Progress in nanomaterials fabrication and their prospects in artificial intelligence towards solid oxide fuel cells: A review

Afroze, Shammya; Reza, Sumon; Amin, M. R.; Taweekun, Juntakan; Азад, Абул Калам

doi:10.1016/j.ijhydene.2022.11.335

Cited by 18 publications

(9 citation statements)

References 288 publications

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“…Besides battery systems, there are also other review papers on AI methods applied in the field of solid oxide fuel cells (SOFCs). 89 However, they are concerned with microstructure characterization methods rather than reconstruction approaches. Aiming at filling the gap identified in the aforementioned literature, in what follows, we try to provide a detailed overview of the research endeavors within the domain of ML-based reconstruction of energy materials' microstructure, elaborating on some of the noteworthy and impactful studies.…”

Section: Applications In the Field Of Energymentioning

confidence: 99%

“…However, the focus of the reviewed studies on reconstruction algorithms is not solely on battery systems; rather, it provides a broader overview of reconstruction methods for heterogeneous microstructures in general. Besides battery systems, there are also other review papers on AI methods applied in the field of solid oxide fuel cells (SOFCs) . However, they are concerned with microstructure characterization methods rather than reconstruction approaches.…”

Section: Applications In the Field Of Energymentioning

confidence: 99%

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Minireview on Porous Media and Microstructure Reconstruction Using Machine Learning Techniques: Recent Advances and Outlook

Mirzaee,

Kamrava,

Tahmasebi

2023

Energy Fuels

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To accurately model and analyze various phenomena in porous media, it is necessary to have three-dimensional (3D) microstructure samples that genuinely represent the key characteristics of the material being studied. Although modern imaging methods such as X-ray computer tomography have enabled the extraction of 3D images of pore space, obtaining 3D microstructure images remains a costly and time-consuming process. Therefore, it is becoming more crucial to use image reconstruction techniques to create new realizations of microstructures. Machine learning (ML) techniques have been increasingly used to generate porous microstructures in recent years. This article reviews some of the most promising studies that have introduced such ML-based reconstruction techniques. We categorize the existing approaches into different types while highlighting their key characteristics, advantages, and disadvantages. Furthermore, this paper provides information on various methods for evaluating the performance of the reconstruction algorithms. We also discuss the current research status of ML-assisted porous media reconstruction in energy-related applications, namely, energy storage systems and digital rock reconstruction. Despite their success and rapid progress over the past decade, ML-based approaches, particularly generative deep neural networks, still suffer from issues that impede their further applications. The paper elaborates on some of the most important limitations and current challenges of these approaches while indicating potential research areas for future studies.

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Section: Applications In the Field Of Energymentioning

confidence: 99%

Section: Applications In the Field Of Energymentioning

confidence: 99%

Minireview on Porous Media and Microstructure Reconstruction Using Machine Learning Techniques: Recent Advances and Outlook

Mirzaee,

Kamrava,

Tahmasebi

2023

Energy Fuels

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“…When preparing nanoelectrodes, the models based on ANNs can forecast the surface area and conditions to achieve desired performance. [ 139 ]…”

Section: Latest Developments and Future Recommendationsmentioning

confidence: 99%

Advances and Perspectives on Solid Oxide Fuel Cells: From Nanotechnology to Power Electronics Devices

Arshad,

Yangkou Mbianda,

Ali

et al. 2023

Energy Tech

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Solid oxide fuel cells (SOFCs) hold an important place in energy conversion and storage systems due to their fuel flexibility, high efficiency, and environmental sustainability. The scorching temperature (≥ 800 °C) to operate SOFCs results in shorter lifespan due to rapid deterioration of accompanying components. Nanomaterials have attained considerable attention in recent years due to their great technological importance in fuel cell technology. Nanoengineering of the architectures of known materials and adopting composite approach can effectively enhance the active sites for electrode reactions. The use of nanotechnology will make SOFCs environment‐friendly and sustainable through green manufacturing processes of nanotechnology. Overviews of the contributions of nanotechnology and power electronics technologies to SOFCs, the transition of SOFCs from macro to nanotechnology, the significance of nanomaterials in SOFCs, dynamic modeling, the function of optimization techniques, and the requirement for power electronics converters in SOFCs are all provided in this piece of work. The applications of SOFCs in different sectors, prominent institutes/labs and companies involved in SOFCs’ research, future challenges and perspectives were also highlighted.This article is protected by copyright. All rights reserved.

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“…For the social and economic development of a nation, there are no substitutes for energy. Given this, the need for energy is increasing daily [2,3]. The primary source of energy is fossil fuels, which are depleting with time and producing greenhouse gases, particularly carbon dioxide (CO 2 ), during combustion [4,5].…”

Section: Introductionmentioning

confidence: 99%

Advanced Applications of Carbonaceous Materials in Sustainable Water Treatment, Energy Storage, and CO2 Capture: A Comprehensive Review

et al. 2023

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The demand for energy has increased tremendously around the whole world due to rapid urbanization and booming industrialization. Energy is the major key to achieving an improved social life, but energy production and utilization processes are the main contributors to environmental pollution and greenhouse gas emissions. Mitigation of the energy crisis and reduction in pollution (water and air) difficulties are the leading research topics nowadays. Carbonaceous materials offer some of the best solutions to minimize these problems in an easy and effective way. It is also advantageous that the sources of carbon-based materials are economical, the synthesis processes are comfortable, and the applications are environmentally friendly. Among carbonaceous materials, activated carbons, graphene, and carbon nanotubes have shown outstanding performance in mitigating the energy crisis and environmental pollution. These three carbonaceous materials exhibit unique adsorption properties for energy storage, water purification, and gas cleansing due to their outstanding electrical conductivity, large specific surface areas, and strong mechanical strength. This paper reviews the synthesis methods for activated carbons, carbon nanotubes, and graphene and their significant applications in energy storage, water treatment, and carbon dioxide gas capture to improve environmental sustainability.

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Progress in nanomaterials fabrication and their prospects in artificial intelligence towards solid oxide fuel cells: A review

Cited by 18 publications

References 288 publications

Minireview on Porous Media and Microstructure Reconstruction Using Machine Learning Techniques: Recent Advances and Outlook

Minireview on Porous Media and Microstructure Reconstruction Using Machine Learning Techniques: Recent Advances and Outlook

Advances and Perspectives on Solid Oxide Fuel Cells: From Nanotechnology to Power Electronics Devices

Advanced Applications of Carbonaceous Materials in Sustainable Water Treatment, Energy Storage, and CO2 Capture: A Comprehensive Review

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