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Non-iodide anion-engineered 1D perovskite strengthens interface lattice for efficient and stable perovskite solar cells and modules 非碘离子阴离子工程的一维钙钛矿增强了高效稳定的钙钛矿太阳能电池和组件的界面晶格
IF 39.8 1区 材料科学
Joule Pub Date : 2026-04-27 DOI: 10.1016/j.joule.2026.102432
Guozhen Liu, Haiying Zheng, Yilin Gao, Bingying Xu, Yuli Tao, Zheng Lv, Zhiyong Wang, Yuehui Li, Wei Liu, Pengfei Wang, Wenzhe Li, Xu Pan, Jing Cao, Yantao Shi
{"title":"Non-iodide anion-engineered 1D perovskite strengthens interface lattice for efficient and stable perovskite solar cells and modules","authors":"Guozhen Liu, Haiying Zheng, Yilin Gao, Bingying Xu, Yuli Tao, Zheng Lv, Zhiyong Wang, Yuehui Li, Wei Liu, Pengfei Wang, Wenzhe Li, Xu Pan, Jing Cao, Yantao Shi","doi":"10.1016/j.joule.2026.102432","DOIUrl":"https://doi.org/10.1016/j.joule.2026.102432","url":null,"abstract":"Passivation of three-dimensional (3D) perovskite surface defects using low-dimensional (LD) perovskites has emerged as a prevalent strategy for boosting device efficiency. Nevertheless, organic ammonium iodide-derived LD perovskites typically induce undesirable interfacial deprotonation and unstable Pb–I bond exposure, ultimately compromising device stability. Herein, we introduced a robust one-dimensional (1D) perovskite interface layer through co-assembly of tetrabutylammonium (TBA⁺) cations and pseudo-halogen anions. The optimized interface configuration concurrently suppresses interfacial deprotonation and interlayer ion migration. Furthermore, triflate (CF<sub>3</sub>SO<sub>3</sub><sup>−</sup>) anions stabilize the lattice through coordinated displacement of unstable surface Pb–I bonds and anchoring of undercoordinated Pb<sup>2+</sup> sites. Finally, the champion small-area device and module achieve remarkable efficiencies of 26.47% (certified as 26.18%) and 24.29% (certified as 23.73%), demonstrating superior performance across multiple configurations. The treated devices retain &gt;90% initial efficiency after 800 h at 85°C (ISOS-D-2) and exhibit <em>T</em><sub>90</sub> operational lifetime over 2,000 h under continuous illumination (ISOS-L-2).","PeriodicalId":343,"journal":{"name":"Joule","volume":"28 1","pages":""},"PeriodicalIF":39.8,"publicationDate":"2026-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147751575","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Energy use of AI inference, efficiency pathways, and test-time scaling 人工智能推理的能量使用、效率路径和测试时间缩放
IF 39.8 1区 材料科学
Joule Pub Date : 2026-04-22 DOI: 10.1016/j.joule.2026.102430
Felipe Oviedo, Fiodar Kazhamiaka, Esha Choukse, Allen Kim, Amy Luers, Melanie Nakagawa, Ricardo Bianchini, Juan M. Lavista Ferres
{"title":"Energy use of AI inference, efficiency pathways, and test-time scaling","authors":"Felipe Oviedo, Fiodar Kazhamiaka, Esha Choukse, Allen Kim, Amy Luers, Melanie Nakagawa, Ricardo Bianchini, Juan M. Lavista Ferres","doi":"10.1016/j.joule.2026.102430","DOIUrl":"https://doi.org/10.1016/j.joule.2026.102430","url":null,"abstract":"As artificial intelligence (AI) inference scales to billions of queries, estimates of per-query energy use are increasingly important for capacity planning, efficiency interventions, and policy. Yet many public estimates assume non-production settings, leading to systematic overestimation. We introduce a bottom-up framework estimating inference energy from token throughput, node power, and overhead under large-scale deployment assumptions. For frontier-scale models (&gt;200B parameters) on H100 nodes, we estimate a median energy of 0.31 Wh/query (interquartile range [IQR] 0.16–0.60), indicating that widely cited estimates are overstated by 4–20×. In test-time scaling scenarios 15× longer than typical queries, the median energy rises 13× to 3.91 Wh (IQR 2.15–7.05). Across models, serving systems, and hardware, we estimate 8–20× line-of-sight energy reductions. At data-center scale, serving 1 billion queries/day requires 0.7 GWh; if 10% are long queries, demand rises to 1.7 GWh/day. With efficiency interventions, it falls to 0.8 GWh/day, mitigating the energy impact of test-time scaling.","PeriodicalId":343,"journal":{"name":"Joule","volume":"558 1","pages":""},"PeriodicalIF":39.8,"publicationDate":"2026-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147736005","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A multiscale fluid dynamics perspective on bubble management in water electrolysis 电解中气泡管理的多尺度流体动力学视角
IF 39.8 1区 材料科学
Joule Pub Date : 2026-04-20 DOI: 10.1016/j.joule.2026.102429
Darjan Podbevšek, Miguel A. Modestino
{"title":"A multiscale fluid dynamics perspective on bubble management in water electrolysis","authors":"Darjan Podbevšek, Miguel A. Modestino","doi":"10.1016/j.joule.2026.102429","DOIUrl":"https://doi.org/10.1016/j.joule.2026.102429","url":null,"abstract":"Water electrolysis for hydrogen production has traditionally focused on catalyst development and materials optimization, yet bubble dynamics—an inherent feature of gas-evolving reactions—represents a largely overlooked bottleneck that can account for significant efficiency losses. As electrochemical hydrogen production scales up to meet decarbonization goals, bubble-induced penalties, including increased ohmic resistance, blocked active sites, and mass transport limitations, have emerged as critical engineering challenges. This perspective examines bubble evolution in water electrolyzers through a fluid dynamics lens, bridging fundamental single-bubble physics with reactor-scale multiphase flows. We synthesize recent advances in nanobubble nucleation, detachment dynamics, and coalescence behavior, emphasizing how cross-disciplinary approaches and <em>in operando</em> characterization are revealing the complex forces governing bubble behavior at electrodes. Emerging strategies for bubble management are discussed, including pulsed electrolysis, artificial intelligence (AI)-assisted optimization, and novel reactor geometries. By connecting microscale bubble phenomena to macroscale electrolyzer performance, this perspective aims to guide the development of more efficient, fluid-engineered electrochemical systems.","PeriodicalId":343,"journal":{"name":"Joule","volume":"1 1","pages":""},"PeriodicalIF":39.8,"publicationDate":"2026-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147736006","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The social value of electrolytic hydrogen 电解氢的社会价值
IF 39.8 1区 材料科学
Joule Pub Date : 2026-04-17 DOI: 10.1016/j.joule.2026.102427
Robert Flores, Mariam Al Moubasher, Jack Brouwer, Jeff Reed
{"title":"The social value of electrolytic hydrogen","authors":"Robert Flores, Mariam Al Moubasher, Jack Brouwer, Jeff Reed","doi":"10.1016/j.joule.2026.102427","DOIUrl":"https://doi.org/10.1016/j.joule.2026.102427","url":null,"abstract":"Renewable electrolytic hydrogen should be prioritized where it delivers greatest value. We present a monetized life cycle analysis comparing fossil, hydrogen, and direct electrification pathways across major industrial and heavy-duty transportation sectors. Social cost is quantified for each pathway, and the social value of hydrogen ($/kg H<sub>2</sub>) is estimated. Renewable hydrogen value is the highest for steelmaking, transoceanic shipping, and trucks—often exceeding $5–$8/kg H<sub>2</sub>—while applications replacing natural gas, such as electricity generation and industrial heating, yield lower social values, compared with incumbent technologies. When powered by wind and solar, most hydrogen and electrification pathways reduce social costs by over 90%. Fossil energy-based hydrogen has a low social value and is highly sensitive to leakage, whereas renewable electrolytic hydrogen retains a positive value under all reasonable leakage rates. Although direct electrification typically yields a higher social value, hydrogen outperforms in some heavy-duty applications and remains essential where direct electrification is infeasible.","PeriodicalId":343,"journal":{"name":"Joule","volume":"9 1","pages":""},"PeriodicalIF":39.8,"publicationDate":"2026-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147709273","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Universal workflow language and software enable geometric learning and FAIR scientific protocol reporting 通用工作流语言和软件实现几何学习和FAIR科学协议报告
IF 35.4 1区 材料科学
Joule Pub Date : 2026-04-15 Epub Date: 2026-03-06 DOI: 10.1016/j.joule.2026.102317
Robert W. Epps , Amanda A. Volk , Robert R. White , Robert Tirawat , Rosemary C. Bramante , Joseph J. Berry
{"title":"Universal workflow language and software enable geometric learning and FAIR scientific protocol reporting","authors":"Robert W. Epps ,&nbsp;Amanda A. Volk ,&nbsp;Robert R. White ,&nbsp;Robert Tirawat ,&nbsp;Rosemary C. Bramante ,&nbsp;Joseph J. Berry","doi":"10.1016/j.joule.2026.102317","DOIUrl":"10.1016/j.joule.2026.102317","url":null,"abstract":"<div><div>Written language and conventional data structures for representing scientific procedures suffer from low process detail, often fail to accurately represent protocols, and lack universality. New strategies for the handling of experimental data are needed to provide viable process information for both humans and machines. In this work, we present the universal workflow language (UWL) and interface (UWLi). UWL is a findable, accessible, interoperable, and reusable (FAIR)-compatible, graph-based data architecture that can capture arbitrary scientific procedures through workflow representation, and UWLi is an accompanying software package for building, manipulating, and interpreting UWL entries. The UWL format was found to be highly effective in identifying deficiencies in the reported process details of high-impact, peer-reviewed scientific journals, and in simulated scenarios, the graph format was shown to be more effective than conventional methods in predictively modeling the outcome of diverse scientific protocols. Implementation of UWL could enable more accurate scientific communication and more impactful process datasets.</div></div>","PeriodicalId":343,"journal":{"name":"Joule","volume":"10 4","pages":"Article 102317"},"PeriodicalIF":35.4,"publicationDate":"2026-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147371271","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Misconceptions in discussing concentration in battery electrolyte research 电池电解液研究中讨论浓度的误区
IF 35.4 1区 材料科学
Joule Pub Date : 2026-04-15 Epub Date: 2026-03-17 DOI: 10.1016/j.joule.2026.102351
Jinkwang Hwang , Di Wang , Kazuhiko Matsumoto
{"title":"Misconceptions in discussing concentration in battery electrolyte research","authors":"Jinkwang Hwang ,&nbsp;Di Wang ,&nbsp;Kazuhiko Matsumoto","doi":"10.1016/j.joule.2026.102351","DOIUrl":"10.1016/j.joule.2026.102351","url":null,"abstract":"<div><div>Jinkwang Hwang received his PhD degree in energy science from Kyoto University in 2019. From 2019 to 2020, he worked as a DC and PD research fellow at the Japan Society for the Promotion of Science. In 2020, he was appointed assistant professor at the Graduate School of Energy Science at Kyoto University. His current research focuses on developing novel electrode materials and electrolytes for lithium and sodium secondary batteries, as well as investigating their electrochemical and physical properties.</div><div>Di Wang received his PhD from Kyoto University, Japan, in 2023. Since then, he has been a postdoctoral researcher in the Joint R&amp;D Program on Solid-Type Batteries for Practical Implementation, a collaboration between Sumitomo Chemical Co., Ltd. and Kyoto University. His research interests include liquid and solid-state electrolytes, with a focus on developing advanced materials for next-generation lithium- and sodium-based energy storage systems.</div><div>Kazuhiko Matsumoto received his PhD degree in 2004 at Kyoto University. After his postdoc term at Aichi Institute of Technology, McMaster University, and Kyoto University, he was appointed assistant professor in 2009 and was promoted associate professor in 2015. Since 2024, he has been a professor at Graduate School of Energy Science, Kyoto University. He received Commendation for Science and Technology by MEXT (Young Scientist Award) in 2017. His research interests are in ionic liquids, inorganic fluorides, and electrolyte and electrode materials for electrochemical devices.</div></div>","PeriodicalId":343,"journal":{"name":"Joule","volume":"10 4","pages":"Article 102351"},"PeriodicalIF":35.4,"publicationDate":"2026-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147492822","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Releasing the core in hole-transporting materials 释放岩心在孔内输送材料
IF 35.4 1区 材料科学
Joule Pub Date : 2026-04-15 DOI: 10.1016/j.joule.2026.102428
Yongzhen Wu
{"title":"Releasing the core in hole-transporting materials","authors":"Yongzhen Wu","doi":"10.1016/j.joule.2026.102428","DOIUrl":"10.1016/j.joule.2026.102428","url":null,"abstract":"<div><div>While emerging self-assembled monolayers (SAMs) show great promise as hole-selective contact for perovskite photovoltaics (PV), their inherent instability undermines device durability. In a recent issue of <em>Angewandte Chemie</em>, Yang et al. overcome this limitation by implementing spatial molecular engineering on traditional small-molecule hole-transport materials, achieving a high power conversion efficiency of 26.6% and exceptional operational stability with negligible degradation after 500 h.</div></div>","PeriodicalId":343,"journal":{"name":"Joule","volume":"10 4","pages":"Article 102428"},"PeriodicalIF":35.4,"publicationDate":"2026-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147682157","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Self-propelled generator for low-grade heat harvesting via metastable Leidenfrost effect 利用亚稳莱顿弗罗斯特效应的自行式低品位集热发电机
IF 35.4 1区 材料科学
Joule Pub Date : 2026-04-15 Epub Date: 2026-03-09 DOI: 10.1016/j.joule.2026.102320
Peng Cheng , Chang Zhu , Engui Wang , Ming Yin , Yiqian Wang , Jiangtao Xue , Baokun Zhang , Yang Zou , Zhou Li
{"title":"Self-propelled generator for low-grade heat harvesting via metastable Leidenfrost effect","authors":"Peng Cheng ,&nbsp;Chang Zhu ,&nbsp;Engui Wang ,&nbsp;Ming Yin ,&nbsp;Yiqian Wang ,&nbsp;Jiangtao Xue ,&nbsp;Baokun Zhang ,&nbsp;Yang Zou ,&nbsp;Zhou Li","doi":"10.1016/j.joule.2026.102320","DOIUrl":"10.1016/j.joule.2026.102320","url":null,"abstract":"<div><div>Low-grade waste heat and water vapor from thermal power plants represent major energy losses. However, existing solutions still face utilization barriers due to the complexity of traditional technologies and the cost constraints of emerging technologies, coupled with the interfacial barrier caused by the Leidenfrost effect. Here, we propose a self-propelled generator based on metastable Leidenfrost effect to synergistically harvest these underutilized energy resources. By engineering a dynamic solid-liquid-gas triple-phase interface, we overcome the Leidenfrost-induced interfacial resistance and couple dynamic asymmetric electric double-layer power generation with an aqueous primary battery reaction. A single 30 μL droplet can generate over 100 pulsed DC signals, with a peak voltage of 1.552 V and a peak current density of 21.8 A m<sup>−2</sup>. Integrated with a bionic vapor collector, a water-recirculating energy conversion loop was established to extend traditional thermal power plants. This work demonstrates an <em>in situ</em> strategy for distributed low-grade thermal recovery and multi-resource utilization.</div></div>","PeriodicalId":343,"journal":{"name":"Joule","volume":"10 4","pages":"Article 102320"},"PeriodicalIF":35.4,"publicationDate":"2026-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147682646","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Capturing the distribution of costs and benefits in electricity system planning and operations 在电力系统规划和运行中获取成本和收益的分配
IF 35.4 1区 材料科学
Joule Pub Date : 2026-04-15 Epub Date: 2026-03-27 DOI: 10.1016/j.joule.2026.102387
Todd Levin , Sarah Awara , Destenie Nock , Ahlmahz Negash , Heidi Scarth , Will Kenworthy , Jesse Cohen , Richard Coaxum , Andy Eiden , Chris Roney , Shubha Harris
{"title":"Capturing the distribution of costs and benefits in electricity system planning and operations","authors":"Todd Levin ,&nbsp;Sarah Awara ,&nbsp;Destenie Nock ,&nbsp;Ahlmahz Negash ,&nbsp;Heidi Scarth ,&nbsp;Will Kenworthy ,&nbsp;Jesse Cohen ,&nbsp;Richard Coaxum ,&nbsp;Andy Eiden ,&nbsp;Chris Roney ,&nbsp;Shubha Harris","doi":"10.1016/j.joule.2026.102387","DOIUrl":"10.1016/j.joule.2026.102387","url":null,"abstract":"<div><div>The co-authors of this commentary represent a range of different organizations including universities, research institutions, electric utilities, other industry practitioners, and non-governmental organizations, with professional backgrounds that span engineering, economics, policy analysis, and social science. Most co-authors constitute an advisory committee that was convened to contribute its collective diversity of perspectives and help guide a US Department of Energy research project led by Dr. Todd Levin of Argonne National Laboratory and directly supported by Dr. Destenie Nock of Carnegie Mellon University.</div></div>","PeriodicalId":343,"journal":{"name":"Joule","volume":"10 4","pages":"Article 102387"},"PeriodicalIF":35.4,"publicationDate":"2026-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147535862","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Revisiting an ancient refrigeration technology based on salt dissolution 重温一项基于盐溶解的古老制冷技术
IF 35.4 1区 材料科学
Joule Pub Date : 2026-04-15 DOI: 10.1016/j.joule.2026.102394
Kaiyue Tang , Si Wu
{"title":"Revisiting an ancient refrigeration technology based on salt dissolution","authors":"Kaiyue Tang ,&nbsp;Si Wu","doi":"10.1016/j.joule.2026.102394","DOIUrl":"10.1016/j.joule.2026.102394","url":null,"abstract":"<div><div>In a recent issue of <em>Nature,</em> Zhang et al. proposed a new refrigeration cycle that couples an endothermic solvation reaction with a pressure-tuned salt-water separation process, offering an alternative route to conventional vapor-compression refrigeration. This preview discusses the scientific advancement and highlights several challenges for practical deployment of this technology.</div></div>","PeriodicalId":343,"journal":{"name":"Joule","volume":"10 4","pages":"Article 102394"},"PeriodicalIF":35.4,"publicationDate":"2026-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147682271","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"材料科学","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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