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

Bimetallic Ti2NbC2 MXene as an efficient catalyst for reversible hydrogen storage in magnesium hydride DOI

Meiling Lv,

Jiaguang Zheng, Ao Xia

и другие.

Rare Metals, Год журнала: 2025, Номер unknown

Опубликована: Янв. 9, 2025

Язык: Английский

Процитировано

7

Research on hydrogen storage and its gas sensing modulation of two-dimensional BeN4 monolayer in relation to concentration, humidity, and metal modification DOI

Luzhen Xie,

Wenhao Yang,

Wensheng Zhou

и другие.

Fuel, Год журнала: 2025, Номер 387, С. 134430 - 134430

Опубликована: Янв. 21, 2025

Язык: Английский

Процитировано

2

Hydrogen storage via adsorption: A review of recent advances and challenges DOI
Ahmad Abulfathi Umar, Mohammad M. Hossain

Fuel, Год журнала: 2025, Номер 387, С. 134273 - 134273

Опубликована: Янв. 10, 2025

Язык: Английский

Процитировано

1

Penta-Octa B4C2N3: A New 2D Material for High-Performance Energy Applications DOI Creative Commons
Xihao Chen,

Jiazhuo Wang,

Nicolas F. Martins

и другие.

Langmuir, Год журнала: 2025, Номер unknown

Опубликована: Фев. 22, 2025

Penta-octagraphene (POG) is a newly suggested two-dimensional carbon allotrope recognized for its distinct configuration and fascinating electronic characteristics. This work presents new inorganic counterpart of POG, named POG-B4C2N3, designed through density functional theory (DFT) calculations. structure exhibits direct band gap transition at the X-point, measured 0.32/0.86 eV with PBE/HSE functionals. Mechanical properties were comprehensively assessed, showcasing Young's modulus (Ymax/Ymin = 157.12/100.84 N/m) shear (Gmax/Gmin 83.03/38.09 N/m), alongside Poisson's ratio (νmax/νmin 0.58/-0.09), indicating that POG-B4C2N3 an auxetic material. Additionally, Li decoration on this monolayer was studied to investigate potential enhance hydrogen storage physisorption. The Li@POG-B4C2N3 system shows robust physisorption (adsorption energies ranging from −0.35 −0.19 eV), high capacity (8.35 wt %), effective desorption dynamics, positioning novel material as promising platform reversible storage.

Язык: Английский

Процитировано

1

Materials on the Frontier: A Review on Groundbreaking Solutions for Hydrogen Storage Applications DOI Creative Commons

Siti Nurqurratulainie Miskan,

Bashir Abubakar Abdulkadir, Herma Dina Setiabudi

и другие.

Chemical Physics Impact, Год журнала: 2025, Номер unknown, С. 100862 - 100862

Опубликована: Март 1, 2025

Язык: Английский

Процитировано

1

Revolutionizing hydrogen production and storage: Harnessing the power of MXenes for a greener and sustainable future DOI
Tahir Rasheed, Rabia Ahmad,

Ali Arishi

и другие.

Renewable and Sustainable Energy Reviews, Год журнала: 2025, Номер 216, С. 115654 - 115654

Опубликована: Апрель 3, 2025

Язык: Английский

Процитировано

1

Study of hydrogen storage potential, optoelectronic and thermoelectric response of double perovskites hydrides X2CuAlH6 (X = Li, Na) for renewable energy DOI
Noura Dawas Alkhaldi

Inorganic Chemistry Communications, Год журнала: 2025, Номер unknown, С. 114208 - 114208

Опубликована: Март 1, 2025

Язык: Английский

Процитировано

0

Advancing hydrogen storage: critical insights to potentials, challenges, and pathways to sustainability DOI Creative Commons
Nisha T. Padmanabhan, Laura Clarizia, Priyanka Ganguly

и другие.

Current Opinion in Chemical Engineering, Год журнала: 2025, Номер 48, С. 101135 - 101135

Опубликована: Апрель 18, 2025

Язык: Английский

Процитировано

0

Unravelling the effects of surface functional groups on hydrogen adsorption inside multilayered Ti2CTx MXene DOI
Bin Zheng,

T. P. Li,

Jiaxin Li

и другие.

Materials Today Communications, Год журнала: 2025, Номер unknown, С. 112618 - 112618

Опубликована: Апрель 1, 2025

Язык: Английский

Процитировано

0

Revolutionizing MXene nanomaterials for hydrogen production and storage: Enhancing catalysis, storage, mechanical integrity, and ecosystem compatibility DOI
P. Ganesh Kumar,

Karthik Panchabikesan,

S Divya

и другие.

Advances in Colloid and Interface Science, Год журнала: 2025, Номер 342, С. 103528 - 103528

Опубликована: Апрель 29, 2025

Язык: Английский

Процитировано

0