Artificial neural network-based smart aerogel glazing in low-energy buildings: A state-of-the-art review

Zhou, Yuekuan

doi:10.1016/j.isci.2021.103420

Cited by 21 publications

(6 citation statements)

References 97 publications

(183 reference statements)

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“…The study provides an in-depth analysis of the aerogel material, its production, and construction applications. The results show the potential of this material as a promising candidate for the energy efficiency of buildings [29]. Fig.…”

Section: Glazing Of Transparent Constructionsmentioning

confidence: 74%

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A review of building envelope constructions designed for demanding operating and climatic conditions

Dicka,

Katunsky,

Dolnikova

2023

MATEC Web Conf.

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Under the term demanding climatic conditions in connection with the topic, we can primarily imagine the excessive overheating of buildings in summer and on the other hand the exposure of the building to low temperatures in winter. Considering the extreme climatic conditions, the design of the building requires an individual approach. First of all, it is necessary to pay increased attention to the envelope structures such as roof and perimeter walls. The building can also be affected by other extreme conditions such as solar radiation and associated excessive lighting, i.e. glare in the work environment. This topic is increasingly coming to the fore due to climate change. Summer seasons are getting warmer and this problem is getting even worse. Even in locations where this issue has never been dealt with before. The article summarizes the conducted research related to the issue of overheating and excessive lighting of buildings. It also informs about how researchers in Slovakia and different locations around the world deal with this problem.

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Section: Glazing Of Transparent Constructionsmentioning

confidence: 74%

“…3. Structural configuration of a PCM and aerogel-integrated window glazing system (according to [29]).…”

Section: Glazing Of Transparent Constructionsmentioning

confidence: 99%

A review of building envelope constructions designed for demanding operating and climatic conditions

Dicka,

Katunsky,

Dolnikova

2023

MATEC Web Conf.

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“…The third stage is the explosive period, where the average annual publication volume reaches 118.8 articles in the period from 2018-2022. With the increasing requirements of low carbon and environmental protection in the construction industry and the in-depth research on aerogel applications, aerogels in buildings have now also become a research hotspot in the field, and many scholars have started to conduct comprehensive research on the technology, process, evaluation, and influencing factors of aerogels in construction [26][27][28][29][30]. By the third stage, the research of aerogels in the field of construction developed like never before and had a certain system and structure.…”

Section: Publication Trend Analysismentioning

confidence: 99%

Visualization Analysis and Knowledge Mapping the Research of Aerogels Applied in Buildings

2023

Buildings

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With the deepening of aerogel research and the popularization of its application, the demands for energy saving in the construction field has brought aerogels into the limelight. To explore state-of-the-art research and development trends related to aerogels applied in construction, CiteSpace was used to conduct a quantitative analysis based on the Web of Science core database. Results show that: (1) in the past 10 years, the number of papers on aerogels in the field of constructions has increased significantly; (2) the top producing countries in the aerogel field are mainly China and the United States, and the top two research institutions are all Chinese institutions (Univ Sci & Technol China and Chinese Acad Sci); (3) the main publishing journals are ENERGY AND BUILDINGS, CONSTRUCTION AND BUILDING MATERIALS, and CHEMICAL ENGINEERING JOURNAL; (4) the hot keywords are thermal insulation, silica aerogel, thermal conductivity, phase change material, mechanical property, graphene aerogel, self-assembly, energy saving, etc.; (5) aerogel is mostly used in building insulation, mainly in the form of aerogel glass, aerogel mortar, aerogel felt, and aerogel coating. In summary, in addition to systematically strengthening theoretical research, it is necessary to optimize the technical process and reduce costs in order to effectively promote aerogels in construction energy conservation and carbon reduction. Through this study, the current situation, hot spots, and development trend of aerogel application in construction can be revealed systematically. Overall, this study helps advance research on aerogels applied in buildings and help in tackling energy efficiency challenges.

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“…Recently, there has been increasing interests in advanced energy management strategies using ML methods, such as supervised learning (SL), reinforcement learning (RL), unsupervised learning (UNSL), and semi-supervised learning [22,23]. ML applications mainly include operations, optimization, control, scheduling, and management [24][25][26]. Zhou [27] comprehensively reviewed the applications of AI in carbon neutral and community energy management from the view of energy supply and storage, regional demand, and energy management.…”

Section: Introductionmentioning

confidence: 99%

Advanced controls on energy reliability, flexibility and occupant-centric control for smart and energy-efficient buildings

Liu

Zhang

Sun

et al. 2023

Energy and Buildings

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Artificial neural network-based smart aerogel glazing in low-energy buildings: A state-of-the-art review

Cited by 21 publications

References 97 publications

A review of building envelope constructions designed for demanding operating and climatic conditions

A review of building envelope constructions designed for demanding operating and climatic conditions

Visualization Analysis and Knowledge Mapping the Research of Aerogels Applied in Buildings

Advanced controls on energy reliability, flexibility and occupant-centric control for smart and energy-efficient buildings

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