发酵和热电联产。尽管取得了重大进展,但现有的生物乙醇工作主要集中在个别脱碳元素上(例如,生物能源中的CCU, CCS和乙醇生产中的过程强化)。很少有研究将这些策略联系在一起,以显示它们如何共同将生物乙醇推向负碳生产。本综述旨在通过系统地分析生物乙醇生产过程的演变,确定二氧化碳排放的主要来源,并在统一的框架内批判性地评估最先进的策略,包括过程优化,CCU和ccs,来填补这一空白。总之,这篇综述强调,整合工艺优化、CCU和CCS可以将生物乙醇生产从低碳燃料转变为负排放技术,加强其在全球脱碳努力中的关键作用。
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引用次数: 0
Methane hydrate formation using high gravity equipment: A new method for recovery of associated gas in offshore oilfields 利用高重力设备形成甲烷水合物:海上油田开采伴生气的新方法
Pub Date : 2025-10-04 DOI: 10.1016/j.gerr.2025.100151
Qi Nie , Jianlu Zhu , Liang Hao , Yuxing Li
For deep-sea oil exploitation far away from land, there is inevitably the generation of oilfield-associated gas. It is a new method for recover oilfield associated gas by using a high-gravity device to generate hydrate. In this paper, the methane hydrate formation process of different packings in the high-gravity machine was studied. By comparing the structural morphology of varying packings and the characteristics of the hydrate in the high-gravity machine, a new type of layered packing is designed and manufactured. The volumetric storage capacity, normalized gas consumption rates and methane absorption time of foam metal packing, metal mesh packing, 3D printing spiral packing, and new layered packing were investigated experimentally. The results show that the new layered packing has significant advantages. The maximum volumetric storage capacity, normalized gas consumption rate, and the shortest methane absorption time are 239265 mol/(m3·min), and 74 min, respectively. It exhibits an excellent methane hydrate formation effect and the advantage of small equipment size. It is very suitable for the recovery of oilfield-associated gas produced in the process of offshore oil exploitation.
对于远离陆地的深海石油开采,不可避免地会产生油田伴生气。利用高重力装置生成水合物是开采油田伴生气的一种新方法。本文研究了不同填料在高重力机器中的甲烷水合物形成过程。通过比较不同填料的结构形态和高重力机器中水合物的特性,设计并制造了一种新型分层填料。实验研究了泡沫金属填料、金属网状填料、3D打印螺旋填料和新型分层填料的储气量、标准化气体消耗率和甲烷吸收时间。结果表明,新型分层填料具有明显的优越性。最大储气量为239265 mol/(m3·min),标准化气体消耗率为74 min,甲烷吸收时间最短。它具有良好的甲烷水合物生成效果和设备体积小的优点。它非常适合于海上石油开采过程中产生的油田伴生气的开采。
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引用次数: 0
Accounting the life cycle carbon footprint for TOD project: An example from the China SH TOD project TOD项目生命周期碳足迹核算:以中国上海TOD项目为例
Pub Date : 2025-10-02 DOI: 10.1016/j.gerr.2025.100152
Jingxiao Zhang , Lei Gao , Xin Liu , Martin Skitmore
Transit-Oriented Development (TOD) has emerged as a critical strategy for advancing the green transformation of China's low-carbon cities. Conducting carbon footprint research on TOD from a whole life cycle perspective holds profound significance for achieving the Dual Carbon Goals. This study constructs five carbon footprint calculation models based on life cycle assessment theory. Setting four residential travel scenario assumptions thoroughly examines the whole life cycle carbon emissions of China SH TOD project and the carbon reduction achieved through transportation during the operation phase. Results indicate that total carbon emissions in the study area amount to 2.9902 million tons. Considering solely the carbon reduction effect from shifts in resident travel modes under the TOD model, the total carbon reduction reaches 203600 tons, with a carbon reduction effectiveness evaluation index of 6.81%. Compared to the continuous increase in carbon footprint observed after the operation of traditional residential and commercial projects, the carbon reduction effect is notably significant. Furthermore, the study identified key high-emission stages within the lifecycle through model-based calculations and proposed targeted mitigation strategies. These findings provide recommendations for energy conservation, carbon reduction, and sustainable development in TOD projects.
交通导向发展(TOD)已成为推动中国低碳城市绿色转型的关键战略。从全生命周期角度对TOD进行碳足迹研究,对于实现双碳目标具有重要意义。本研究基于生命周期评价理论构建了5个碳足迹计算模型。通过设定四种住宅出行情景假设,深入考察了中国SH TOD项目全生命周期的碳排放,以及运行阶段通过运输实现的碳减排。结果表明,研究区碳排放总量为299.02万吨。仅考虑TOD模型下居民出行方式转换的减碳效果,总减碳量达到203600吨,减碳效果评价指标为6.81%。与传统住宅和商业项目运行后碳足迹的持续增加相比,减碳效果显著。此外,该研究通过基于模型的计算确定了生命周期内的关键高排放阶段,并提出了有针对性的缓解战略。研究结果为TOD项目的节能减排和可持续发展提供了建议。
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引用次数: 0
Insight into the occurrence relationships between Pb, As, Zn and Cr with minerals phases in the coal gangue: A novel quantitative dissociation method 煤矸石中Pb、As、Zn、Cr与矿物相赋存关系的研究:一种新的定量解离方法
Pub Date : 2025-09-01 DOI: 10.1016/j.gerr.2025.100143
Yichao Chen , Wanyao Li , Haofei Li , Yuhong Qin , Shugang Guo , Bin Fang , Yujia Du , Jin Yuan , Leteng Lin
Establishing the quantitative relationships between heavy metals and mineral phases in coal gangue is essential for its comprehensive landfill and refined utilization. In this study, the Guandi coal gangue was subjected to a stepwise dissociation method using seven concentration gradients (0.1, 1.0, 4.0, 6.0, 8.0, 10.0, 12.0 ​mol/L) of aqua regia and hydrofluoric acid. Combined with the Rietveld refinement method, inverse matrix calculations of residual fractions of mineral phases and dissociation degrees of heavy metals after dissociation, the quantitative relationships between Pb, As, Zn, Cr and the mineral phases were determined. The results show that kaolinite, quartz, pyrite, and the amorphous phase are the primary host phases for Pb, As, Zn, and Cr, with their contents in crystalline phases ranging from 71.36% to 87.68%. Validation via the standard addition method demonstrates that the relative standard deviation of the stepwise dissociation for Pb, As, Zn, and Cr is ​≤7.23%, with spike recovery rates ranging from 85.43% to 112.85%, indicating favorable test results. Sequential chemical leaching demonstrates that heavy metals are mainly distributed in stable aluminosilicate-bound state and carbonate or oxide-bound state. The toxicity characteristic leaching procedure test indicated that Cr exhibited high toxicity and thus required long-term monitoring. The results of this study provide important theoretical guidance for the comprehensive landfilling and resource utilization of Guandi coal gangue, and the established analytical method can be extended to studies on quantitative relationships between heavy metals and mineral phases in other tailings.
建立煤矸石中重金属与矿物相的定量关系,对煤矸石的综合填埋和精细化利用具有重要意义。采用王水和氢氟酸7个浓度梯度(0.1、1.0、4.0、6.0、8.0、10.0、12.0 mol/L)对官地煤矸石进行了分步解离实验。结合Rietveld精细化法、矿相残留分数逆矩阵计算和重金属解离度计算,确定了Pb、As、Zn、Cr与矿相的定量关系。结果表明:Pb、As、Zn、Cr的主要寄主相为高岭石、石英、黄铁矿和非晶相,其晶相含量在71.36% ~ 87.68%之间;标准加入法验证Pb、As、Zn、Cr逐步解离的相对标准偏差≤7.23%,峰回收率为85.43% ~ 112.85%,试验结果良好。序贯化学浸出表明,重金属主要以稳定的铝硅酸盐结合态和碳酸盐或氧化物结合态分布。毒性特征浸出过程试验表明,铬具有高毒性,需要长期监测。研究结果为官地煤矸石的综合填埋和资源化利用提供了重要的理论指导,所建立的分析方法也可推广到其他尾矿中重金属与矿相定量关系的研究中。
{"title":"Insight into the occurrence relationships between Pb, As, Zn and Cr with minerals phases in the coal gangue: A novel quantitative dissociation method","authors":"Yichao Chen ,&nbsp;Wanyao Li ,&nbsp;Haofei Li ,&nbsp;Yuhong Qin ,&nbsp;Shugang Guo ,&nbsp;Bin Fang ,&nbsp;Yujia Du ,&nbsp;Jin Yuan ,&nbsp;Leteng Lin","doi":"10.1016/j.gerr.2025.100143","DOIUrl":"10.1016/j.gerr.2025.100143","url":null,"abstract":"<div><div>Establishing the quantitative relationships between heavy metals and mineral phases in coal gangue is essential for its comprehensive landfill and refined utilization. In this study, the Guandi coal gangue was subjected to a stepwise dissociation method using seven concentration gradients (0.1, 1.0, 4.0, 6.0, 8.0, 10.0, 12.0 ​mol/L) of aqua regia and hydrofluoric acid. Combined with the Rietveld refinement method, inverse matrix calculations of residual fractions of mineral phases and dissociation degrees of heavy metals after dissociation, the quantitative relationships between Pb, As, Zn, Cr and the mineral phases were determined. The results show that kaolinite, quartz, pyrite, and the amorphous phase are the primary host phases for Pb, As, Zn, and Cr, with their contents in crystalline phases ranging from 71.36% to 87.68%. Validation via the standard addition method demonstrates that the relative standard deviation of the stepwise dissociation for Pb, As, Zn, and Cr is ​≤7.23%, with spike recovery rates ranging from 85.43% to 112.85%, indicating favorable test results. Sequential chemical leaching demonstrates that heavy metals are mainly distributed in stable aluminosilicate-bound state and carbonate or oxide-bound state. The toxicity characteristic leaching procedure test indicated that Cr exhibited high toxicity and thus required long-term monitoring. The results of this study provide important theoretical guidance for the comprehensive landfilling and resource utilization of Guandi coal gangue, and the established analytical method can be extended to studies on quantitative relationships between heavy metals and mineral phases in other tailings.</div></div>","PeriodicalId":100597,"journal":{"name":"Green Energy and Resources","volume":"3 3","pages":"Article 100143"},"PeriodicalIF":0.0,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145120980","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
Study on preparation technology and properties of calcium based CO2 absorbent from acid leaching steel slag 酸浸钢渣制备钙基CO2吸附剂的工艺及性能研究
Pub Date : 2025-09-01 DOI: 10.1016/j.gerr.2025.100140
Ruiying Wang , Tao Qi , Hongfeng Ji , Gang Du , Canhua Li , Shujing Zhu , Jiamao Li , Chen Zhao
Currently, more and more industrial carbon emissions lead to a significant increase in greenhouse gases, which has a significant impact on global climate change. Therefore, the storage and reuse of carbon dioxide is an important issue in modern society. In this paper, calcium based CO2 absorbent was prepared from converter slag by acetic acid extraction and modification of steel slag. The study investigated the effects of parameters in indirect acetic acid leaching, including acetic acid concentration, leaching time, solid-to-liquid ratio, and temperature, on the elemental content in the adsorbent. It also compared the cyclic adsorbent stability of calcium-based adsorbents with commercial calcium oxide. The results indicated that the optimal technical parameters were: acetic acid concentration 1 ​mol/L, leaching time 40 ​min, solid-liquid ratio of 1:10, leaching temperature of 40°C, achieving an extraction rate of 88.05% for calcium elements. Its initial CO2 adsorbent capacity is 0.51 gCO2/gadsorbent, and the CO2 adsorbent capacity after 20 cycles is 0.202 gCO2/gadsorbent, and the inactivation rate is 60.39%. Compared with AR CaO, the adsorbent has more ideal CO2 capture ability.
目前,越来越多的工业碳排放导致温室气体显著增加,对全球气候变化产生重大影响。因此,二氧化碳的储存和再利用是现代社会的一个重要问题。以转炉炉渣为原料,采用醋酸萃取法对钢渣进行改性,制备了钙基CO2吸附剂。研究了醋酸间接浸出中乙酸浓度、浸出时间、料液比、温度等参数对吸附剂中元素含量的影响。并比较了钙基吸附剂与市售氧化钙的循环吸附剂稳定性。结果表明,最佳工艺参数为:乙酸浓度1 mol/L,浸出时间40 min,料液比1:10,浸出温度40℃,钙元素提取率为88.05%。其初始CO2吸附剂容量为0.51 gCO2/ gadabsorbent,经过20次循环后CO2吸附剂容量为0.202 gCO2/ gadabsorbent,失活率为60.39%。与AR - CaO相比,该吸附剂具有更理想的CO2捕集能力。
{"title":"Study on preparation technology and properties of calcium based CO2 absorbent from acid leaching steel slag","authors":"Ruiying Wang ,&nbsp;Tao Qi ,&nbsp;Hongfeng Ji ,&nbsp;Gang Du ,&nbsp;Canhua Li ,&nbsp;Shujing Zhu ,&nbsp;Jiamao Li ,&nbsp;Chen Zhao","doi":"10.1016/j.gerr.2025.100140","DOIUrl":"10.1016/j.gerr.2025.100140","url":null,"abstract":"<div><div>Currently, more and more industrial carbon emissions lead to a significant increase in greenhouse gases, which has a significant impact on global climate change. Therefore, the storage and reuse of carbon dioxide is an important issue in modern society. In this paper, calcium based CO<sub>2</sub> absorbent was prepared from converter slag by acetic acid extraction and modification of steel slag. The study investigated the effects of parameters in indirect acetic acid leaching, including acetic acid concentration, leaching time, solid-to-liquid ratio, and temperature, on the elemental content in the adsorbent. It also compared the cyclic adsorbent stability of calcium-based adsorbents with commercial calcium oxide. The results indicated that the optimal technical parameters were: acetic acid concentration 1 ​mol/L, leaching time 40 ​min, solid-liquid ratio of 1:10, leaching temperature of 40°C, achieving an extraction rate of 88.05% for calcium elements. Its initial CO<sub>2</sub> adsorbent capacity is 0.51 g<sub>CO2</sub>/g<sub>adsorbent</sub>, and the CO<sub>2</sub> adsorbent capacity after 20 cycles is 0.202 g<sub>CO2/</sub>g<sub>adsorbent</sub>, and the inactivation rate is 60.39%. Compared with AR CaO, the adsorbent has more ideal CO<sub>2</sub> capture ability.</div></div>","PeriodicalId":100597,"journal":{"name":"Green Energy and Resources","volume":"3 3","pages":"Article 100140"},"PeriodicalIF":0.0,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145094870","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
Study on the influence of rice straw ash cement mortar finish on the temperature pattern of sunning water pool in cold regions 稻草灰水泥砂浆饰面对寒区日光水池温度格局的影响研究
Pub Date : 2025-09-01 DOI: 10.1016/j.gerr.2025.100142
Fu-cheng Wang , Wei Wang , Jia-mei Wen , Jia-bing Tian , Jin-qi Zhao , Yaqoob Majeed
To investigate the warming effect of rice straw ash (RSA) cement mortar facing on sunning water pools, this study focuses on a sunning water pool with a 5% substitution rate of RSA in its cement mortar facing. A temperature control test was conducted to compare it with a conventional cement mortar-faced sunning water pool. Additionally, finite element software was employed to create models for both the RSA and conventional cement mortar-faced sunning water pools, facilitating an analysis of the variations in water temperature within these systems.The results indicate that the RSA cement mortar facing can enhance the daily average water temperature of the sunning water pools by 0.1–0.6°C compared to those featuring conventional cement mortar facing. Simulation data reveal that the water temperature in the sunning water pool utilizing RSA cement mortar facing is approximately 0.46°C higher than that observed in its counterpart with standard cement mortar facing. The trends identified through theoretical calculations, experimental data, and simulation results are largely consistent, suggesting that RSA cement mortar facing effectively improves the thermal performance of sunning water pools.These findings provide valuable theoretical support for implementing RSA cement mortar in agricultural facilities.
为了研究稻草灰(RSA)水泥砂浆面层对日光浴池的增温效应,本研究以水泥砂浆面层中RSA替代率为5%的日光浴池为研究对象。进行了温度控制试验,并与常规水泥砂浆面日光水池进行了比较。此外,采用有限元软件为RSA和常规水泥砂浆面日光浴水池创建模型,便于分析这些系统内水温的变化。结果表明:与常规水泥砂浆面层相比,RSA水泥砂浆面层可使日光浴池日平均水温提高0.1 ~ 0.6℃;模拟数据表明,采用RSA水泥砂浆面层的日光浴池水温比采用标准水泥砂浆面层的日光浴池水温高约0.46℃。通过理论计算、实验数据和模拟结果确定的趋势基本一致,表明RSA水泥砂浆面层有效改善了日光浴水池的热性能。这些研究结果为在农业设施中实施RSA水泥砂浆提供了有价值的理论支持。
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引用次数: 0
Exploring the application of artificial intelligence for bioelectrochemical systems: A review of recent research 探索人工智能在生物电化学系统中的应用:近期研究综述
Pub Date : 2025-09-01 DOI: 10.1016/j.gerr.2025.100141
Miguel Esteban Pardo Gómez, Evan Park, Ying Zheng , Amarjeet Bassi, Tianlong Liu
Bioelectrochemical systems (BES) offer promising solutions for sustainable energy production and wastewater treatment. However, their complex biological and electrochemical dynamics pose significant challenges for traditional modeling approaches. This review explores the recent advancements in applying artificial intelligence (AI) techniques to enhance the performance and scalability of BES technologies. We detailed the roles of machine learning (ML) algorithms, such as artificial neural networks (ANNs), support vector regression (SVR), and random forest regression (RFR), in predicting critical BES performance metrics. Additionally, we discussed metaheuristic optimization techniques that have improved system design and operational parameters, yielding significant gains in energy recovery and stability. The integration of real-time monitoring and adaptive control systems, powered by AI, is highlighted for its potential to dynamically adjust BES operations in response to fluctuating environmental conditions. Despite these advancements, challenges remain, particularly in data standardization and modeling biological complexity within BES. We outline current limitations and future directions, emphasizing the need for robust datasets, standardized methodologies, and advanced AI frameworks to further unlock the potential of AI-driven BES systems in achieving sustainable bioenergy solutions.
生物电化学系统(BES)为可持续能源生产和废水处理提供了有前途的解决方案。然而,它们复杂的生物和电化学动力学对传统的建模方法提出了重大挑战。本文综述了应用人工智能(AI)技术提高BES技术性能和可扩展性的最新进展。我们详细介绍了机器学习(ML)算法,如人工神经网络(ann)、支持向量回归(SVR)和随机森林回归(RFR)在预测关键BES性能指标中的作用。此外,我们还讨论了改进系统设计和操作参数的元启发式优化技术,该技术在能量回收和稳定性方面取得了显著进展。由人工智能驱动的实时监测和自适应控制系统的集成,因其具有根据波动的环境条件动态调整BES操作的潜力而受到强调。尽管取得了这些进步,但挑战依然存在,特别是在数据标准化和生物复杂性建模方面。我们概述了当前的限制和未来的方向,强调需要强大的数据集、标准化的方法和先进的人工智能框架,以进一步释放人工智能驱动的BES系统在实现可持续生物能源解决方案方面的潜力。
{"title":"Exploring the application of artificial intelligence for bioelectrochemical systems: A review of recent research","authors":"Miguel Esteban Pardo Gómez,&nbsp;Evan Park,&nbsp;Ying Zheng ,&nbsp;Amarjeet Bassi,&nbsp;Tianlong Liu","doi":"10.1016/j.gerr.2025.100141","DOIUrl":"10.1016/j.gerr.2025.100141","url":null,"abstract":"<div><div>Bioelectrochemical systems (BES) offer promising solutions for sustainable energy production and wastewater treatment. However, their complex biological and electrochemical dynamics pose significant challenges for traditional modeling approaches. This review explores the recent advancements in applying artificial intelligence (AI) techniques to enhance the performance and scalability of BES technologies. We detailed the roles of machine learning (ML) algorithms, such as artificial neural networks (ANNs), support vector regression (SVR), and random forest regression (RFR), in predicting critical BES performance metrics. Additionally, we discussed metaheuristic optimization techniques that have improved system design and operational parameters, yielding significant gains in energy recovery and stability. The integration of real-time monitoring and adaptive control systems, powered by AI, is highlighted for its potential to dynamically adjust BES operations in response to fluctuating environmental conditions. Despite these advancements, challenges remain, particularly in data standardization and modeling biological complexity within BES. We outline current limitations and future directions, emphasizing the need for robust datasets, standardized methodologies, and advanced AI frameworks to further unlock the potential of AI-driven BES systems in achieving sustainable bioenergy solutions.</div></div>","PeriodicalId":100597,"journal":{"name":"Green Energy and Resources","volume":"3 3","pages":"Article 100141"},"PeriodicalIF":0.0,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145157437","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
Editorial: AI-driven green revolution 社论:人工智能驱动的绿色革命
Pub Date : 2025-09-01 DOI: 10.1016/j.gerr.2025.100144
Tianlong Liu, Ying Zheng
{"title":"Editorial: AI-driven green revolution","authors":"Tianlong Liu,&nbsp;Ying Zheng","doi":"10.1016/j.gerr.2025.100144","DOIUrl":"10.1016/j.gerr.2025.100144","url":null,"abstract":"","PeriodicalId":100597,"journal":{"name":"Green Energy and Resources","volume":"3 3","pages":"Article 100144"},"PeriodicalIF":0.0,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145094871","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
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