Thermal runaway propagation (TRP) in lithium batteries poses significant risks to energy-storage systems. Therefore, it is necessary to incorporate insulating materials between the batteries to prevent the TRP. However, the incorporation of insulating materials will impact the battery thermal management system (BTMS). In this article, the influence of aerogel insulation on liquid-cooled BTMS is analyzed employing experiments and simulations. In the experiment results, it is revealed that aerogel reduces heat dissipation from liquid-cooled battery packs, leading to elevated peak temperatures and steeper temperature gradients. Simulation of battery pack discharge warming based on the 3D model shows that the result matches very well with that in the experiment., indicating a maximum temperature rise from 34.92 to 42.57 °C at 2C when aerogel thickness is increased to 5 mm, alongside a temperature differential expansion from 11.11 to 17.50 °C. Nonetheless, beyond 3 mm thickness, further increases in aerogel thickness cause negligible (<0.1 °C) temperature alterations, defining the saturation thickness of aerogel. Furthermore, maintaining consistent thickness and stacking more aerogel layers do not mitigate its detrimental effects. Interestingly, augmenting the battery's through-thickness thermal conductivity counteracts the adverse outcomes of aerogel usage.
{"title":"Impact of Aerogel Barrier on Liquid-Cooled Lithium-Ion Battery Thermal Management System's Cooling Efficiency","authors":"Keyi Zeng, Ying Zhang, Liyu Tian, Zengyan Lai, Liang Zhu, Chuyuan Ma","doi":"10.1002/ente.202400923","DOIUrl":"10.1002/ente.202400923","url":null,"abstract":"<p>Thermal runaway propagation (TRP) in lithium batteries poses significant risks to energy-storage systems. Therefore, it is necessary to incorporate insulating materials between the batteries to prevent the TRP. However, the incorporation of insulating materials will impact the battery thermal management system (BTMS). In this article, the influence of aerogel insulation on liquid-cooled BTMS is analyzed employing experiments and simulations. In the experiment results, it is revealed that aerogel reduces heat dissipation from liquid-cooled battery packs, leading to elevated peak temperatures and steeper temperature gradients. Simulation of battery pack discharge warming based on the 3D model shows that the result matches very well with that in the experiment., indicating a maximum temperature rise from 34.92 to 42.57 °C at 2C when aerogel thickness is increased to 5 mm, alongside a temperature differential expansion from 11.11 to 17.50 °C. Nonetheless, beyond 3 mm thickness, further increases in aerogel thickness cause negligible (<0.1 °C) temperature alterations, defining the saturation thickness of aerogel. Furthermore, maintaining consistent thickness and stacking more aerogel layers do not mitigate its detrimental effects. Interestingly, augmenting the battery's through-thickness thermal conductivity counteracts the adverse outcomes of aerogel usage.</p>","PeriodicalId":11573,"journal":{"name":"Energy technology","volume":"12 11","pages":""},"PeriodicalIF":3.6,"publicationDate":"2024-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195693","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The presented maiden experimental study introduces a novel cell position concept for a modified reversible polymer electrolyte membrane fuel cell with an integrated hydrogen storage (H-storage) electrode. The primary focus of the current study is to enhance the H-storage capacity of a carbon-based self-standing electrode by testing it in vertical, horizontally upward, and horizontally downward positions to meet U.S. Department of Energy objectives. The results show that the developed cell achieves the highest electrochemical hydrogen adsorption (H-adsorption) of 1.3 weight percent (wt%) in the horizontal downward position during charging, surpassing the vertical position by 36.1% and outperforming the horizontal upward position by 25.3%. The reversible rates of stored hydrogen are measured as 0.587 wt% in the vertical position, 0.781 wt% in the horizontal upward position, and 0.998 wt% in the horizontal downward position. The cell manages to deliver a peak output of 2.2 V and a maximum current of 0.5 mA during the initial discharging phase. The insights gained from this study on cell positioning are poised to inspire future research efforts aimed at enhancing hydrogen storage capacity and its reversibility.
这项首次实验研究为带有集成储氢(H-storage)电极的改良型可逆聚合物电解质膜燃料电池引入了一种新的电池位置概念。当前研究的主要重点是通过在垂直、水平向上和水平向下位置进行测试,提高碳基自立式电极的储氢能力,以实现美国能源部的目标。结果表明,所开发的电池在水平向下位置充电时的电化学吸氢率(H-adsorption)最高,达到 1.3 重量百分比(wt%),比垂直位置高出 36.1%,比水平向上位置高出 25.3%。据测量,垂直位置的可逆储氢率为 0.587 重量%,水平向上位置为 0.781 重量%,水平向下位置为 0.998 重量%。在初始放电阶段,电池能输出 2.2 V 的峰值电压和 0.5 mA 的最大电流。这项研究在电池定位方面获得的启示,将激励未来旨在提高储氢能力及其可逆性的研究工作。
{"title":"Unlocking the Impact of “Cell Position” on Solid-State Hydrogen Storage: Investigations on an Activated Carbon Electrode Integrated in a Modified Reversible Polymer Electrolyte Membrane Fuel Cell","authors":"Rupinder Singh, Amandeep Singh Oberoi, Talwinder Singh","doi":"10.1002/ente.202400215","DOIUrl":"10.1002/ente.202400215","url":null,"abstract":"<p>The presented maiden experimental study introduces a novel cell position concept for a modified reversible polymer electrolyte membrane fuel cell with an integrated hydrogen storage (H-storage) electrode. The primary focus of the current study is to enhance the H-storage capacity of a carbon-based self-standing electrode by testing it in vertical, horizontally upward, and horizontally downward positions to meet U.S. Department of Energy objectives. The results show that the developed cell achieves the highest electrochemical hydrogen adsorption (H-adsorption) of 1.3 weight percent (wt%) in the horizontal downward position during charging, surpassing the vertical position by 36.1% and outperforming the horizontal upward position by 25.3%. The reversible rates of stored hydrogen are measured as 0.587 wt% in the vertical position, 0.781 wt% in the horizontal upward position, and 0.998 wt% in the horizontal downward position. The cell manages to deliver a peak output of 2.2 V and a maximum current of 0.5 mA during the initial discharging phase. The insights gained from this study on cell positioning are poised to inspire future research efforts aimed at enhancing hydrogen storage capacity and its reversibility.</p>","PeriodicalId":11573,"journal":{"name":"Energy technology","volume":"12 11","pages":""},"PeriodicalIF":3.6,"publicationDate":"2024-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195764","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Concentrating photovoltaic–thermoelectric (CPV–TE) coupling system is an efficient solar-to-electric technology, but the nonuniform illumination and temperature caused by the concentrated light have a significant impact on the power generation performance of the cell. This work improves the intensity distribution through the self-made birefringent prism, and further studies the effect of uniform or nonuniform illumination on the power generation performance of CPV–TE system under different light intensities and cooling conditions. The results show that the output power of PV cell at uniform illumination can achieve 14.74% higher than that at nonuniform illumination due to the decline of cell’ surface temperature difference. Meanwhile, the cooling condition can further enhance the output power of PV or TE cell, and weakens the impact of the illumination nonuniformity on the power generation performance of PV cell. Through the joint optimization of uniform illumination and 10 °C cooling condition, CPV–TE coupling system increases the output power by 15.83% at 10 kW m−2. TE device can further enhance the output power by 46.09 mW through the thermoelectric conversion. Surprisingly, the environmental cost from CPV–TE system reduces carbon dioxide emission of 26471.01¥ m−2 every day. The outdoor CPV–TE coupling system has a certain assistance for the practical development.
{"title":"Performance Analysis of the Outdoor Concentrating Photovoltaic–Thermoelectric Coupling System Under Uniform Illumination","authors":"Xiaoxiao Yu, Xiaoxue Guo, Yuanyuan Wang, Lan Dong, Zhenbo Wang, Zihua Wu, Huaqing Xie","doi":"10.1002/ente.202400779","DOIUrl":"10.1002/ente.202400779","url":null,"abstract":"<p>Concentrating photovoltaic–thermoelectric (CPV–TE) coupling system is an efficient solar-to-electric technology, but the nonuniform illumination and temperature caused by the concentrated light have a significant impact on the power generation performance of the cell. This work improves the intensity distribution through the self-made birefringent prism, and further studies the effect of uniform or nonuniform illumination on the power generation performance of CPV–TE system under different light intensities and cooling conditions. The results show that the output power of PV cell at uniform illumination can achieve 14.74% higher than that at nonuniform illumination due to the decline of cell’ surface temperature difference. Meanwhile, the cooling condition can further enhance the output power of PV or TE cell, and weakens the impact of the illumination nonuniformity on the power generation performance of PV cell. Through the joint optimization of uniform illumination and 10 °C cooling condition, CPV–TE coupling system increases the output power by 15.83% at 10 kW m<sup>−</sup><sup>2</sup>. TE device can further enhance the output power by 46.09 mW through the thermoelectric conversion. Surprisingly, the environmental cost from CPV–TE system reduces carbon dioxide emission of 26471.01¥ m<sup>−2</sup> every day. The outdoor CPV–TE coupling system has a certain assistance for the practical development.</p>","PeriodicalId":11573,"journal":{"name":"Energy technology","volume":"12 12","pages":""},"PeriodicalIF":3.6,"publicationDate":"2024-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195694","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Fahim Ullah, Kamran Hasrat, Sami Iqbal, Shuang Wang
Hybrid planar-Si/organic heterojunction solar cells have garnered substantial interest due to their potential for producing cost-effective, high-efficiency devices. This study investigates the photophysical properties and application of dibenzothiophene-spirobifluorene-dithienothiophene (DBBT-mCbz-DBT) in enhancing the efficiency of photovoltaic devices. Utilizing ultraviolet–visible and fluorescence spectroscopy, DBBT-mCbz-DBT is analyzed in solutions and doped films, showing maximum absorption at 380 nm and emission at 440 nm. Notably, the photoluminescence intensity in 4,4′-di(9H-carbazol-9-yl)-1,1′-biphenyl films peaks at 40–50% DBBT-mCbz-DBT concentrations, which are selected for solar cell fabrication. Enhanced light absorption and charge transport are observed with a DBBT-mCbz-DBT layer on silicon, significantly improving device performance. The planar silicon/poly(3,4-ethylene dioxythiophene):poly(styrene sulfonate) (Si/PEDOT:PSS) heterojunction solar cells with DBBT-mCbz-DBT exhibit a power conversion efficiency of 14.75%, demonstrating substantial gains over baseline structures. The DBBT-mCbz-DBT layer optimizes energy band alignment, reduces recombination losses, and enhances electron transport, improving overall device efficiency. This research underscores the potential of integrating DBBT-mCbz-DBT in solar cells to achieve higher performance through simple, scalable fabrication methods.
{"title":"Optimizing Solar Cell Performance: Hybrid Planar-Si/Organic Heterojunction Solar Cells Achieve 14.75% Efficiency Through Dibenzothiophene-Spirobifluorene-Dithienothiophene Insertion Layer Integration","authors":"Fahim Ullah, Kamran Hasrat, Sami Iqbal, Shuang Wang","doi":"10.1002/ente.202401249","DOIUrl":"10.1002/ente.202401249","url":null,"abstract":"<p>Hybrid planar-Si/organic heterojunction solar cells have garnered substantial interest due to their potential for producing cost-effective, high-efficiency devices. This study investigates the photophysical properties and application of dibenzothiophene-spirobifluorene-dithienothiophene (DBBT-mCbz-DBT) in enhancing the efficiency of photovoltaic devices. Utilizing ultraviolet–visible and fluorescence spectroscopy, DBBT-mCbz-DBT is analyzed in solutions and doped films, showing maximum absorption at 380 nm and emission at 440 nm. Notably, the photoluminescence intensity in 4,4′-di(9H-carbazol-9-yl)-1,1′-biphenyl films peaks at 40–50% DBBT-mCbz-DBT concentrations, which are selected for solar cell fabrication. Enhanced light absorption and charge transport are observed with a DBBT-mCbz-DBT layer on silicon, significantly improving device performance. The planar silicon/poly(3,4-ethylene dioxythiophene):poly(styrene sulfonate) (Si/PEDOT:PSS) heterojunction solar cells with DBBT-mCbz-DBT exhibit a power conversion efficiency of 14.75%, demonstrating substantial gains over baseline structures. The DBBT-mCbz-DBT layer optimizes energy band alignment, reduces recombination losses, and enhances electron transport, improving overall device efficiency. This research underscores the potential of integrating DBBT-mCbz-DBT in solar cells to achieve higher performance through simple, scalable fabrication methods.</p>","PeriodicalId":11573,"journal":{"name":"Energy technology","volume":"12 11","pages":""},"PeriodicalIF":3.6,"publicationDate":"2024-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195695","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
High entropy alloys (HEAs) have attracted substantial attention in diverse fields, including hydrogen storage, owing to their unique structural and functional properties. The diverse components of HEAs have made them a focal point in research, aiming to develop new hydrogen storage materials with exceptional comprehensive properties. The present study provides a comprehensive review of the research progress in the hydrogen storage technology of HEAs. It covers microstructure analysis, theoretical calculations, hydrogen storage performance evaluation, and other pertinent applications. Furthermore, this paper introduces diverse hydrogen-related applications while also addressing the current challenges and issues faced by researchers in the field of HEAs for hydrogen storage technology.
{"title":"High Entropy Alloys: Emerging Materials for Advanced Hydrogen Storage","authors":"Yi Jiang, Wei Jiang","doi":"10.1002/ente.202401061","DOIUrl":"10.1002/ente.202401061","url":null,"abstract":"<p>High entropy alloys (HEAs) have attracted substantial attention in diverse fields, including hydrogen storage, owing to their unique structural and functional properties. The diverse components of HEAs have made them a focal point in research, aiming to develop new hydrogen storage materials with exceptional comprehensive properties. The present study provides a comprehensive review of the research progress in the hydrogen storage technology of HEAs. It covers microstructure analysis, theoretical calculations, hydrogen storage performance evaluation, and other pertinent applications. Furthermore, this paper introduces diverse hydrogen-related applications while also addressing the current challenges and issues faced by researchers in the field of HEAs for hydrogen storage technology.</p>","PeriodicalId":11573,"journal":{"name":"Energy technology","volume":"12 12","pages":""},"PeriodicalIF":3.6,"publicationDate":"2024-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195762","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Innovative technologies based on the sulfate radical advanced oxidation process are attracting more attention for the degradation of dyes in impure water. Herein, cobalt‐doped zinc aluminum layered double hydroxide (LDH) catalysts are synthesized based on the assembly of LDHs for efficient activation of peroxymonosulfate and simultaneous catalytic degradation of rhodamine B (RhB) and methyl orange (MO). Cobalt metal is incorporated into the ZnAl‐LDH lattice to accelerate the catalytic performance of ZnAl‐LDHs. The experimental results show that the Co–ZnAl‐LDH (Co = 0.05 mmol) system demonstrates remarkable degradation of RhB and MO with maximum degradation efficiencies of 98.97% and 98.04%, respectively, through the attack of reactive oxygen species and electron transfer processes. Furthermore, the structural stability and catalytic performance of the catalyst make it promising for practical water treatment as well as promoting its reuse ability.
{"title":"Synthesis of Co–ZnAl‐Layered Double Hydroxide for Effective Activation of Peroxymonosulfate to Degrade Rhodamine B and Methyl Orange from Polluted Water","authors":"Hafiza Mehwish Rasheed, Chunsheng Ding, Minghua Xu, Bilal Zaman, Xiaowen Ruan, Xiaoqiang Cui","doi":"10.1002/ente.202401293","DOIUrl":"https://doi.org/10.1002/ente.202401293","url":null,"abstract":"Innovative technologies based on the sulfate radical advanced oxidation process are attracting more attention for the degradation of dyes in impure water. Herein, cobalt‐doped zinc aluminum layered double hydroxide (LDH) catalysts are synthesized based on the assembly of LDHs for efficient activation of peroxymonosulfate and simultaneous catalytic degradation of rhodamine B (RhB) and methyl orange (MO). Cobalt metal is incorporated into the ZnAl‐LDH lattice to accelerate the catalytic performance of ZnAl‐LDHs. The experimental results show that the Co–ZnAl‐LDH (Co = 0.05 mmol) system demonstrates remarkable degradation of RhB and MO with maximum degradation efficiencies of 98.97% and 98.04%, respectively, through the attack of reactive oxygen species and electron transfer processes. Furthermore, the structural stability and catalytic performance of the catalyst make it promising for practical water treatment as well as promoting its reuse ability.","PeriodicalId":11573,"journal":{"name":"Energy technology","volume":"26 1","pages":""},"PeriodicalIF":3.8,"publicationDate":"2024-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195696","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Battery thermal management system (BTMS) based on phase change materials (PCMs) is simple in structure while presenting outstanding performance, but the core bottleneck hindering the industrialization of which is the poor performance of PCMs’ pivotal properties. Apart from that, under extreme conditions, single passive phase change temperature-control technology apparently could not meet the demands. Therefore, modification strategies to improve PCM's pivotal properties suitable for BTMS are thoroughly reviewed. Moreover, the optimization of as-mentioned passive systems by integrating them with other active heating or cooling devices to obtain advanced active and passive full-temperature responsive capability is also summarized. Profound opinions concerning about the prospect and challenges of PCM-BTMS are given. It is expected to provide some innovative ideas for the advancement of such promising technology.
{"title":"Recent Progresses of Battery Thermal Management Systems Based on Phase Change Materials","authors":"Changren Xiao, Jiangyun Zhang, Guoqing Zhang, Chengzhao Yang, Wenzhao Jiang, Youpeng Chen, Chaoqun Tu","doi":"10.1002/ente.202400563","DOIUrl":"10.1002/ente.202400563","url":null,"abstract":"<p>Battery thermal management system (BTMS) based on phase change materials (PCMs) is simple in structure while presenting outstanding performance, but the core bottleneck hindering the industrialization of which is the poor performance of PCMs’ pivotal properties. Apart from that, under extreme conditions, single passive phase change temperature-control technology apparently could not meet the demands. Therefore, modification strategies to improve PCM's pivotal properties suitable for BTMS are thoroughly reviewed. Moreover, the optimization of as-mentioned passive systems by integrating them with other active heating or cooling devices to obtain advanced active and passive full-temperature responsive capability is also summarized. Profound opinions concerning about the prospect and challenges of PCM-BTMS are given. It is expected to provide some innovative ideas for the advancement of such promising technology.</p>","PeriodicalId":11573,"journal":{"name":"Energy technology","volume":"12 10","pages":""},"PeriodicalIF":3.6,"publicationDate":"2024-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Developing an efficient oxygen evolution reaction (OER) catalyst is the footstone of many electrochemical energy conversion devices. Herein, a cobalt–manganese bimetallic metal–organic framework (MOF) is developed as an efficient OER catalyst (denoted as Co3Mn1 BDC). The Co3Mn1 BDC nanosheets demonstrate advantages in specific surface area, pore size distribution comparing with monometallic Co BDC and Mn BDC. The performance investigations demonstrate that the doping of Mn in Co-based MOFs facilitates the electrochemical area, charge transfer efficiency, reaction kinetics, and turnover frequency. As a consequence, the Co3Mn1 BDC exhibits a low overpotential of 289 mV at current of 10 mA cm−2 and a favorable Tafel slope of 56.8 mV dec−1 on glassy carbon electrode, which is better than IrO2. When the catalyst is loaded on Ni foam, the overpotential and Tafel slope are further decreased to 231 mV and 50.8 mV dec−1. Moreover, the Raman spectrum confirms that the Co3Mn1 BDC can be transformed into active CoOOH, suggesting the bright prospect in electrocatalysis devices as “precatalyst”.
{"title":"Co–Mn Bimetallic Metal–Organic Frameworks Nanosheets for Efficient Oxygen Evolution Electrocatalysis","authors":"Yongchao Hao, Ling Wang, Shuling Cheng, Huiya Cheng, Qianyun He, Lizhi Yi","doi":"10.1002/ente.202401049","DOIUrl":"10.1002/ente.202401049","url":null,"abstract":"<p>Developing an efficient oxygen evolution reaction (OER) catalyst is the footstone of many electrochemical energy conversion devices. Herein, a cobalt–manganese bimetallic metal–organic framework (MOF) is developed as an efficient OER catalyst (denoted as Co<sub>3</sub>Mn<sub>1</sub> BDC). The Co<sub>3</sub>Mn<sub>1</sub> BDC nanosheets demonstrate advantages in specific surface area, pore size distribution comparing with monometallic Co BDC and Mn BDC. The performance investigations demonstrate that the doping of Mn in Co-based MOFs facilitates the electrochemical area, charge transfer efficiency, reaction kinetics, and turnover frequency. As a consequence, the Co<sub>3</sub>Mn<sub>1</sub> BDC exhibits a low overpotential of 289 mV at current of 10 mA cm<sup>−2</sup> and a favorable Tafel slope of 56.8 mV dec<sup>−1</sup> on glassy carbon electrode, which is better than IrO<sub>2</sub>. When the catalyst is loaded on Ni foam, the overpotential and Tafel slope are further decreased to 231 mV and 50.8 mV dec<sup>−1</sup>. Moreover, the Raman spectrum confirms that the Co<sub>3</sub>Mn<sub>1</sub> BDC can be transformed into active CoOOH, suggesting the bright prospect in electrocatalysis devices as “precatalyst”.</p>","PeriodicalId":11573,"journal":{"name":"Energy technology","volume":"12 11","pages":""},"PeriodicalIF":3.6,"publicationDate":"2024-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195697","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jiaheng Wang, Nong Li, Xiangyu Huo, Mingli Yang, Li Zhang
Accurate shale gas reserves estimation is essential for development. Existing machine learning (ML) models for predicting gas isothermal adsorption are limited by small datasets and lack verified generalization. We constructed an “original dataset” containing 2112 data points from 11 measurements on samples from 8 formations in 3 countries to develop ML-based prediction models. Similar to previous ML models, total organic matter, pressure, and temperature are characterized as the three most significant features using the mean impurity method. In contrast to previous ML models, the study reveals that these three features are inadequate to be used to make reasonable predictions for the datasets from the measurements different from those used to train the models. Instead, the extreme gradient boosting decision trees (XGBoost) model with two more features (specific surface area and moisture) exhibits good robustness, generalization, and precision in the prediction of gas isothermal adsorption. Overall, An XGBoost model with optimal input features is developed in this work, which exhibits both good performance in gas adsorption prediction and good potential for the estimation of gas storage in shale gas development.
准确估算页岩气储量对开发至关重要。用于预测天然气等温吸附的现有机器学习(ML)模型受限于数据集较小,且缺乏经过验证的通用性。我们构建了一个 "原始数据集",其中包含来自 3 个国家 8 个地层样本的 11 次测量的 2112 个数据点,用于开发基于 ML 的预测模型。与以往的 ML 模型类似,使用平均杂质法将总有机质、压力和温度作为三个最重要的特征。与以往的 ML 模型不同的是,研究发现这三个特征不足以用来对来自不同于用于训练模型的测量数据集进行合理预测。相反,带有另外两个特征(比表面积和水分)的极端梯度提升决策树(XGBoost)模型在预测气体等温吸附时表现出良好的鲁棒性、泛化和精确性。总之,本研究建立了一个具有最佳输入特征的 XGBoost 模型,该模型在气体吸附预测中表现出了良好的性能,在页岩气开发中的气体储量估算方面也具有良好的潜力。
{"title":"Predicting the Gas Storage Capacity in Shale Formations Using the Extreme Gradient Boosting Decision Trees Method","authors":"Jiaheng Wang, Nong Li, Xiangyu Huo, Mingli Yang, Li Zhang","doi":"10.1002/ente.202400377","DOIUrl":"10.1002/ente.202400377","url":null,"abstract":"<p>Accurate shale gas reserves estimation is essential for development. Existing machine learning (ML) models for predicting gas isothermal adsorption are limited by small datasets and lack verified generalization. We constructed an “original dataset” containing 2112 data points from 11 measurements on samples from 8 formations in 3 countries to develop ML-based prediction models. Similar to previous ML models, total organic matter, pressure, and temperature are characterized as the three most significant features using the mean impurity method. In contrast to previous ML models, the study reveals that these three features are inadequate to be used to make reasonable predictions for the datasets from the measurements different from those used to train the models. Instead, the extreme gradient boosting decision trees (XGBoost) model with two more features (specific surface area and moisture) exhibits good robustness, generalization, and precision in the prediction of gas isothermal adsorption. Overall, An XGBoost model with optimal input features is developed in this work, which exhibits both good performance in gas adsorption prediction and good potential for the estimation of gas storage in shale gas development.</p>","PeriodicalId":11573,"journal":{"name":"Energy technology","volume":"12 10","pages":""},"PeriodicalIF":3.6,"publicationDate":"2024-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195699","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Drying the electrode is a crucial process in the manufacture of lithium-ion batteries, which significantly affects the mechanical performance and cycle life of electrodes. High drying rate increases the battery production but reduces the uniformity of the binder in the electrode, which causes the detaching of the electrode from the collector. Herein, a physical model that couples solvent evaporation and binder diffusion is established to study the uneven enrichment of binder during the drying process. The results indicate that the drying process at the high solvent partial pressure and in a temperature-drop situation ensures sufficient time for the diffusion of binder, which breaks the trade-off between drying efficiency and electrode quality. Based on a comprehensive correlation analysis between process parameters and drying performance, an empirical equation is established to predict binder distribution. This work could offer insights into the formation and evolution of binder enrichment in electrodes and potentially provide guidelines for optimizing the drying processes of electrode.
{"title":"Modeling and Optimizing the Drying Process of Electrode Manufacturing for Lithium-Ion Batteries","authors":"Yuxin Chen, Haolan Tao, Bing Li, Baorong Li, Cheng Lian, Honglai Liu","doi":"10.1002/ente.202401146","DOIUrl":"10.1002/ente.202401146","url":null,"abstract":"<p>Drying the electrode is a crucial process in the manufacture of lithium-ion batteries, which significantly affects the mechanical performance and cycle life of electrodes. High drying rate increases the battery production but reduces the uniformity of the binder in the electrode, which causes the detaching of the electrode from the collector. Herein, a physical model that couples solvent evaporation and binder diffusion is established to study the uneven enrichment of binder during the drying process. The results indicate that the drying process at the high solvent partial pressure and in a temperature-drop situation ensures sufficient time for the diffusion of binder, which breaks the trade-off between drying efficiency and electrode quality. Based on a comprehensive correlation analysis between process parameters and drying performance, an empirical equation is established to predict binder distribution. This work could offer insights into the formation and evolution of binder enrichment in electrodes and potentially provide guidelines for optimizing the drying processes of electrode.</p>","PeriodicalId":11573,"journal":{"name":"Energy technology","volume":"12 11","pages":""},"PeriodicalIF":3.6,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142195704","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}