October 2024
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7 Reads
International Review of Financial Analysis
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October 2024
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7 Reads
International Review of Financial Analysis
August 2024
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48 Reads
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3 Citations
The advancement of artificial intelligence (AI) demands significant data and computational resources that have an adverse impact on the environment. To address this issue, a novel computing architecture that is both energy efficient and eco-friendly is urgently required. Edge computing has emerged as an increasingly popular solution to this problem. In this study, we explore the development history of edge computing and AI and analyze the potential of model quantization to link AI and edge computing. Our comparative analysis demonstrates that the quantization approach can effectively reduce the model’s size and accelerate model inference while maintaining its functionality, thereby enabling its deployment on edge devices. This research serves as a valuable guide and reference for future advancements in edge AI.
June 2024
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104 Reads
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3 Citations
Heliyon
To conduct a comprehensive review of international publications, this study focuses on discussing the development status and future trends of Satellite Internet. In accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, all peer-reviewed publications in English from journals indexed with the SSCI and SCIE categories of the Web of Science are reviewed, with an emphasis on studies that focused only on the architecture, functions, technologies, and applications of Satellite Internet across the entire period. A total of 2085 records were identified, of which 69 met the inclusion criteria. Through a systematic literature review, the results show that three main research perspectives were summarised and a unified Satellite Internet definition and technical architecture were innovatively provided. Additionally, Satellite Internet application industries and scenarios were comprehensively sorted, and four types of potential impacts were categorised and discussed. This study provides an insightful analysis of recent trends in Satellite Internet research, which may provide guidance for planning and supporting the forthcoming wave of information infrastructure growth. Future research should broaden the scope of theoretical studies when assessing the strategic importance of Satellite Internet. Further quantitative research is needed to provide a more scientific and comprehensive perspective.
January 2024
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9 Reads
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3 Citations
Journal of Computer Information Systems
January 2023
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1 Citation
Chinese Journal of Engineering Science
... Second, edge AI technology has garnered attention for its ability to perform real-time data analysis locally, thereby reducing latency and enhancing data security by eliminating the need for cloud transmission [13]. Additionally, model light weighting techniques, which reduce AI model size and improve inference speed, maintain high performance even in resource-constrained edge environments [14]. These features are particularly advantageous for highthroughput, data-sensitive applications like defect detection in manufacturing. ...
August 2024
... They also enhance the scientific rigor of knowledge innovation and ensure that the selected papers align with the research objectives. This paper basically refers to Chen, Ma and Wu [61] for the methodology of literature collection, with the difference that we consider non-English language (NCE) literature. The specific criteria are shown in Table 1. ...
June 2024
Heliyon
... They also evaluate China's metaverse development issues in terms of the standard system, data security and privacy protection, and growth route. Based on this, practical recommendations are provided for the development of the Chinese metaverse (Chen et al., 2024). ...
January 2024
Journal of Computer Information Systems