IonicsPub Date : 2024-08-18DOI: 10.1007/s11581-024-05768-y
Kangping Gao, Jianjie Sun, Ziyi Huang, Chengqi Liu
{"title":"Capacity prediction of lithium-ion batteries based on ensemble empirical mode decomposition and hybrid machine learning","authors":"Kangping Gao, Jianjie Sun, Ziyi Huang, Chengqi Liu","doi":"10.1007/s11581-024-05768-y","DOIUrl":"https://doi.org/10.1007/s11581-024-05768-y","url":null,"abstract":"<p>Considering the influence of capacity regeneration on the prediction accuracy of the remaining useful life (RUL) of lithium-ion batteries (LIB), a multi-stage capacity prediction method based on ensemble empirical mode decomposition (EEMD) and hybrid machine learning is proposed. Firstly, the aging data of LIB is decomposed into residual sequence (degradation trends) and intrinsic mode function (IMF) by the EEMD algorithm. Next, the long short-term neural network model with Bayesian optimization and the support vector regression model optimized by the improved whale algorithm were used to model and predict the decomposed IMF components and residual sequences. The predicted residual and IMF data are integrated to calculate the future life aging trajectory of LIB and further extrapolate to obtain the predicted RUL value. Finally, different battery aging data are used to verify the proposed method, and the offline prediction results show that the proposed method has high prediction accuracy and generalization adaptability.</p>","PeriodicalId":599,"journal":{"name":"Ionics","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2024-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142197848","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IonicsPub Date : 2024-08-17DOI: 10.1007/s11581-024-05767-z
K.P. Jithul, B. Tamilarasi, Jay Pandey
{"title":"Electrocatalyst for the oxygen reduction reaction (ORR): towards an active and stable electrocatalyst for low-temperature PEM fuel cell","authors":"K.P. Jithul, B. Tamilarasi, Jay Pandey","doi":"10.1007/s11581-024-05767-z","DOIUrl":"https://doi.org/10.1007/s11581-024-05767-z","url":null,"abstract":"<p>Green hydrogen–fueled low-temperature proton exchange membrane (PEM) fuel cells have emerged as one of the most attractive technologies for electric-vehicle (EV) applications due to their high efficiency, zero emissions, and potential for renewable energy integration. The performance of the PEM fuel cells is significantly affected by the electrochemical activity of the oxygen reduction reaction (ORR) catalyst. This review comprehensively examines the role of ORR electrocatalysts in PEM fuel cell efficiency for portable, transport, and stationary applications. In this direction, we discuss the fundamentals of PEM fuel cell operation, the critical role of electrocatalysts, and advanced characterization techniques. A detailed overview of ORR electrocatalyst types, including platinum-based, non-noble metal-based, and carbon-supported as well as noncarbon supported, is presented, emphasizing recent advancements in design and synthesis. The review concludes with discussing current challenges and future directions for ORR electrocatalyst development. Understanding the characteristics and recent developments of ORR catalysts is essential for researchers and engineers to optimize the performance and durability of PEM fuel cells, thereby promoting the wider adoption of clean and efficient energy technologies. By providing insights into electrocatalyst characteristics and emerging trends, this work aims to accelerate the adoption of clean and efficient PEM fuel cell technology.</p><h3 data-test=\"abstract-sub-heading\">Graphical Abstract</h3>\u0000","PeriodicalId":599,"journal":{"name":"Ionics","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2024-08-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142225359","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IonicsPub Date : 2024-08-16DOI: 10.1007/s11581-024-05764-2
Ting-Ting Liu, Zhuo-Feng Ye, Shang-Qi Li, Yi Zhang, Yao-Wen Zhang, Xin-Tao Li, Fei-Hu Du
{"title":"Three-dimensional nickel-silicide foam loaded with dense silicon nanowires as a robust anode for lithium-ion batteries","authors":"Ting-Ting Liu, Zhuo-Feng Ye, Shang-Qi Li, Yi Zhang, Yao-Wen Zhang, Xin-Tao Li, Fei-Hu Du","doi":"10.1007/s11581-024-05764-2","DOIUrl":"https://doi.org/10.1007/s11581-024-05764-2","url":null,"abstract":"<p>Silicon, with its many advantages, is gaining attention in the field of lithium-ion battery anode materials. However, severe volume swelling, poor conductivity, and slow Li<sup>+</sup> diffusion kinetics are major obstacles to enhancing the electrochemical properties of silicon anodes. One-dimensional silicon nanowires with a high aspect ratio can effectively ameliorate these issues, while the complexity of the synthesis method limits its development. Here, a three-dimensional flexible electrode of binary-phase Ni-silicide foam loaded with silicon nanowires (Ni<sub>x</sub>Si<sub>y</sub>@Si NWs) was constructed in two simple steps: preparation of metal catalyst nanoparticles using a chemical plating approach and production of silicon nanowires by the supercritical fluid-liquid–solid mechanism. Benefiting from the excellent anchoring ability and superior electrical conductivity of Ni<sub>x</sub>Si<sub>y</sub> as well as the extra space and favorable Li<sup>+</sup> and electrolyte diffusion paths provided by the Si NWs network, the as-obtained anode exhibits a high initial Coulombic efficiency of 77% at 0.5 A g<sup>−1</sup>, excellent cycling performance (a reversible capacity of 1238 mAh g<sup>−1</sup> after 200 cycles) and outstanding rate capability (2675, 2497, 2164, 1740, and 1222 mAh g<sup>−1</sup> at 0.5, 1, 2, 4, and 8 A g<sup>−1</sup>, respectively).</p>","PeriodicalId":599,"journal":{"name":"Ionics","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2024-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142197847","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IonicsPub Date : 2024-08-14DOI: 10.1007/s11581-024-05771-3
Saranya Kumaresan, Ravi Subban, Janarthanan Balasundaram
{"title":"Microwave intervened dye extracted from the fruits of Reutealis trisperma and its persuasive effect on the transport of charge carriers in DSSC","authors":"Saranya Kumaresan, Ravi Subban, Janarthanan Balasundaram","doi":"10.1007/s11581-024-05771-3","DOIUrl":"https://doi.org/10.1007/s11581-024-05771-3","url":null,"abstract":"<p>Natural dye extracted from <i>Reutealis trisperma</i> fruit is used as a photosensitizer in the photo-anode of a dye-sensitized solar cell (DSSC). Microwaves are used to treat the dye powder for the optimum utilization of the pigments present without the deterioration of the properties. The wide bandgap of the TiO<sub>2</sub> semiconductor oxide is used as a charge separator and transport interfacial layer to an external circuit. UV–visible spectroscopy, photoluminescence analysis, and FTIR are examined for the dye to determine the absorption wavelength and the functional groups present. Herein, we have investigated the influence of basicity of the extracted dye solution on the photovoltaic parameters. Unfortunately, the raw extracted dye with acidic nature exhibits high efficiency such as open circuit voltage (<i>V</i><sub>oc</sub>) ~ 0.2274 V, <i>J</i><sub>sc</sub> ~ 3.8224 mA/cm<sup>2</sup>, FF ~ 0.2644%, and PCE ~ 0.2298% than the dye with pH value of 12.</p><h3 data-test=\"abstract-sub-heading\">Graphical Abstract</h3>\u0000","PeriodicalId":599,"journal":{"name":"Ionics","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142197862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"PVA generated carbon-coated natural graphite anode material for enhanced performances of lithium-ion batteries","authors":"Shidi Wang, Yang Li, Lijun Wang, Yongmin Qiao, Jianguang Xu, Jing Li, Suna Zhang","doi":"10.1007/s11581-024-05765-1","DOIUrl":"https://doi.org/10.1007/s11581-024-05765-1","url":null,"abstract":"<p>The surface modification of electrode active materials has attracted considerable attention as a straightforward approach to enhance properties of lithium-ion batteries. In this study, we present a facile method for preparing surface-modified natural graphite (NG) by uniformly mixing NG with polyvinyl alcohol (PVA) and subsequent carbonization to obtain carbon-coated NG as an anode material for lithium-ion batteries. The optimal performance was achieved when the mass ratio of PVA to NG is 1:5. The carbon-coated NG anode material demonstrated a stable discharge specific capacity of about 400 mAh g<sup>−1</sup> and excellent cycle retention (72.8% after 100 cycles at 0.2 C), showing an average capacity of 24% that is higher than that of NG. Furthermore, carbon-coated NG also presented superior rate performance compared with pure NG. The concept of coating NG with PVA-derived carbon proposed in this paper paves the way for innovative high-performance lithium-ion battery anode materials.</p>","PeriodicalId":599,"journal":{"name":"Ionics","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142197857","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Microstructure modulation realizing high performance of Pb-Ag alloys by controlled solidification temperature","authors":"Xinxin Zhou, XiaoQiang Yu, Cheng Jiang, Buming Chen, Hui Huang, Jun Guo, Chao Gao, Ruidong Xu, Zhongcheng Guo","doi":"10.1007/s11581-024-05725-9","DOIUrl":"https://doi.org/10.1007/s11581-024-05725-9","url":null,"abstract":"<p>The microstructure of the Pb-Ag alloy is vital to its mechanical, corrosion, and electrochemical properties. In this paper, heat preservation mold is used to control the temperature of cast lead alloy, realizing the regulation of the microstructure of Pb-Ag alloy. The effects of the surface microstructure and the Ag distribution on the mechanical, corrosion-resistant, and electrochemical properties of lead alloy are investigated. The results show that the heat preservation treatment effectively enhances the longitudinal tissue uniformity of the alloy and optimizes the distribution of Ag in the alloy. The alloy shows the best comprehensive performance as the heat preservation temperature reaches 50℃ due to the uniform size of the metallographic structure and the most uniformly distributed Ag. The low-temperature heat preservation treatment (12℃) refines the middle and bottom grains of the alloy and enhances the mechanical properties of the alloy. However, the increased uniform grain size and Ag distribution at the longitudinal level of the alloy led to a decrease in the electrochemical properties and corrosion resistance.</p>","PeriodicalId":599,"journal":{"name":"Ionics","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142197853","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IonicsPub Date : 2024-08-14DOI: 10.1007/s11581-024-05760-6
Yanli Zhang, Liangliang Dong, Li Wang, Qiang Zhang, Xiangming He
{"title":"Exploring the capacitance of a novel nickel fluoride hydroxide nanomaterial in aqueous solutions","authors":"Yanli Zhang, Liangliang Dong, Li Wang, Qiang Zhang, Xiangming He","doi":"10.1007/s11581-024-05760-6","DOIUrl":"https://doi.org/10.1007/s11581-024-05760-6","url":null,"abstract":"<p>The pursuit of an electrode material that is electrochemically active in aqueous solutions and possesses both high energy density and abundant resources is critical for the development of aqueous hybrid capacitors, which are integral to clean energy storage systems. In this study, we introduce for the first time a novel nickel compound with two anions, displaying a high theoretical energy density—the Ni<sub>4</sub>OHF<sub>7</sub> nanomaterial. We provide a comprehensive analysis of its structure and its electrochemical performance in alkaline aqueous solutions. The Ni<sub>4</sub>OHF<sub>7</sub> nanomaterial is found to be composed of particles approximately 20 nm in size. The electrochemical behavior of Ni<sub>4</sub>OHF<sub>7</sub> in alkaline aqueous solution is mediated by redox reactions occurring between Ni<sup>4+</sup> and Ni<sup>3+</sup>, as well as between Ni<sup>3+</sup> and Ni<sup>2+</sup>. The electrochemical mechanism is primarily diffusion-controlled faradic intercalation process. The study delves into the impact of charge–discharge regulations. Notably, the voltammetric specific capacitance reaches 84.5 F g <sup>−1</sup> at a scan rate of 0.03 V s <sup>−1</sup>, while the discharge specific capacitance is as high as 1128.3 F g <sup>−1</sup> at a current density of 1 A g <sup>−1</sup>. The voltammetric specific capacitance initially increases along with cycling before diminishing and ultimately stabilizes at approximately 30 F g <sup>−1</sup> at a scan rate of 0.1 V s <sup>−1</sup>. The decline in capacitance is attributed to the progressive increase of the charge transfer resistance. The assembled activated carbon (AC)/Ni<sub>4</sub>OHF<sub>7</sub> hybrid capacitor exhibits superior energy and power densities (103.0 Wh kg <sup>−1</sup>, 7560.7 W kg <sup>−1</sup>).</p>","PeriodicalId":599,"journal":{"name":"Ionics","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142197851","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IonicsPub Date : 2024-08-13DOI: 10.1007/s11581-024-05758-0
S Renjini, Akhilash Mohanan Pillai, Pinky Abraham, P A Pavitha
{"title":"Electrochemical synthesis of graphene oxide/palladium composite for the detection of norepinephrine in the presence of ascorbic acid and uric acid","authors":"S Renjini, Akhilash Mohanan Pillai, Pinky Abraham, P A Pavitha","doi":"10.1007/s11581-024-05758-0","DOIUrl":"https://doi.org/10.1007/s11581-024-05758-0","url":null,"abstract":"<p>In the present study, an electrochemically reduced graphene oxide/palladium-modified glassy carbon electrode (ERGO-Pd/GCE) was successfully synthesized by single-step electrodeposition and employed for the determination of norepinephrine (NE). The modified GCE exhibited enhanced sensitivity towards the simultaneous and selective determination of NE, uric acid (UA), and ascorbic acid (AA). The electrochemical performances were evaluated using cyclic voltammetry (CV), differential pulse voltammetry (DPV), and chronoamperometry (CA). This sensor was also effective for the simultaneous detection of epinephrine (EP), UA, and AA. Moreover, the sensor showed outstanding long-term stability, reproducibility, and repeatability. Thus, the electrochemical sensor developed in this study was successfully employed for real samples, such as human blood serum.</p>","PeriodicalId":599,"journal":{"name":"Ionics","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142197859","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IonicsPub Date : 2024-08-13DOI: 10.1007/s11581-024-05766-0
D. Venkatesh, G. S. Gayathri, Vivek Panyam Muralidharan, S. Vasanthan, S. Geetha, P. Rajeswaran, S. Kumaran, P. Siva Karthik
{"title":"Synthesis of SnO2-ZnO heterojunction composites for effective degradation of methylene blue and chromium (VI) under solar light irradiation","authors":"D. Venkatesh, G. S. Gayathri, Vivek Panyam Muralidharan, S. Vasanthan, S. Geetha, P. Rajeswaran, S. Kumaran, P. Siva Karthik","doi":"10.1007/s11581-024-05766-0","DOIUrl":"https://doi.org/10.1007/s11581-024-05766-0","url":null,"abstract":"<p>In this work, SnO<sub>2</sub>/ZnO nanocomposites were synthesized via hydrothermal treatment, and their structural, optical, and morphological properties were characterized using various techniques, including powder X-ray diffraction (XRD), Raman spectroscopy, Fourier-transform infrared (FT-IR) spectroscopy, UV–visible (UV–vis) spectroscopy, and photoluminescence (PL) spectra. The photocatalytic performance of the SnO<sub>2</sub>/ZnO nanocomposites was evaluated for the degradation of dual pollutants, specifically chromium (VI) (Cr (VI)) and methylene blue (MB), under solar light irradiation. The results demonstrated an enhanced degradation efficiency for both Cr (VI) and MB, achieving degradation rates of 89 and 92%, respectively, within 90 min of exposure to solar light. The rate constant for the decomposition of Cr (VI) was determined to be 0.0059 min<sup>−1</sup> while the rate constant for the degradation of MB was found to be 0.0071 min<sup>−1</sup>. These values compare favorably with existing standards in the field, where typical rate constants for similar photocatalysts range between 0.0020 and 0.0065 min<sup>−1</sup> for Cr (VI) and 0.0030 and 0.0068 min<sup>−1</sup> for MB degradation. These findings underscore the potential of SnO<sub>2</sub>/ZnO nanocomposites for effective photocatalytic treatment of industrial pollutants under solar light, outperforming several existing photocatalysts in terms of degradation efficiency and rate constants.</p>","PeriodicalId":599,"journal":{"name":"Ionics","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142197856","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
IonicsPub Date : 2024-08-13DOI: 10.1007/s11581-024-05761-5
Jianqiang Guo, Heng Guo, Yizhi Zhu
{"title":"KOH-activated hard carbon spheres with enhanced pseudo-capacitance for superior low-temperature electrochemical performance of Li-ion batteries","authors":"Jianqiang Guo, Heng Guo, Yizhi Zhu","doi":"10.1007/s11581-024-05761-5","DOIUrl":"https://doi.org/10.1007/s11581-024-05761-5","url":null,"abstract":"<p>The intercalation-type graphite anode with a diffusion-controlled storage mechanism has fundamental limitations for low-temperature performance. Pseudo-capacitance has fast reaction kinetics and is not controlled by diffusion. Therefore, pseudo-capacitance may improve the low-temperature performance of lithium-ion batteries. In this work, hard carbon spheres (HCSs) are prepared by carbonizing polymer, and KOH-activated hard carbon spheres (K-HCSs) are also prepared to optimize their structure. Compared with the HCSs anode, the K-HCSs anode exhibits a higher initial specific capacity of 118 mAh g<sup>−1</sup> at − 20 ℃. Moreover, the K-HCSs anode demonstrates a high capacity of 75 mAh g<sup>−1</sup> after 300 cycles with a current density of 0.5 A g<sup>−1</sup> at − 20 ℃. CV results display that the K-HCSs anode has higher pseudo-capacitance (79.76%) than the HCSs anode (78.13%) at − 20 ℃. The enhanced pseudo-capacitance can be ascribed to the abundant defects of K-HCSs.</p>","PeriodicalId":599,"journal":{"name":"Ionics","volume":null,"pages":null},"PeriodicalIF":2.8,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142197860","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}