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Effect of Solution Conditions and Applied Potential on Ion Transport in TiO2 Nanopores 溶液条件和应用电位对二氧化钛纳米孔中离子传输的影响
IF 7.1
ACS ES&T engineering Pub Date : 2024-07-21 DOI: 10.1021/acsestengg.4c00295
Saurabh N. Misal, Donglin Li, Sangil Kim, Brian P. Chaplin
{"title":"Effect of Solution Conditions and Applied Potential on Ion Transport in TiO2 Nanopores","authors":"Saurabh N. Misal, Donglin Li, Sangil Kim, Brian P. Chaplin","doi":"10.1021/acsestengg.4c00295","DOIUrl":"https://doi.org/10.1021/acsestengg.4c00295","url":null,"abstract":"This study investigated the material and ion transport properties of TiO<sub>2</sub> nanopores as a function of solution conditions and applied electrode potentials. Zeta potential measurements revealed that the TiO<sub>2</sub> surface charge was highly dependent on solution conditions, which was attributed to protonation/deprotonation of surface functional groups and adsorption of ions. Ion rejection followed the absolute magnitude of the membrane surface charge and was pH-dependent, reflecting the amphoteric nature of TiO<sub>2</sub>. The rejection of NaCl was approximately symmetrical about the point of zero charge of the membrane, with the highest rejection at acidic and basic conditions. Specific adsorption of SO<sub>4</sub><sup>2–</sup> and Mg<sup>2+</sup> under acidic and basic conditions, respectively, neutralized the membrane charge and significantly reduced ion rejection. A mathematical transport model was fit to experimental data, and the model-determined membrane charge densities as a function of solution conditions agreed with experimental zeta potential measurements. Model results also revealed that rejection was primarily attributed to the Donnan exclusion mechanism. The application of both anodic and cathodic potentials directly to the TiO<sub>2</sub> membrane caused permselective transport under specific solution conditions.","PeriodicalId":7008,"journal":{"name":"ACS ES&T engineering","volume":null,"pages":null},"PeriodicalIF":7.1,"publicationDate":"2024-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141745683","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
Effect of Solution Conditions and Applied Potential on Ion Transport in TiO2 Nanopores 溶液条件和应用电位对二氧化钛纳米孔中离子传输的影响
IF 7.4
ACS ES&T engineering Pub Date : 2024-07-21 DOI: 10.1021/acsestengg.4c0029510.1021/acsestengg.4c00295
Saurabh N. Misal, Donglin Li, Sangil Kim* and Brian P. Chaplin*, 
{"title":"Effect of Solution Conditions and Applied Potential on Ion Transport in TiO2 Nanopores","authors":"Saurabh N. Misal,&nbsp;Donglin Li,&nbsp;Sangil Kim* and Brian P. Chaplin*,&nbsp;","doi":"10.1021/acsestengg.4c0029510.1021/acsestengg.4c00295","DOIUrl":"https://doi.org/10.1021/acsestengg.4c00295https://doi.org/10.1021/acsestengg.4c00295","url":null,"abstract":"<p >This study investigated the material and ion transport properties of TiO<sub>2</sub> nanopores as a function of solution conditions and applied electrode potentials. Zeta potential measurements revealed that the TiO<sub>2</sub> surface charge was highly dependent on solution conditions, which was attributed to protonation/deprotonation of surface functional groups and adsorption of ions. Ion rejection followed the absolute magnitude of the membrane surface charge and was pH-dependent, reflecting the amphoteric nature of TiO<sub>2</sub>. The rejection of NaCl was approximately symmetrical about the point of zero charge of the membrane, with the highest rejection at acidic and basic conditions. Specific adsorption of SO<sub>4</sub><sup>2–</sup> and Mg<sup>2+</sup> under acidic and basic conditions, respectively, neutralized the membrane charge and significantly reduced ion rejection. A mathematical transport model was fit to experimental data, and the model-determined membrane charge densities as a function of solution conditions agreed with experimental zeta potential measurements. Model results also revealed that rejection was primarily attributed to the Donnan exclusion mechanism. The application of both anodic and cathodic potentials directly to the TiO<sub>2</sub> membrane caused permselective transport under specific solution conditions.</p>","PeriodicalId":7008,"journal":{"name":"ACS ES&T engineering","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2024-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142407903","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
Dual-Crosslinking Polydopamine/Poly(imide dioxime) Porous Network Membrane Enables Efficient and Selective Gold Recovery from e-Waste 双交联聚多巴胺/聚(亚胺二氧肟)多孔网络膜可从电子垃圾中高效、选择性地回收黄金
IF 7.4
ACS ES&T engineering Pub Date : 2024-07-20 DOI: 10.1021/acsestengg.4c0026310.1021/acsestengg.4c00263
Xueqin Zhang, Huaimeng Li*, Zhenzhen Liu, Zhen Fu, Haimin Zhang, Guozhong Wang and Yunxia Zhang*, 
{"title":"Dual-Crosslinking Polydopamine/Poly(imide dioxime) Porous Network Membrane Enables Efficient and Selective Gold Recovery from e-Waste","authors":"Xueqin Zhang,&nbsp;Huaimeng Li*,&nbsp;Zhenzhen Liu,&nbsp;Zhen Fu,&nbsp;Haimin Zhang,&nbsp;Guozhong Wang and Yunxia Zhang*,&nbsp;","doi":"10.1021/acsestengg.4c0026310.1021/acsestengg.4c00263","DOIUrl":"https://doi.org/10.1021/acsestengg.4c00263https://doi.org/10.1021/acsestengg.4c00263","url":null,"abstract":"<p >With the sharp increase in electronic and electrical equipment as well as concomitant electronic waste, it is imperative to recover precious metals from secondary resources from the perspective of environment protection and sustainable development. Herein, a free-standing, dual-cross-linking polydopamine (PDA) in conjunction with poly(imide dioxime) (PIDO) porous membrane (denoted as PDA/PIDO) is fabricated via a facile interfacial polymerization method for gold recovery. As expected, the constructed PDA/PIDO membrane features a hierarchical porous structure, ample active sites, and excellent hydrophilicity, endowing it with an ultrahigh gold capture capacity (3368 mg g<sup>–1</sup>), fast equilibrium time (35 min), superior recovery selectivity (separation factor of Au/Cu = 5.4 × 10<sup>5</sup>, Au/Ni = 3.9 × 10<sup>5</sup>), high flux (1050 L m<sup>2</sup> h<sup>–1</sup>), and high retention rate (98%). Furthermore, the proposed PDA/PIDO membrane is also competent for selective gold recovery from the central processing unit leachate with remarkable efficiency in a continuous-flowing filtration system, highlighting its huge potential in practical large-scale gold recovery from e-waste.</p>","PeriodicalId":7008,"journal":{"name":"ACS ES&T engineering","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142407902","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
Dual-Crosslinking Polydopamine/Poly(imide dioxime) Porous Network Membrane Enables Efficient and Selective Gold Recovery from e-Waste 双交联聚多巴胺/聚(亚胺二氧肟)多孔网络膜可从电子垃圾中高效、选择性地回收黄金
IF 7.1
ACS ES&T engineering Pub Date : 2024-07-20 DOI: 10.1021/acsestengg.4c00263
Xueqin Zhang, Huaimeng Li, Zhenzhen Liu, Zhen Fu, Haimin Zhang, Guozhong Wang, Yunxia Zhang
{"title":"Dual-Crosslinking Polydopamine/Poly(imide dioxime) Porous Network Membrane Enables Efficient and Selective Gold Recovery from e-Waste","authors":"Xueqin Zhang, Huaimeng Li, Zhenzhen Liu, Zhen Fu, Haimin Zhang, Guozhong Wang, Yunxia Zhang","doi":"10.1021/acsestengg.4c00263","DOIUrl":"https://doi.org/10.1021/acsestengg.4c00263","url":null,"abstract":"With the sharp increase in electronic and electrical equipment as well as concomitant electronic waste, it is imperative to recover precious metals from secondary resources from the perspective of environment protection and sustainable development. Herein, a free-standing, dual-cross-linking polydopamine (PDA) in conjunction with poly(imide dioxime) (PIDO) porous membrane (denoted as PDA/PIDO) is fabricated via a facile interfacial polymerization method for gold recovery. As expected, the constructed PDA/PIDO membrane features a hierarchical porous structure, ample active sites, and excellent hydrophilicity, endowing it with an ultrahigh gold capture capacity (3368 mg g<sup>–1</sup>), fast equilibrium time (35 min), superior recovery selectivity (separation factor of Au/Cu = 5.4 × 10<sup>5</sup>, Au/Ni = 3.9 × 10<sup>5</sup>), high flux (1050 L m<sup>2</sup> h<sup>–1</sup>), and high retention rate (98%). Furthermore, the proposed PDA/PIDO membrane is also competent for selective gold recovery from the central processing unit leachate with remarkable efficiency in a continuous-flowing filtration system, highlighting its huge potential in practical large-scale gold recovery from e-waste.","PeriodicalId":7008,"journal":{"name":"ACS ES&T engineering","volume":null,"pages":null},"PeriodicalIF":7.1,"publicationDate":"2024-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141745681","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
Plant Polyphenol-Driven Polymerization-Confinement Strategy toward Ultrahighly Loaded Atomically Dispersed FeCo Bimetallic Catalysts for Singlet Oxygen-Dominated Fenton-like Reactions 植物多酚驱动的聚合-强化战略:超高负载原子分散铁钴双金属催化剂用于单线态氧主导的类芬顿反应
IF 7.4
ACS ES&T engineering Pub Date : 2024-07-18 DOI: 10.1021/acsestengg.4c0023710.1021/acsestengg.4c00237
Yue Wang, Zhenglong Liu, Weilu Kang, Tielong Li* and Haitao Wang*, 
{"title":"Plant Polyphenol-Driven Polymerization-Confinement Strategy toward Ultrahighly Loaded Atomically Dispersed FeCo Bimetallic Catalysts for Singlet Oxygen-Dominated Fenton-like Reactions","authors":"Yue Wang,&nbsp;Zhenglong Liu,&nbsp;Weilu Kang,&nbsp;Tielong Li* and Haitao Wang*,&nbsp;","doi":"10.1021/acsestengg.4c0023710.1021/acsestengg.4c00237","DOIUrl":"https://doi.org/10.1021/acsestengg.4c00237https://doi.org/10.1021/acsestengg.4c00237","url":null,"abstract":"<p >Recent progress has brought carbon-confined transition metal catalysts to the forefront as effective agents for Fenton-like reactions. However, achieving a stable integration of densely loaded and well-dispersed transition metals onto carbon support poses significant challenges. Herein, we introduce a plant polyphenol-driven polymerization-confinement method for the synthesis of a highly dispersed FeCo bimetallic catalyst (FeCo@NGB). Utilizing the chelating effect of tea polyphenols with metal ions and their subsequent polymerization and confinement offers a durable solution for stabilizing the FeCo bimetallic sites. The resulting FeCo@NGB demonstrates exceptional performance in activating peroxymonosulfate (PMS) for the swift degradation of tetracycline (TC), with a 99.5% reduction achieved in just 30 min, predominantly through a singlet oxygen (<sup>1</sup>O<sub>2</sub>)-driven pathway. Experimental and theoretical calculations highlight the pivotal role of atomically dispersed FeN<sub>4</sub>–CoN<sub>3</sub> sites in facilitating rapid electron transfer between the catalyst and PMS, thereby enhancing <sup>1</sup>O<sub>2</sub> production. This work not only advances the development of high-performance multiphase catalysts but also introduces a compelling strategy for water purification leveraging nonradical oxidative pathways.</p>","PeriodicalId":7008,"journal":{"name":"ACS ES&T engineering","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2024-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142228021","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
Plant Polyphenol-Driven Polymerization-Confinement Strategy toward Ultrahighly Loaded Atomically Dispersed FeCo Bimetallic Catalysts for Singlet Oxygen-Dominated Fenton-like Reactions 植物多酚驱动的聚合-强化战略:超高负载原子分散铁钴双金属催化剂用于单线态氧主导的类芬顿反应
IF 7.1
ACS ES&T engineering Pub Date : 2024-07-18 DOI: 10.1021/acsestengg.4c00237
Yue Wang, Zhenglong Liu, Weilu Kang, Tielong Li, Haitao Wang
{"title":"Plant Polyphenol-Driven Polymerization-Confinement Strategy toward Ultrahighly Loaded Atomically Dispersed FeCo Bimetallic Catalysts for Singlet Oxygen-Dominated Fenton-like Reactions","authors":"Yue Wang, Zhenglong Liu, Weilu Kang, Tielong Li, Haitao Wang","doi":"10.1021/acsestengg.4c00237","DOIUrl":"https://doi.org/10.1021/acsestengg.4c00237","url":null,"abstract":"Recent progress has brought carbon-confined transition metal catalysts to the forefront as effective agents for Fenton-like reactions. However, achieving a stable integration of densely loaded and well-dispersed transition metals onto carbon support poses significant challenges. Herein, we introduce a plant polyphenol-driven polymerization-confinement method for the synthesis of a highly dispersed FeCo bimetallic catalyst (FeCo@NGB). Utilizing the chelating effect of tea polyphenols with metal ions and their subsequent polymerization and confinement offers a durable solution for stabilizing the FeCo bimetallic sites. The resulting FeCo@NGB demonstrates exceptional performance in activating peroxymonosulfate (PMS) for the swift degradation of tetracycline (TC), with a 99.5% reduction achieved in just 30 min, predominantly through a singlet oxygen (<sup>1</sup>O<sub>2</sub>)-driven pathway. Experimental and theoretical calculations highlight the pivotal role of atomically dispersed FeN<sub>4</sub>–CoN<sub>3</sub> sites in facilitating rapid electron transfer between the catalyst and PMS, thereby enhancing <sup>1</sup>O<sub>2</sub> production. This work not only advances the development of high-performance multiphase catalysts but also introduces a compelling strategy for water purification leveraging nonradical oxidative pathways.","PeriodicalId":7008,"journal":{"name":"ACS ES&T engineering","volume":null,"pages":null},"PeriodicalIF":7.1,"publicationDate":"2024-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141745682","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
Applications of AFM in Membrane Characterization and Fouling Analysis 原子力显微镜在膜表征和污垢分析中的应用
IF 7.1
ACS ES&T engineering Pub Date : 2024-07-18 DOI: 10.1021/acsestengg.4c00111
Qi Liu, Xiaoqi Zhu, Baoliang Chen, Xiaoying Zhu
{"title":"Applications of AFM in Membrane Characterization and Fouling Analysis","authors":"Qi Liu, Xiaoqi Zhu, Baoliang Chen, Xiaoying Zhu","doi":"10.1021/acsestengg.4c00111","DOIUrl":"https://doi.org/10.1021/acsestengg.4c00111","url":null,"abstract":"Atomic force microscopy (AFM), as a type of scanning probe microscopy (SPM), possesses formidable capabilities for nanoscale imaging and force spectroscopy. Due to its advantages such as high resolution, nondestructive detection, minimal environmental restrictions, strong versatility, and real-time in situ analysis, AFM has become an indispensable tool in surface science and materials research, finding extensive applications in the study of the membrane separation and fouling processes. The tremendous advantages of AFM in characterization applications stem from its diverse tip functionalization techniques. This review encompasses the preparation of AFM probe tips and the modification techniques of special tips, including carbon nanotube (CNT) probes, metal nanowire probes, colloidal probes, and single-cell/molecule probes. Furthermore, it highlights the applications and advancements of AFM and probe modification techniques in membrane technology research. With the continuous development of tip modification techniques, the analytical capabilities of AFM will be further expanded, promising broader prospects for its application in the study of membrane fouling mechanisms and the development of antifouling membrane materials.","PeriodicalId":7008,"journal":{"name":"ACS ES&T engineering","volume":null,"pages":null},"PeriodicalIF":7.1,"publicationDate":"2024-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141737372","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
Applications of AFM in Membrane Characterization and Fouling Analysis 原子力显微镜在膜表征和污垢分析中的应用
IF 7.4
ACS ES&T engineering Pub Date : 2024-07-18 DOI: 10.1021/acsestengg.4c0011110.1021/acsestengg.4c00111
Qi Liu, Xiaoqi Zhu, Baoliang Chen and Xiaoying Zhu*, 
{"title":"Applications of AFM in Membrane Characterization and Fouling Analysis","authors":"Qi Liu,&nbsp;Xiaoqi Zhu,&nbsp;Baoliang Chen and Xiaoying Zhu*,&nbsp;","doi":"10.1021/acsestengg.4c0011110.1021/acsestengg.4c00111","DOIUrl":"https://doi.org/10.1021/acsestengg.4c00111https://doi.org/10.1021/acsestengg.4c00111","url":null,"abstract":"<p >Atomic force microscopy (AFM), as a type of scanning probe microscopy (SPM), possesses formidable capabilities for nanoscale imaging and force spectroscopy. Due to its advantages such as high resolution, nondestructive detection, minimal environmental restrictions, strong versatility, and real-time in situ analysis, AFM has become an indispensable tool in surface science and materials research, finding extensive applications in the study of the membrane separation and fouling processes. The tremendous advantages of AFM in characterization applications stem from its diverse tip functionalization techniques. This review encompasses the preparation of AFM probe tips and the modification techniques of special tips, including carbon nanotube (CNT) probes, metal nanowire probes, colloidal probes, and single-cell/molecule probes. Furthermore, it highlights the applications and advancements of AFM and probe modification techniques in membrane technology research. With the continuous development of tip modification techniques, the analytical capabilities of AFM will be further expanded, promising broader prospects for its application in the study of membrane fouling mechanisms and the development of antifouling membrane materials.</p>","PeriodicalId":7008,"journal":{"name":"ACS ES&T engineering","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2024-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141957685","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
Optimal Management Strategy for Salt Adsorption Capacity in Machine Learning-Based Flow-Electrode Capacitive Deionization Process 基于机器学习的流电极电容式去离子工艺中盐吸附容量的优化管理策略
IF 7.1
ACS ES&T engineering Pub Date : 2024-07-17 DOI: 10.1021/acsestengg.4c00142
Sung Il Yu, Junbeom Jeon, Yong-Uk Shin, Hyokwan Bae
{"title":"Optimal Management Strategy for Salt Adsorption Capacity in Machine Learning-Based Flow-Electrode Capacitive Deionization Process","authors":"Sung Il Yu, Junbeom Jeon, Yong-Uk Shin, Hyokwan Bae","doi":"10.1021/acsestengg.4c00142","DOIUrl":"https://doi.org/10.1021/acsestengg.4c00142","url":null,"abstract":"Flow-electrode capacitive deionization (FCDI) has created a breakthrough toward a more stable desalination performance by adopting a flow-electrode compared to existing capacitive deionization and membrane capacitive deionization as a promising electrochemical water treatment technology. However, the FCDI technology requires investigation of various mechanisms pertaining to flow-electrode materials to achieve system optimization. Further, studies on applying machine learning to the FCDI technology have been scarcely reported. Our study aims to explore optimal algorithms via machine learning for predicting the salt adsorption capacity of FCDI processes and evaluate the feasibility of optimization applications. Concurrently, a comparative analysis was conducted through the performance model indicators of mean absolute error (MAE), mean squared error, and <i>R</i><sup>2</sup> for support vector machine, random forest, and artificial neural network (ANN) algorithms. Herein, we demonstrated that the optimal ANN-based model exhibited the highest predictive performance, achieving <i>R</i><sup>2</sup> and MAE values of 0.996 and 0.21 mg/g, respectively. Additionally, the Shapley additive explanations (SHAP) confirmed a trend in the contribution of influent concentration, aligning closely with the results of statistical analysis. Specifically, the change in voltage of the FCDI process serves as a key factor in determining salt adsorption efficiency. Moreover, a parallel comparison of the Pearson correlation coefficient and SHAP analyses suggests that the impact of voltage entails a nonlinear contribution within the realm of machine learning. Finally, to deploy a machine learning-driven ANN model system, we present multiple factors (e.g., weight of flow-electrodes, influent concentration, and voltages) as a reinforcement learning model for decision-making. This offers valuable insights and guidance for future operations of the FCDI process.","PeriodicalId":7008,"journal":{"name":"ACS ES&T engineering","volume":null,"pages":null},"PeriodicalIF":7.1,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141737374","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
Optimal Management Strategy for Salt Adsorption Capacity in Machine Learning-Based Flow-Electrode Capacitive Deionization Process 基于机器学习的流电极电容式去离子工艺中盐吸附容量的优化管理策略
IF 7.4
ACS ES&T engineering Pub Date : 2024-07-17 DOI: 10.1021/acsestengg.4c0014210.1021/acsestengg.4c00142
Sung Il Yu, Junbeom Jeon, Yong-Uk Shin* and Hyokwan Bae*, 
{"title":"Optimal Management Strategy for Salt Adsorption Capacity in Machine Learning-Based Flow-Electrode Capacitive Deionization Process","authors":"Sung Il Yu,&nbsp;Junbeom Jeon,&nbsp;Yong-Uk Shin* and Hyokwan Bae*,&nbsp;","doi":"10.1021/acsestengg.4c0014210.1021/acsestengg.4c00142","DOIUrl":"https://doi.org/10.1021/acsestengg.4c00142https://doi.org/10.1021/acsestengg.4c00142","url":null,"abstract":"<p >Flow-electrode capacitive deionization (FCDI) has created a breakthrough toward a more stable desalination performance by adopting a flow-electrode compared to existing capacitive deionization and membrane capacitive deionization as a promising electrochemical water treatment technology. However, the FCDI technology requires investigation of various mechanisms pertaining to flow-electrode materials to achieve system optimization. Further, studies on applying machine learning to the FCDI technology have been scarcely reported. Our study aims to explore optimal algorithms via machine learning for predicting the salt adsorption capacity of FCDI processes and evaluate the feasibility of optimization applications. Concurrently, a comparative analysis was conducted through the performance model indicators of mean absolute error (MAE), mean squared error, and <i>R</i><sup>2</sup> for support vector machine, random forest, and artificial neural network (ANN) algorithms. Herein, we demonstrated that the optimal ANN-based model exhibited the highest predictive performance, achieving <i>R</i><sup>2</sup> and MAE values of 0.996 and 0.21 mg/g, respectively. Additionally, the Shapley additive explanations (SHAP) confirmed a trend in the contribution of influent concentration, aligning closely with the results of statistical analysis. Specifically, the change in voltage of the FCDI process serves as a key factor in determining salt adsorption efficiency. Moreover, a parallel comparison of the Pearson correlation coefficient and SHAP analyses suggests that the impact of voltage entails a nonlinear contribution within the realm of machine learning. Finally, to deploy a machine learning-driven ANN model system, we present multiple factors (e.g., weight of flow-electrodes, influent concentration, and voltages) as a reinforcement learning model for decision-making. This offers valuable insights and guidance for future operations of the FCDI process.</p>","PeriodicalId":7008,"journal":{"name":"ACS ES&T engineering","volume":null,"pages":null},"PeriodicalIF":7.4,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141955524","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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