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Artificial Intelligence and Machine Learning Applications in Smart Production: Progress, Trends, and Directions

Sustainability · 2020 · Vol. 12(2) · pp. 492–492
Raffaele CioffiMarta TravaglioniGiuseppina PiscitelliAntonella PetrilloFabio De Felice

Abstract

Adaptation and innovation are extremely important to the manufacturing industry. This development should lead to sustainable manufacturing using new technologies. To promote sustainability, smart production requires global perspectives of smart production application technology. In this regard, thanks to intensive research efforts in the field of artificial intelligence (AI), a number of AI-based techniques, such as machine learning, have already been established in the industry to achieve sustainable manufacturing. Thus, the aim of the present research was to analyze, systematically, the scientific literature relating to the application of artificial intelligence and machine learning (ML) in industry. In fact, with the introduction of the Industry 4.0, artificial intelligence and machine learning are considered the driving force of smart factory revolution. The purpose of this review was to classify the literature, including publication year, authors, scientific sector, country, institution, and keywords. The analysis was done using the Web of Science and SCOPUS database. Furthermore, UCINET and NVivo 12 software were used to complete them. A literature review on ML and AI empirical studies published in the last century was carried out to highlight the evolution of the topic before and after Industry 4.0 introduction, from 1999 to now. Eighty-two articles were reviewed and classified. A first interesting result is the greater number of works published by the USA and the increasing interest after the birth of Industry 4.0.

Industrial Vision Systems and Defect DetectionDigital Transformation in IndustryAdvanced Statistical Process MonitoringScopusArtificial intelligenceIndustry 4.0Computer scienceSustainabilityField (mathematics)ManufacturingApplications of artificial intelligenceEngineering managementData science

Funding

  • Regione Campania
Citations
666
FWCI
62.96
field-weighted impact
References
37
Percentile
100%
vs. same field & year
Citations per year
References
Support-vector networks
Machine Learning · 1995 · 39,987 citations
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