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Electronic interaction coupling of Fe-ZrO2 enables efficient and stable ORR electrocatalyst for long-cycling Zn-air battery Fe-ZrO2的电子相互作用耦合为长循环锌空气电池提供了高效稳定的ORR电催化剂
Next Energy Pub Date : 2025-05-24 DOI: 10.1016/j.nxener.2025.100317
Zheng Liu , Shuo Chen , Shouzhu Li , Jianhua Yan
{"title":"Electronic interaction coupling of Fe-ZrO2 enables efficient and stable ORR electrocatalyst for long-cycling Zn-air battery","authors":"Zheng Liu ,&nbsp;Shuo Chen ,&nbsp;Shouzhu Li ,&nbsp;Jianhua Yan","doi":"10.1016/j.nxener.2025.100317","DOIUrl":"10.1016/j.nxener.2025.100317","url":null,"abstract":"<div><div>Metallic Fe single atom is an efficient catalyst for rechargeable zinc-air batteries (ZABs), but faces problems such as easy deactivation and instability in use. Here, we report a stable Fe-ZrO<sub>2</sub> electrocatalyst for oxygen reduction reaction (ORR) catalysis. Atomically coupled Fe-O-Zr heterointerfaces are formed by embedding Fe nanodots (around 18 nm) into ZrO<sub>2</sub> nanoparticles dispersed in nitrogen doped bubble-like porous carbon nanofibers (PCNFs). In this structure, Fe can share electrons with ZrO<sub>2</sub> to form interfacial coupling Fe-O-Zr bond as a bridge for charge transfer, in which ZrO<sub>2</sub> acts as electron promoter to facilitate electron transfer from Fe to the interface, thereby inhibiting the rapid deactivation of Fe and accelerating the activation and conversion of intermediate adsorbates. As a result, the electrocatalyst with a high loading of Fe (7.96 wt%) achieves a high half-wave potential of 0.868 V, with 95.3% of retained activity after cycling for 39600 s. The ZABs show stable open-circuit voltages and high capacities of 823.9 mA·cm<sup>−2</sup>, and can stably run 1560 cycles at 10 mA·cm<sup>−2</sup> with a round-trip efficiency of 51%, exhibiting superior cycling stability.</div></div>","PeriodicalId":100957,"journal":{"name":"Next Energy","volume":"8 ","pages":"Article 100317"},"PeriodicalIF":0.0,"publicationDate":"2025-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144124184","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
A modular equalization method for series-connected battery packs based on inductors 基于电感器的串联电池组模块化均衡方法
Next Energy Pub Date : 2025-05-24 DOI: 10.1016/j.nxener.2025.100310
Xiangwei Guo , Gang Chen , Liangjun Zhao , Wei Qian , Peixin Liu , Jinqing Linghu
{"title":"A modular equalization method for series-connected battery packs based on inductors","authors":"Xiangwei Guo ,&nbsp;Gang Chen ,&nbsp;Liangjun Zhao ,&nbsp;Wei Qian ,&nbsp;Peixin Liu ,&nbsp;Jinqing Linghu","doi":"10.1016/j.nxener.2025.100310","DOIUrl":"10.1016/j.nxener.2025.100310","url":null,"abstract":"<div><div>When lithium batteries are used in energy storage systems, due to the low voltage of cells, it is necessary to connect multiple cells in series to form a battery pack that meets the application requirements. There is an unavoidable consistency difference between cells of the same type, and after the cells are formed into a group, the consistency difference will have a serious impact on the cycle life, and jeopardize the safety of the battery pack. To improve the consistency difference of series-connected battery packs, a modular hierarchical active equalization method based on inductors is proposed. First, the topology is proposed in combination with the high accuracy of inductor-based equalization, and its working principle and parameter design are analyzed. Second, based on the equalization principle, a matching adaptive equalization control strategy is designed. Again, the equalization performance of the proposed equalization method is analyzed, which shows that the proposed method has the advantages of fast equalization speed, low topological cost and simple control. Finally, an experimental platform for the equalization of a 9-cell series-connected battery pack is established to verify the effectiveness of the proposed equalization method. The proposed method can significantly improve the consistency difference of the series-connected battery pack, and then improve its energy utilization and cycle life.</div></div>","PeriodicalId":100957,"journal":{"name":"Next Energy","volume":"8 ","pages":"Article 100310"},"PeriodicalIF":0.0,"publicationDate":"2025-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144124186","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
A comprehensive study on reutilizing recovered Li2CO3 in the direct recycling of lithium-ion batteries 回收的Li2CO3在锂离子电池直接回收中的再利用综合研究
Next Energy Pub Date : 2025-05-24 DOI: 10.1016/j.nxener.2025.100318
Aso Soleimani , Gholamreza Karimi , Mohammad Hossein Paydar
{"title":"A comprehensive study on reutilizing recovered Li2CO3 in the direct recycling of lithium-ion batteries","authors":"Aso Soleimani ,&nbsp;Gholamreza Karimi ,&nbsp;Mohammad Hossein Paydar","doi":"10.1016/j.nxener.2025.100318","DOIUrl":"10.1016/j.nxener.2025.100318","url":null,"abstract":"<div><div>The recycling of Lithium-Ion Batteries (LIBs) holds promise for addressing the scarcity of lithium resources and the environmental impacts of their extraction. This study investigates reusing recovered Li<sub>2</sub>CO<sub>3</sub> in a direct LIB recycling. Li<sub>2</sub>CO<sub>3</sub> recovery is achieved through reduction roasting and water leaching. Two distinct methods, heat and solvent debinding, are used for separation of spent cathode powders and employing them in a solid-state reconstruction reaction, using both laboratory-grade and recovered Li<sub>2</sub>CO<sub>3</sub>, to reconstruct cathode structures. Under optimized conditions, Li<sub>2</sub>CO<sub>3</sub> recovery efficiency reaches 92.6 wt%. The solid-state reconstruction reaction at 850<!--> <!-->°C and 900<!--> <!-->℃ for the cathode separated by heating and dimethylformamide solvent debinding, respectively, alongside laboratory-grade Li<sub>2</sub>CO<sub>3</sub>, lead to successful cathode structure reconstruction and direct recycling. Notably, the samples reconstructed with recovered Li₂CO₃ retained over 93.44% of the capacity compared to those using laboratory-grade Li₂CO₃. These findings validate the competency of recovered Li<sub>2</sub>CO<sub>3</sub> in cathode structure reconstruction and direct LIB recycling.</div></div>","PeriodicalId":100957,"journal":{"name":"Next Energy","volume":"8 ","pages":"Article 100318"},"PeriodicalIF":0.0,"publicationDate":"2025-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144124185","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
Sustainable reutilization of MnO2 from disposable alkaline batteries for microbial fuel cell applications 微生物燃料电池中一次性碱性电池二氧化锰的可持续再利用
Next Energy Pub Date : 2025-05-23 DOI: 10.1016/j.nxener.2025.100311
Ángel Rodrigo Montes-Ochoa , Sathish-Kumar Kamaraj , Wilgince Apollon , Vennila Selvaraj , Alberto Alvarez-Gallegos , Manuel Sánchez-Cárdenas , Luis A. Sánchez-Olmos , Arun Thirumurugan
{"title":"Sustainable reutilization of MnO2 from disposable alkaline batteries for microbial fuel cell applications","authors":"Ángel Rodrigo Montes-Ochoa ,&nbsp;Sathish-Kumar Kamaraj ,&nbsp;Wilgince Apollon ,&nbsp;Vennila Selvaraj ,&nbsp;Alberto Alvarez-Gallegos ,&nbsp;Manuel Sánchez-Cárdenas ,&nbsp;Luis A. Sánchez-Olmos ,&nbsp;Arun Thirumurugan","doi":"10.1016/j.nxener.2025.100311","DOIUrl":"10.1016/j.nxener.2025.100311","url":null,"abstract":"<div><div>The increasing energy demand is driven by population growth and the needs of industries for sustainable solutions. However, current energy storage options have limitations, such as high costs and waste. Hence, we focused on creating low-cost, recyclable energy devices using wastepaper cups. Paper pulp acts as a separator, aiding air cathode reactions, whereas a Pt-coated carbon cloth cell (Pt/C) wraps around the cup. Standard paper cup biobatteries, that is, microbial fuel cells (PC-MFCs), reached a power density of 231.56 mW/m³. The results showed that the 3-PC-MFC (3 g/cm² catalyst) achieved 757 mW/m³. The 2-PC-MFC (2 g/cm²) followed with a value of 229.56 mW/m³, and the 1-PC-MFC (1 g/cm²) had a value of 180.59 mW/m³. Although the Pt cathode had the highest power density, the spent battery cathode in the 3-PC-MFC was 3 times more powerful. Increasing the catalyst loading also significantly increased the power output. Finally, when PC-MFCs are interconnected, they directly supply power to various digital clocks with 3 PC-MFCs. This study demonstrates the feasibility of using \"dead\" batteries to generate electricity directly from wastewater, opening doors for practical applications soon.</div></div>","PeriodicalId":100957,"journal":{"name":"Next Energy","volume":"8 ","pages":"Article 100311"},"PeriodicalIF":0.0,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144115364","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
Boosting anionic redox of TiS4 via Se anion doping for high-performance Al-ion batteries 高性能铝离子电池中Se阴离子掺杂促进TiS4阴离子氧化还原
Next Energy Pub Date : 2025-05-23 DOI: 10.1016/j.nxener.2025.100312
Junfeng Li , Yunshan Zheng , Kwan San Hui , Kaixi Wang , Chenyang Zha , Sambasivam Sangaraju , Xi Fan , Yanli Chen , Guangmin Zhou , Kwun Nam Hui
{"title":"Boosting anionic redox of TiS4 via Se anion doping for high-performance Al-ion batteries","authors":"Junfeng Li ,&nbsp;Yunshan Zheng ,&nbsp;Kwan San Hui ,&nbsp;Kaixi Wang ,&nbsp;Chenyang Zha ,&nbsp;Sambasivam Sangaraju ,&nbsp;Xi Fan ,&nbsp;Yanli Chen ,&nbsp;Guangmin Zhou ,&nbsp;Kwun Nam Hui","doi":"10.1016/j.nxener.2025.100312","DOIUrl":"10.1016/j.nxener.2025.100312","url":null,"abstract":"<div><div>Aluminum-ion batteries (AIBs) are gaining attention for large-scale energy storage due to their low cost and high theoretical capacity. However, the existing cathode materials frequently encounter rapid capacity degradation and sluggish reaction kinetics due to the strong interaction with high-charge Al<sup>3+</sup>, which limits the utilization of AIBs. Here, the Se-doping strategy is proposed to facilitate the active participation of anions in charge compensation and enhance the anionic redox process of amorphous anion-rich TiS<sub>4</sub>. A refined amount of Se doping effectively improves reaction kinetics for Al-storage and stabilizes the structure of the material, preventing polysulfide dissolution under high dealumination states. As a result, amorphous TiS<sub>3.5</sub>Se<sub>0.5</sub> delivers unprecedented Al<sup>3+</sup> storage performance, with a stable capacity of 210<!--> <!-->mAh<!--> <!-->g<sup>−1</sup> at 500 mA g<sup>−1</sup> over 400 cycles. Through detailed characterization, we reveal that a-TiS<sub>3.5</sub>Se<sub>0.5</sub> undergoes reversible Al<sup>3+</sup> insertion, accompanied by anionic redox processes involving S<sub>2</sub><sup>2-</sup> and Se<sup>n-</sup> species, which lays the foundation for further development of anionic-redox-based cathodes for high-performance AIBs.</div></div>","PeriodicalId":100957,"journal":{"name":"Next Energy","volume":"8 ","pages":"Article 100312"},"PeriodicalIF":0.0,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144124183","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
Measurement and evaluation of anisotropic thermophysical parameters of lithium-ion battery electrode stack: An experimental and numerical study 锂离子电池电极堆各向异性热物理参数的测量与评价:实验与数值研究
Next Energy Pub Date : 2025-05-22 DOI: 10.1016/j.nxener.2025.100315
Muhammad Wasim Tahir , Muhammad Yousaf Arshad , Huma Hussain , Nam Nghiep Tran , Anam Suhail Ahmad
{"title":"Measurement and evaluation of anisotropic thermophysical parameters of lithium-ion battery electrode stack: An experimental and numerical study","authors":"Muhammad Wasim Tahir ,&nbsp;Muhammad Yousaf Arshad ,&nbsp;Huma Hussain ,&nbsp;Nam Nghiep Tran ,&nbsp;Anam Suhail Ahmad","doi":"10.1016/j.nxener.2025.100315","DOIUrl":"10.1016/j.nxener.2025.100315","url":null,"abstract":"<div><div>The development of advanced electrode materials and their complex formulations has made it increasingly difficult to obtain accurate thermophysical parameters of the active zone in lithium-ion cells. These parameters, such as thermal conductivity and specific heat capacity, are crucial for optimizing the performance and safety of the battery. Conventional methods for obtaining these measurements often require expensive and sophisticated laboratory equipment, which limits accessibility and ease of use. An innovative hybrid approach is presented for measuring the thermophysical parameters of the active zone in lithium-ion batteries. This method combines experimental measurements with numerical simulations to determine anisotropic thermal conductivity, specific heat capacity, and the density of the electrode stack. A key aspect of this approach is the use of low-viscosity liquid paraffin to simulate the effects of the electrolyte. The through-plane and in-plane thermal conductivities of both wetted and dry specimens are measured, while the specific heat capacity is approximated numerically. This simple, cost-effective technique eliminates the need for specialized and expensive lab equipment. The through-plane thermal conductivity of the wetted specimen was found to be 2 orders of magnitude greater than that of the dry specimen, while the difference between the in-plane thermal conductivities of the wetted and dry specimens was negligible. The errors in the measured values of through-plane and in-plane thermal conductivities were approximately 4% and 2%, respectively, while the numerically approximated specific heat capacity showed an error of around 2.5%. All measured parameters were found to be within reported ranges. A 3D lumped thermal model incorporating the measured thermophysical parameters was simulated using the commercial software ANSYS Fluent to examine the effects of thermal anisotropy. The simulation results were validated against experimental data and were found to be in good agreement.</div></div>","PeriodicalId":100957,"journal":{"name":"Next Energy","volume":"8 ","pages":"Article 100315"},"PeriodicalIF":0.0,"publicationDate":"2025-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144115363","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
Revealing ZnMn3O7 as an advanced cathode material for Zn-ion batteries 揭示了ZnMn3O7作为一种先进的锌离子电池正极材料
Next Energy Pub Date : 2025-05-22 DOI: 10.1016/j.nxener.2025.100307
Keerthana A.G., Adarsh Sunilkumar, Neeraja Nair, Shantikumar V. Nair, Senthilkumar Baskar
{"title":"Revealing ZnMn3O7 as an advanced cathode material for Zn-ion batteries","authors":"Keerthana A.G.,&nbsp;Adarsh Sunilkumar,&nbsp;Neeraja Nair,&nbsp;Shantikumar V. Nair,&nbsp;Senthilkumar Baskar","doi":"10.1016/j.nxener.2025.100307","DOIUrl":"10.1016/j.nxener.2025.100307","url":null,"abstract":"<div><div>Rechargeable aqueous Zn-Mn batteries have emerged as a promising candidate for grid-scale energy storage application, offering high specific energy, cost-effectiveness, environmental sustainability, and superior safety characteristics. ZnMn<sub>3</sub>O<sub>7</sub> (ZMO) has recently gained attention as a potential cathode for aqueous energy storage systems, attributed to its layered structure, abundant manganese redox centers, and intrinsic vacancy sites that enable efficient ion diffusion. However, direct synthesis of ZMO remains challenging, as it preferentially transforms into the Zn-deficient spinel structure (Zn<sub>0.75</sub>Mn<sub>0.25</sub>)Mn<sub>2</sub>O<sub>4</sub>. In this study, we approach a synthesis method for ZMO via chemical ion-exchange method, employing Na<sub>2</sub>Mn<sub>3</sub>O<sub>7</sub> (NMO) as the starting precursor. The process involves a chemical ion-exchange reaction facilitated by 5 M ZnSO<sub>4</sub> as the ionic solution, enabling efficient cation exchange at the vacancy sites of Na<sub>2</sub>Mn<sub>3</sub>O<sub>7</sub>. Hydrated ZnMn<sub>3</sub>O<sub>7</sub>.3H<sub>2</sub>O was prepared and subjected to controlled calcination within a temperature range of 100–600 °C to study its phase transitions and structural evolution. This investigation provided valuable insights into its thermal stability and the transformation mechanisms responsible for forming the anhydrous ZnMn<sub>3</sub>O<sub>7</sub> phase. The ion-exchange mechanism was systematically studied through structural and morphological characterizations at different calcination stages. Electrochemical testing of ZMO with 1 M Zn(CF₃SO₃)₂ + 0.1 M MnSO₄ as the electrolyte demonstrated outstanding cycling stability, delivering a reversible discharge capacity of around 140 mAh g<sup>−1</sup> and 99% Coulombic efficiency over 100 cycles at a 1 C rate. These findings highlight the material's promise as a high-performance cathode for advanced energy storage applications.</div></div>","PeriodicalId":100957,"journal":{"name":"Next Energy","volume":"8 ","pages":"Article 100307"},"PeriodicalIF":0.0,"publicationDate":"2025-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144107862","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
Controllable Ni-doping and conformal NiO coating of porous flower-like VO2 clusters for high-performance symmetric supercapacitors 用于高性能对称超级电容器的多孔花状VO2簇的可控ni掺杂和保形NiO涂层
Next Energy Pub Date : 2025-05-21 DOI: 10.1016/j.nxener.2025.100304
Mingxing Zhang, Huang Zhang, Yu Li, Fan Wang, Huihua Li, Jiawei Zhang, Minghua Chen
{"title":"Controllable Ni-doping and conformal NiO coating of porous flower-like VO2 clusters for high-performance symmetric supercapacitors","authors":"Mingxing Zhang,&nbsp;Huang Zhang,&nbsp;Yu Li,&nbsp;Fan Wang,&nbsp;Huihua Li,&nbsp;Jiawei Zhang,&nbsp;Minghua Chen","doi":"10.1016/j.nxener.2025.100304","DOIUrl":"10.1016/j.nxener.2025.100304","url":null,"abstract":"<div><div>With the growing demand for high-performance energy storage devices, vanadium dioxide (VO<sub>2</sub>) has been emerged as a promising electrode material for supercapacitors due to its unique physicochemical properties and abundant resources. However, the intercalation-pseudocapacitive mechanism and solubility in aqueous electrolytes present challenges to achieving high specific capacitance and cycling stability. This study demonstrates a synergetic modification strategy by introducing nickel dopants and a protective NiO layer to enhance the performance of VO<sub>2</sub> electrode materials via a solvothermal method combined with atomic layer deposition (ALD) technology. The synergistic effect of nickel doping ratio and NiO layer thickness on electrochemical performance is systematically investigated. Results show that nickel doping significantly improves the conductivity and activates additional electrochemical sites, enhancing both rate capability and specific capacitance. The conformal NiO layer coating effectively mitigates the VO<sub>2</sub> dissolution, leading to improved cycling stability. A quasi-solid-state symmetric supercapacitor using the optimized Ni-VO2@NiO200 composite electrodes delivers a maximum energy density of 4.03 Wh kg<sup>−1</sup> and maintains 72.8% capacitance retention after 2500 cycles, significantly outperforming pristine VO<sub>2</sub>. These findings demonstrate the feasibility of VO<sub>2</sub> with structural modification as a high-performance electrode material for supercapacitors, offering valuable insights for future material design in electrochemical energy storage applications.</div></div>","PeriodicalId":100957,"journal":{"name":"Next Energy","volume":"8 ","pages":"Article 100304"},"PeriodicalIF":0.0,"publicationDate":"2025-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144107861","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
Enhancing solar irradiance prediction precision: A stacked ensemble learning-based correction paradigm 提高太阳辐照度预测精度:基于堆叠集成学习的校正范式
Next Energy Pub Date : 2025-05-21 DOI: 10.1016/j.nxener.2025.100306
Bo Tian , Ningbo Wang , Yuanxin Lin , Shuangquan Shao
{"title":"Enhancing solar irradiance prediction precision: A stacked ensemble learning-based correction paradigm","authors":"Bo Tian ,&nbsp;Ningbo Wang ,&nbsp;Yuanxin Lin ,&nbsp;Shuangquan Shao","doi":"10.1016/j.nxener.2025.100306","DOIUrl":"10.1016/j.nxener.2025.100306","url":null,"abstract":"<div><div>Accurate solar irradiance prediction is critical for ensuring reliable control of solar energy systems. This study proposes a stacked ensemble learning model to correct daily solar irradiance forecasts derived from numerical weather prediction (NWP). The ensemble framework integrates 5 base models—multiple linear regression (MLR), artificial neural network (ANN), K-nearest neighbors (KNNs), random forest (RF), and support vector regression (SVR)—using stacking technology, with a meta-model applied for final prediction refinement. Experimental results demonstrate significant improvements over the original NWP forecasts: the corrected model reduces the mean absolute error (MAE) and root mean square error (RMSE) by 47% and 41%, respectively, while increasing the R² determination coefficient by 11%. The proposed approach effectively enhances the accuracy and reliability of traditional solar irradiance prediction models, offering a novel and practical solution for solar energy forecasting. This work holds substantial value for optimizing solar power system operations and advancing renewable energy utilization.</div></div>","PeriodicalId":100957,"journal":{"name":"Next Energy","volume":"8 ","pages":"Article 100306"},"PeriodicalIF":0.0,"publicationDate":"2025-05-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144107860","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
Exploring the power of light for methane conversion: Mechanism, advance, and prospective 探索光在甲烷转化中的力量:机理、进展和前景
Next Energy Pub Date : 2025-04-12 DOI: 10.1016/j.nxener.2025.100274
Yuqiao Li , Lipeng Luo , Jing Zhang , Gazi Hao , Wei Jiang , Guigao Liu
{"title":"Exploring the power of light for methane conversion: Mechanism, advance, and prospective","authors":"Yuqiao Li ,&nbsp;Lipeng Luo ,&nbsp;Jing Zhang ,&nbsp;Gazi Hao ,&nbsp;Wei Jiang ,&nbsp;Guigao Liu","doi":"10.1016/j.nxener.2025.100274","DOIUrl":"10.1016/j.nxener.2025.100274","url":null,"abstract":"<div><div>As the “holy grail” of catalysis, the conversion of CH<sub>4</sub> has attracted substantial interest. The quest for efficient conversion pathways for CH<sub>4</sub> is of paramount importance for climate change mitigation and the advancement of energy utilization. Solar-driven CH<sub>4</sub> conversion is deemed a promising avenue, as it concurrently diminishes greenhouse gas emissions and promotes the generation of sustainable energy resources. This paper reviews the latest advancements in solar-driven CH<sub>4</sub> conversion, encompassing an in-depth analysis of the underlying mechanisms for methane nonoxidative coupling, partial oxidation, steam reforming, and dry reforming. It also highlights state-of-the-art technologies in catalyst development for these reactions. This study aims to provide valuable insights into the progression of solar-driven CH<sub>4</sub> conversion technology, thereby promoting its widespread application in energy conversion and storage.</div></div>","PeriodicalId":100957,"journal":{"name":"Next Energy","volume":"8 ","pages":"Article 100274"},"PeriodicalIF":0.0,"publicationDate":"2025-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143821187","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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