Recent Advancements in Applying Machine Learning in Power-to-X Processes: A Literature Review DOI Open Access
S. Mohammad Shojaei, Reihaneh Aghamolaei, Mohammad Reza Ghaani

и другие.

Sustainability, Год журнала: 2024, Номер 16(21), С. 9555 - 9555

Опубликована: Ноя. 2, 2024

For decades, fossil fuels have been the backbone of reliable energy systems, offering unmatched density and flexibility. However, as world shifts toward renewable energy, overcoming limitations intermittent power sources requires a bold reimagining storage integration. Power-to-X (PtX) technologies, which convert excess electricity into storable carriers, offer promising solution for long-term sector coupling. Recent advancements in machine learning (ML) revolutionized PtX systems by enhancing efficiency, scalability, sustainability. This review provides detailed analysis how ML techniques, such deep reinforcement learning, data-driven optimization, predictive diagnostics, are driving innovation Power-to-Gas (PtG), Power-to-Liquid (PtL), Power-to-Heat (PtH) systems. example, has improved real-time decision-making PtG reducing operational costs improving grid stability. Additionally, diagnostics powered increased system reliability identifying early failures critical components proton exchange membrane fuel cells (PEMFCs). Despite these advancements, challenges data quality, processing, scalability remain, presenting future research opportunities. These to decarbonizing hard-to-electrify sectors, heavy industry, transportation, aviation, aligning with global sustainability goals.

Язык: Английский

Synergistic flower-like N-doped Co/Mo2C catalyst for hydrogen evolution reaction in universal pH and high-performance alkaline water-splitting DOI

Hennayaka Mudiyanselage Charitha Madusanka Jayawardana,

Suci Meng,

Bashir Adegbemiga Yusuf

и другие.

Materials Today Chemistry, Год журнала: 2025, Номер 43, С. 102476 - 102476

Опубликована: Янв. 1, 2025

Язык: Английский

Процитировано

2

Phase regulation of Ni(OH)2 nanosheets induced by W doping as self-supporting electrodes for boosted water electrolysis DOI
Yang Sun, Fan Yang, Siyuan Sun

и другие.

Journal of Colloid and Interface Science, Год журнала: 2025, Номер 684, С. 1 - 10

Опубликована: Янв. 4, 2025

Язык: Английский

Процитировано

1

Structural Regulation Strategies of Atomic Cobalt Catalysts for Oxygen Electrocatalysis DOI Open Access
Mengyu Chen, Jingqi Guan

Advanced Functional Materials, Год журнала: 2025, Номер unknown

Опубликована: Март 3, 2025

Abstract Oxygen electrocatalysis is a core reaction in renewable energy devices, greatly promoting the transformation and upgrading of structure. Nonetheless, performance conversion devices hindered by large overpotential slow kinetics oxygen electrocatalytic reactions. Recently, single‐atom catalysts (SACs) have emerged as promising contenders field because their exceptional metal atom utilization, distinctive coordination environment, adjustable electronic properties. This review presents latest advancements design Co‐based SACs for electrocatalysis. First, OER ORR mechanisms are introduced. Subsequently, strategies regulating structure summarized three aspects, including centers, support carriers. A particular emphasis given to relationship between properties catalysts. Afterward, applications explored. Ultimately, challenges prospects prospected.

Язык: Английский

Процитировано

1

Advances of W-based catalysts from material to electrocatalysis DOI
Jiayu Xu, Fulin Yang, Ligang Feng

и другие.

Coordination Chemistry Reviews, Год журнала: 2024, Номер 520, С. 216141 - 216141

Опубликована: Авг. 15, 2024

Язык: Английский

Процитировано

7

Unlocking Fe(III) Ions Improving Oxygen Evolution Reaction Activity and Dynamic Stability of Anodized Nickel Foam DOI
Zanling Huang, Peipei Li,

Meijun Feng

и другие.

Inorganic Chemistry, Год журнала: 2024, Номер 63(33), С. 15493 - 15502

Опубликована: Авг. 8, 2024

Fe has been reported to play a crucial role in improving the catalytic activity and stability of Ni/Co-based electrocatalysts for oxygen evolution reaction (OER), while effect remains intangible. Here, we design several experiments identify improvement using porous anodized nickel foam (ANF) as electrode 1.0 M KOH containing 1000 μM Fe(III) ions electrolyte. Systematic investigations reveal that Ni sites serve hosts capture create active FeNi-based intermediates on surface ANF improve OER significantly, regulate equilibrium maintain long time. The system exhibits 242 343 mV overpotentials reach 10 mA cm

Язык: Английский

Процитировано

4

Lanthanum-based nanomaterials for oxygen evolution reaction DOI
Miao He, Ping Wang,

Jiasai Yao

и другие.

Journal of Rare Earths, Год журнала: 2024, Номер unknown

Опубликована: Окт. 1, 2024

Язык: Английский

Процитировано

4

Unveiling the Stacking Faults in Fe2B Induces a High-Performance Oxygen Evolution Reaction DOI Open Access
Haoyu Li, Xin Liu, Xiaoyan Liu

и другие.

Catalysts, Год журнала: 2025, Номер 15(1), С. 89 - 89

Опубликована: Янв. 18, 2025

Fe2B is a potentially promising electrocatalyst for the oxygen evolution reaction (OER) due to its excellent electronic conductivity, which superior that of traditional oxide catalysts. However, activity still not satisfactory. In this study, meta-stable microstructure stacking faults (SFs) were incorporated into through one-step high-pressure and high-temperature (HPHT) method. Pressure suppressed atomic diffusion but formed SFs when grain grew. with exhibited remarkable OER activity, low overpotential values only 269 344 mV required reach current densities 10 100 mA cm−2, respectively; because presence SFs, was reduced 67.7% without at cm−2. Theoretical experimental investigations confirmed these regulate d-band center toward Fermi level, optimizing catalytic site activity. Furthermore, charge transfer between Fe atoms boron (B) atoms, increasing number free electrons in structure thereby conductivity. Finally, study suggests strategy construct microstructures crystals, providing new insights designing catalysts via engineering.

Язык: Английский

Процитировано

0

Anthraquinone doped CoNi-MOF-74 composites as electrocatalysts for enhanced oxygen evolution reaction DOI
Jia Du, Lixuan Chen,

Yiming Wu

и другие.

Ionics, Год журнала: 2025, Номер 31(3), С. 2757 - 2769

Опубликована: Фев. 4, 2025

Язык: Английский

Процитировано

0

Joule heating to grain-boundary-rich RuP2 for efficient electrocatalytic hydrogen evolution in a wide pH range DOI Open Access
Tingting Liu, Chen Chen, Zonghua Pu

и другие.

Energy Materials, Год журнала: 2025, Номер 5(6)

Опубликована: Фев. 26, 2025

The production of storable hydrogen fuel through water splitting, powered by renewable energy sources such as solar photovoltaics, wind turbines, and hydropower systems, represents a promising path toward achieving sustainable solutions. Transition-metal phosphides (TMPs) have excellent physicochemical properties, making them the most electrocatalysts for evolution reaction (HER). Traditionally, good crystallinity in these TMPs typically requires prolonged (≥ 2 h) high-temperature pyrolysis, which is time-consuming generally yields samples with large particle sizes, adversely affecting catalytic activities. Herein, first time, we present groundbreaking discovery synthesis grain-boundary-rich RuP2 nanoparticles within very short time frame nine seconds, using fast Joule heating strategy (RuP2 JH). Subsequent electrochemical tests reveal that as-synthesized JH not only exhibits platinum-like HER activity, overpotentials 22 mV, mV 270 to reach current density 10 mA cm-2 0.5 M H2SO4, 1.0 KOH, 0.1 phosphate buffered solutions, respectively, but also exceptional long-term stability. Moreover, it Faradaic efficiency exceeding 96%. This work significantly contributes expanding repertoire synthesized via showcasing performance other energy-related applications.

Язык: Английский

Процитировано

0

Mechanism insight into “on-off” control for demand-based H2 evolution completely from water over NiO/CNT nanocatalyst DOI
Changming Zhang, Cuili Xiang, Xiaohong Liu

и другие.

Applied Catalysis B Environment and Energy, Год журнала: 2025, Номер unknown, С. 125204 - 125204

Опубликована: Фев. 1, 2025

Язык: Английский

Процитировано

0