Efficient Detection Model of Steel Strip Surface Defects Based on YOLO-V7 DOI Creative Commons
Yang Wang, Hongyuan Wang, Zihao Xin

et al.

IEEE Access, Journal Year: 2022, Volume and Issue: 10, P. 133936 - 133944

Published: Jan. 1, 2022

During the production of strip steel, there are often some defects on surface product. Therefore, detection such defect is key to produce high-quality products. At same time, steel cause huge economic losses high-tech industry. A algorithm based improved YOLO-V7 proposed address problems low speed and poor accuracy traditional methods. First, we use de-weighted BiFPN structure make full deep, shallow original feature information strengthen fusion, reduce loss during convolution process, improve accuracy. Secondly, ECA attention mechanism combined in backbone part important channels. Finally, bounding box function replaced by SIoU function, where penalty term redefined taking vector angle between required regressions into account. The experimental results show that model this paper has higher performance compared with other comparison models. Based our experiments, yields 80.2% mAP GC10-DET dataset 81.9% NEU-DET high speed, which better than existing

Language: Английский

Industry 5.0: Prospect and retrospect DOI
Jiewu Leng,

Weinan Sha,

Baicun Wang

et al.

Journal of Manufacturing Systems, Journal Year: 2022, Volume and Issue: 65, P. 279 - 295

Published: Oct. 1, 2022

Language: Английский

Citations

672

Applications of Wireless Sensor Networks and Internet of Things Frameworks in the Industry Revolution 4.0: A Systematic Literature Review DOI Creative Commons

Mamoona Majid,

Shaista Habib,

Abdul Rehman Javed

et al.

Sensors, Journal Year: 2022, Volume and Issue: 22(6), P. 2087 - 2087

Published: March 8, 2022

The 21st century has seen rapid changes in technology, industry, and social patterns. Most industries have moved towards automation, human intervention decreased, which led to a revolution industries, named the fourth industrial (Industry 4.0). Industry 4.0 or (IR 4.0) relies heavily on Internet of Things (IoT) wireless sensor networks (WSN). IoT WSN are used various control systems, including environmental monitoring, home chemical/biological attack detection. devices applications process extracted data from transmit them remote locations. This systematic literature review offers wide range information 4.0, finds research gaps, recommends future directions. Seven questions addressed this article: (i) What contributions IR 4.0? (ii) (iii) types coverage areas for (iv) major network intruders systems? (v) prominent security attacks IoT? (vi) significant issues frameworks? (vii) limitations gaps existing work? study mainly focuses solutions new techniques automate 4.0. In research, we analyzed over 130 articles 2014 until 2021. paper covers several aspects designing phase needs, deployment stage classification network, difficulties, challenges,

Language: Английский

Citations

412

A survey on blockchain for big data: Approaches, opportunities, and future directions DOI
N. Deepa, Quoc‐Viet Pham, Dinh C. Nguyen

et al.

Future Generation Computer Systems, Journal Year: 2022, Volume and Issue: 131, P. 209 - 226

Published: Feb. 1, 2022

Language: Английский

Citations

394

A Literature Review of the Challenges and Opportunities of the Transition from Industry 4.0 to Society 5.0 DOI Creative Commons
Dimitris Mourtzis, John Angelopoulos, Nikos Panopoulos

et al.

Energies, Journal Year: 2022, Volume and Issue: 15(17), P. 6276 - 6276

Published: Aug. 28, 2022

In the era of Industry 4.0, manufacturing and production systems were revolutionized by increasing operational efficiency developing implementing new business models, services, products. Concretely, milestone set for 4.0 was to improve sustainability systems. By extension, emphasis focused on both digitization digitalization systems, providing room further improvement. However, current technological evolution is more system/machine-oriented, rather than human-oriented. Thus, several countries have begun orchestrating initiatives towards design development human-centric aspect technologies, which has been coined as 5.0. The impact 5.0 will extend societal transformation, eventually leads generation a society, Society developments be social tools technologies introduced under framework 4.0. Therefore, human well-being at heart what comes next, 5.0, subset build foundations laid during emphasizing human-centered, resilient, sustainable design. Consequently, authors in this research work, through critical literature review, aim provide adequate reasoning considering enabling coexistence industry emerging trends needs. contribution work extends provision facilitate transition from

Language: Английский

Citations

325

The digitization of agricultural industry – a systematic literature review on agriculture 4.0 DOI Creative Commons
Rabiya Abbasi, Pablo Martı́nez, Rafiq Ahmad

et al.

Smart Agricultural Technology, Journal Year: 2022, Volume and Issue: 2, P. 100042 - 100042

Published: Feb. 24, 2022

Language: Английский

Citations

311

State of Industry 5.0—Analysis and Identification of Current Research Trends DOI Creative Commons

Aditya Akundi,

Daniel Euresti,

Sergio Luna

et al.

Applied System Innovation, Journal Year: 2022, Volume and Issue: 5(1), P. 27 - 27

Published: Feb. 17, 2022

The term Industry 4.0, coined to be the fourth industrial revolution, refers a higher level of automation for operational productivity and efficiency by connecting virtual physical worlds in an industry. With 4.0 being unable address meet increased drive personalization, 5.0 was addressing personalized manufacturing empowering humans processes. onset is observed have various views how it defined what constitutes reconciliation between machines. This serves as motivation this paper identifying analyzing themes research trends using text mining tools techniques. Toward this, abstracts 196 published papers based on keyword “Industry 5.0” search IEEE, science direct MDPI data bases were extracted. Data cleaning preprocessing performed further analysis apply techniques key terms extraction frequency analysis. Further topic i.e., unsupervised machine learning method used exploring data. It that artificial intelligence (AI), big data, supply chain, digital transformation, learning, internet things (IoT), are among most often several enablers been identified researchers 5.0. Five major addressing, chain evaluation optimization, enterprise innovation digitization, smart sustainable manufacturing, transformation driven IoT, AI, Big Data, Human-machine connectivity classified literature, highlighting can explored. theme gateway towards human co-existence gaining more interest community recent years.

Language: Английский

Citations

296

Identifying industry 5.0 contributions to sustainable development: A strategy roadmap for delivering sustainability values DOI Creative Commons
Morteza Ghobakhloo, Mohammad Iranmanesh, Muhammad Faraz Mubarak

et al.

Sustainable Production and Consumption, Journal Year: 2022, Volume and Issue: 33, P. 716 - 737

Published: Aug. 5, 2022

Scholars believe that the newly introduced Industry 5.0 has potential to move beyond profit-centered productivity of 4.0 and promote sustainable development goals such as human-centricity, socio-environmental sustainability, resilience. However, little been done understand how this ill-defined phenomenon may deliver its indented sustainability values despite these speculative promises. To address knowledge gap, present study developed a strategy roadmap explains mechanism by which delivers intended functions. The first reference model describes technical functional properties phenomenon. further conducted content-centric synthesis literature identified functions 5.0. Next, interpretive structural modeling (ISM) technique was employed identify sequential relationships among construct 5.0-enabled development. ISM involved collecting opinions 11 experts through expert panel meetings. Results revealed 16 Circular intelligent products, employee assistance, automation, open innovation, renewable integration, supply chain adaptability are examples identified. These highly interrelated should be in specific order so synergies complementarities them would maximize value gains. 5.0-driven is expected provide better understanding ways can contribute development, explaining managed their contribution values. also highlights important avenues for future research, emphasizing enablers Government or Corporate Governance

Language: Английский

Citations

290

Agriculture-Food Supply Chain Management Based on Blockchain and IoT: A Narrative on Enterprise Blockchain Interoperability DOI Creative Commons
Showkat Ahmad Bhat, Nen‐Fu Huang,

Ishfaq Bashir Sofi

et al.

Agriculture, Journal Year: 2021, Volume and Issue: 12(1), P. 40 - 40

Published: Dec. 30, 2021

Modern-day agriculture supply chains have evolved from sovereign and autonomous local stakeholders to a worldwide interconnected system of multiple participants linked by complicated interactions, impacting the production, processing, transportation, delivery food end consumers. Regular instances fraudulent acts reveal lack openness in chains, raising worries about financial losses, eroding customer trust, lowering corporate brand value. To develop an efficient reliable trading environment, several fundamental modifications present chain architecture are required. There is broad consensus that blockchain can improve transparency agriculture-food (agri-food SCs). Consumers now demand safe, sustainable, equitable production processes, businesses using blockchains internet things meet these needs. For enhanced responsiveness agri-food SCs, new concepts combine with various Industry 5.0 technologies (e.g., technology, big data, (IoT), radio frequency identification (RFID), near field communication (NFC), etc.). It critical cut through hype examine technology’s limits, which might stymie its acceptance, implementation, scalability chains. This study presents Agri-SCM-BIoT (Agriculture Supply Chain Management Blockchain Internet things) address storage optimization, interoperability, security privacy issues security, personal data along concerns single-chain systems. We also discussed classification threats IoT infrastructure possible available blockchain-based defense mechanisms. Finally, we features proposed architecture, followed conclusion future work.

Language: Английский

Citations

199

Industry 5.0 or industry 4.0S? Introduction to industry 4.0 and a peek into the prospective industry 5.0 technologies DOI Open Access
Abirami Raja Santhi, Padmakumar Muthuswamy

International Journal on Interactive Design and Manufacturing (IJIDeM), Journal Year: 2023, Volume and Issue: 17(2), P. 947 - 979

Published: Feb. 5, 2023

Language: Английский

Citations

197

Federated learning enabled digital twins for smart cities: Concepts, recent advances, and future directions DOI
Swarna Priya Ramu,

Parimala Boopalan,

Quoc‐Viet Pham

et al.

Sustainable Cities and Society, Journal Year: 2022, Volume and Issue: 79, P. 103663 - 103663

Published: Jan. 19, 2022

Language: Английский

Citations

192