{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,7]],"date-time":"2026-10-07T01:22:35Z","timestamp":1791336155983,"version":"4.3.1"},"reference-count":76,"publisher":"MDPI AG","issue":"1","license":[{"start":{"date-parts":[[2023,3,2]],"date-time":"2023-03-02T00:00:00Z","timestamp":1677715200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Italian MIUR, PRIN 2017 Project \u201cFluidware\u201d","award":["CUP H24I17000070001"],"award-info":[{"award-number":["CUP H24I17000070001"]}]},{"name":"Italian MIUR, PRIN 2017 Project \u201cFluidware\u201d","award":["101092912"],"award-info":[{"award-number":["101092912"]}]},{"name":"European Community\u2019s Horizon Europe Programme","award":["CUP H24I17000070001"],"award-info":[{"award-number":["CUP H24I17000070001"]}]},{"name":"European Community\u2019s Horizon Europe Programme","award":["101092912"],"award-info":[{"award-number":["101092912"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["BDCC"],"abstract":"<jats:p>The Edge Intelligence (EI) paradigm has recently emerged as a promising solution to overcome the inherent limitations of cloud computing (latency, autonomy, cost, etc.) in the development and provision of next-generation Internet of Things (IoT) services. Therefore, motivated by its increasing popularity, relevant research effort was expended in order to explore, from different perspectives and at different degrees of detail, the many facets of EI. In such a context, the aim of this paper was to analyze the wide landscape on EI by providing a systematic analysis of the state-of-the-art manuscripts in the form of a tertiary study (i.e., a review of literature reviews, surveys, and mapping studies) and according to the guidelines of the PRISMA methodology. A comparison framework is, hence, provided and sound research questions outlined, aimed at exploring (for the benefit of both experts and beginners) the past, present, and future directions of the EI paradigm and its relationships with the IoT and the cloud computing worlds.<\/jats:p>","DOI":"10.3390\/bdcc7010044","type":"journal-article","created":{"date-parts":[[2023,3,2]],"date-time":"2023-03-02T03:06:43Z","timestamp":1677726403000},"page":"44","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":66,"title":["Disclosing Edge Intelligence: A Systematic Meta-Survey"],"prefix":"10.3390","volume":"7","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5639-3291","authenticated-orcid":false,"given":"Vincenzo","family":"Barbuto","sequence":"first","affiliation":[{"name":"Department of Computer Science, Modeling, Electronics and Systems Engineering (DIMES), Universit\u00e0 della Calabria, Via P. Bucci, 87036 Rende, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5092-0823","authenticated-orcid":false,"given":"Claudio","family":"Savaglio","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Modeling, Electronics and Systems Engineering (DIMES), Universit\u00e0 della Calabria, Via P. Bucci, 87036 Rende, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0960-4447","authenticated-orcid":false,"given":"Min","family":"Chen","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, South China University of Technology, Guangzhou 510641, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4039-891X","authenticated-orcid":false,"given":"Giancarlo","family":"Fortino","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Modeling, Electronics and Systems Engineering (DIMES), Universit\u00e0 della Calabria, Via P. Bucci, 87036 Rende, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2023,3,2]]},"reference":[{"key":"ref_1","unstructured":"Reinsel, D., Gantz, J., and Rydning, J. (2023, January 30). The Digitization of the World from Edge to Core. Available online: https:\/\/www.seagate.com\/files\/www-content\/our-story\/trends\/files\/idc-seagate-dataage-whitepaper.pdf?Tag=Sponsorships."},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Biswas, A.R., and Giaffreda, R. (2014, January 6\u20138). IoT and cloud convergence: Opportunities and challenges. Proceedings of the 2014 IEEE World Forum on Internet of Things (WF-IoT), Seoul, Republic of Korea.","DOI":"10.1109\/WF-IoT.2014.6803194"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1007\/s43926-021-00006-7","article-title":"QoE in IoT: A vision, survey and future directions","volume":"1","author":"Fizza","year":"2021","journal-title":"Discov. Internet Things"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1016\/j.jclinepi.2021.02.003","article-title":"Updating guidance for reporting systematic reviews: Development of the PRISMA 2020 statement","volume":"134","author":"Page","year":"2021","journal-title":"J. Clin. Epidemiol."},{"key":"ref_5","first-page":"531","article-title":"A systematic approach to searching: An efficient and complete method to develop literature searches","volume":"106","author":"Bramer","year":"2018","journal-title":"J. Med Libr. Assoc. JMLA"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"641","DOI":"10.1093\/poq\/nfy042","article-title":"Meta-analyses in survey methodology: A systematic review","volume":"82","author":"Bosnjak","year":"2018","journal-title":"Public Opin. Q."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1016\/j.jpdc.2022.04.004","article-title":"Distributed intelligence on the Edge-to-Cloud Continuum: A systematic literature review","volume":"166","author":"Rosendo","year":"2022","journal-title":"J. Parallel Distrib. Comput."},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Littell, J.H., Corcoran, J., and Pillai, V. (2008). Systematic Reviews and Meta-Analysis, Oxford University Press.","DOI":"10.1093\/acprof:oso\/9780195326543.001.0001"},{"key":"ref_9","unstructured":"Lewis, F.L. (2004). Smart Environments: Technologies, Protocols, and Applications, John Wiley & Sons."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"2787","DOI":"10.1016\/j.comnet.2010.05.010","article-title":"The internet of things: A survey","volume":"54","author":"Atzori","year":"2010","journal-title":"Comput. Netw."},{"key":"ref_11","doi-asserted-by":"crossref","unstructured":"Fortino, G., Guerrieri, A., Russo, W., and Savaglio, C. (2014, January 21\u201323). Integration of agent-based and cloud computing for the smart objects-oriented IoT. Proceedings of the 2014 IEEE 18th International Conference on Computer Supported Cooperative Work in Design (CSCWD), Hsinchu, Taiwan.","DOI":"10.1109\/CSCWD.2014.6846894"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"1738","DOI":"10.1109\/JPROC.2019.2918951","article-title":"Edge intelligence: Paving the last mile of artificial intelligence with edge computing","volume":"107","author":"Zhou","year":"2019","journal-title":"Proc. IEEE"},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Nayak, S., Patgiri, R., Waikhom, L., and Ahmed, A. (2022). A review on edge analytics: Issues, challenges, opportunities, promises, future directions, and applications. Digit. Commun. Netw.","DOI":"10.1016\/j.dcan.2022.10.016"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"104769","DOI":"10.1109\/ACCESS.2022.3210584","article-title":"The Many Faces of Edge Intelligence","volume":"10","author":"Peltonen","year":"2022","journal-title":"IEEE Access"},{"key":"ref_15","unstructured":"(2023, January 30). Edge Intelligence. Available online: https:\/\/www.iec.ch\/system\/files\/2019-09\/content\/media\/files\/iec_wp_edge_intelligence_en_lr.pdf."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Guo, B., Zhang, D., and Wang, Z. (2011, January 19\u201322). Living with internet of things: The emergence of embedded intelligence. Proceedings of the 2011 International Conference on Internet of Things and 4th International Conference on Cyber, Physical and Social Computing, Dalian, China.","DOI":"10.1109\/iThings\/CPSCom.2011.11"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"134","DOI":"10.1016\/j.iot.2018.09.005","article-title":"The internet of things, fog and cloud continuum: Integration and challenges","volume":"3","author":"Bittencourt","year":"2018","journal-title":"Internet Things"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Feng, R., and Feng, X. (2021, January 25\u201328). Robot, Edge Intelligence and Data Survey. Proceedings of the 2021 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC\/PiCom\/CBDCom\/CyberSciTech), AB, Canada.","DOI":"10.1109\/DASC-PICom-CBDCom-CyberSciTech52372.2021.00140"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1109\/MNET.011.1900407","article-title":"Edge intelligence assisted gateway defense in cyber security","volume":"34","author":"Xu","year":"2020","journal-title":"IEEE Netw."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Seng, K.P., Lee, P.J., and Ang, L.M. (2021). Embedded intelligence on FPGA: Survey, applications and challenges. Electronics, 10.","DOI":"10.3390\/electronics10080895"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3448974","article-title":"Recurrent neural networks for edge intelligence: A survey","volume":"54","author":"Lalapura","year":"2021","journal-title":"ACM Comput. Surv. (CSUR)"},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Liu, X. (2021, January 28\u201329). Model Optimization Techniques for Embedded Artificial Intelligence. Proceedings of the 2021 2nd International Conference on Computing and Data Science (CDS), Stanford, CA, USA.","DOI":"10.1109\/CDS52072.2021.00008"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"706","DOI":"10.1080\/08839514.2019.1600301","article-title":"Autonomous vehicles and embedded artificial intelligence: The challenges of framing machine driving decisions","volume":"33","author":"Cunneen","year":"2019","journal-title":"Appl. Artif. Intell."},{"key":"ref_24","doi-asserted-by":"crossref","unstructured":"Molokomme, D.N., Onumanyi, A.J., and Abu-Mahfouz, A.M. (2022). Edge intelligence in Smart Grids: A survey on architectures, offloading models, cyber security measures, and challenges. J. Sens. Actuator Netw., 11.","DOI":"10.3390\/jsan11030047"},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Bourechak, A., Zedadra, O., Kouahla, M.N., Guerrieri, A., Seridi, H., and Fortino, G. (2023). At the Confluence of Artificial Intelligence and Edge Computing in IoT-Based Applications: A Review and New Perspectives. Sensors, 23.","DOI":"10.3390\/s23031639"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"171","DOI":"10.1016\/j.inffus.2021.11.018","article-title":"Information fusion for edge intelligence: A survey","volume":"81","author":"Zhang","year":"2022","journal-title":"Inf. Fusion"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1109\/MCOM.001.2000388","article-title":"Toward self-learning edge intelligence in 6G","volume":"58","author":"Xiao","year":"2020","journal-title":"IEEE Commun. Mag."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"1153208","DOI":"10.1155\/2022\/1153208","article-title":"Blockchain and K-means algorithm for edge AI computing","volume":"2022","author":"Qiu","year":"2022","journal-title":"Comput. Intell. Neurosci."},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Raith, P., and Dustdar, S. (2021, January 5\u201310). Edge Intelligence as a Service. Proceedings of the 2021 IEEE International Conference on Services Computing (SCC), Chicago, IL, USA.","DOI":"10.1109\/SCC53864.2021.00038"},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"117929","DOI":"10.1016\/j.eswa.2022.117929","article-title":"Multi-camera vehicle counting using edge-AI","volume":"207","author":"Ciampi","year":"2022","journal-title":"Expert Syst. Appl."},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Feng, H., Mu, G., Zhong, S., Zhang, P., and Yuan, T. (2022). Benchmark analysis of yolo performance on edge intelligence devices. Cryptography, 6.","DOI":"10.3390\/cryptography6020016"},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Bellas, F., Guerreiro-Santalla, S., Naya, M., and Duro, R.J. (2022). AI Curriculum for European High Schools: An Embedded Intelligence Approach. Int. J. Artif. Intell. Educ., 1\u201328.","DOI":"10.1007\/s40593-022-00315-0"},{"key":"ref_33","doi-asserted-by":"crossref","unstructured":"Grandinetti, J. (2021). Examining embedded apparatuses of AI in Facebook and TikTok. AI Soc., 1\u201314.","DOI":"10.1007\/s00146-021-01270-5"},{"key":"ref_34","unstructured":"Xu, D., Li, T., Li, Y., Su, X., Tarkoma, S., Jiang, T., Crowcroft, J., and Hui, P. (2020). Edge intelligence: Architectures, challenges, and applications. arXiv."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"1778","DOI":"10.1109\/JPROC.2021.3119950","article-title":"Edge intelligence: Empowering intelligence to the edge of network","volume":"109","author":"Xu","year":"2021","journal-title":"Proc. IEEE"},{"key":"ref_36","doi-asserted-by":"crossref","unstructured":"Welagedara, L., Harischandra, J., and Jayawardene, N. (2021, January 27\u201330). Edge Intelligence Based Collaborative Learning System for IoT Edge. Proceedings of the 2021 IEEE 12th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON), Vancouver, BC, Canada.","DOI":"10.1109\/IEMCON53756.2021.9623215"},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Lee, M., She, X., Chakraborty, B., Dash, S., Mudassar, B., and Mukhopadhyay, S. (2021, January 1\u20135). Reliable edge intelligence in unreliable environment. Proceedings of the 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), Grenoble, France.","DOI":"10.23919\/DATE51398.2021.9474097"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"78","DOI":"10.1109\/MWC.001.2000325","article-title":"Edge-intelligence-empowered, unified authentication and trust evaluation for heterogeneous beyond 5G systems","volume":"28","author":"Cui","year":"2021","journal-title":"IEEE Wirel. Commun."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"49355","DOI":"10.1109\/ACCESS.2021.3069137","article-title":"Edge intelligence for data handling and predictive maintenance in IIOT","volume":"9","author":"Hafeez","year":"2021","journal-title":"IEEE Access"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Shaeri, M., Afzal, A., and Shoaran, M. (2022, January 13\u201315). Challenges and opportunities of edge ai for next-generation implantable BMIs. Proceedings of the 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS), Incheon, Republic of Korea.","DOI":"10.1109\/AICAS54282.2022.9870008"},{"key":"ref_41","unstructured":"Xiao, P. (2011). Artificial Intelligence Programming with Python, Wiley. [1st ed.]."},{"key":"ref_42","unstructured":"Ramya, R., and Ramamoorthy, S. (2022). Ambient Communications and Computer Systems: Proceedings of RACCCS 2021, Springer."},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Leroux, S., Simoens, P., Lootus, M., Thakore, K., and Sharma, A. (June, January 30). TinyMLOps: Operational Challenges for Widespread Edge AI Adoption. Proceedings of the 2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), Lyon, France.","DOI":"10.1109\/IPDPSW55747.2022.00160"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"59236","DOI":"10.1109\/ACCESS.2022.3175574","article-title":"Embedded intelligence: State-of-the-art and research challenges","volume":"10","author":"Seng","year":"2022","journal-title":"IEEE Access"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"246","DOI":"10.1109\/JPROC.2019.2947490","article-title":"Mobile edge intelligence and computing for the internet of vehicles","volume":"108","author":"Zhang","year":"2019","journal-title":"Proc. IEEE"},{"key":"ref_46","unstructured":"Joshi, K., Anandaram, H., Khanduja, M., Kumar, R., Saini, V., and Mohialden, Y.M. (2022). Explainable Edge AI: A Futuristic Computing Perspective, Springer."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"7457","DOI":"10.1109\/JIOT.2020.2984887","article-title":"Edge intelligence: The confluence of edge computing and artificial intelligence","volume":"7","author":"Deng","year":"2020","journal-title":"IEEE Internet Things J."},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Zhang, X., Wang, Y., Lu, S., Liu, L., and Shi, W. (2019, January 7\u201310). OpenEI: An open framework for edge intelligence. Proceedings of the 2019 IEEE 39th International Conference on Distributed Computing Systems (ICDCS), Dallas, TX, USA.","DOI":"10.1109\/ICDCS.2019.00182"},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Hu, H., and Jiang, C. (2020, January 5\u20137). Edge intelligence: Challenges and opportunities. Proceedings of the 2020 International Conference on Computer, Information and Telecommunication Systems (CITS), Hangzhou, China.","DOI":"10.1109\/CITS49457.2020.9232575"},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Sipola, T., Alatalo, J., Kokkonen, T., and Rantonen, M. (2022, January 27\u201329). Artificial Intelligence in the IoT Era: A Review of Edge AI Hardware and Software. Proceedings of the 2022 31st Conference of Open Innovations Association (FRUCT), Helsinki, Finland.","DOI":"10.23919\/FRUCT54823.2022.9770931"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"869","DOI":"10.1109\/COMST.2020.2970550","article-title":"Convergence of edge computing and deep learning: A comprehensive survey","volume":"22","author":"Wang","year":"2020","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_52","unstructured":"Parekh, B., and Amin, K. (2021). Innovations in Information and Communication Technologies (IICT-2020), Springer."},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Ding, A.Y., Peltonen, E., Meuser, T., Aral, A., Becker, C., Dustdar, S., Hiessl, T., Kranzlm\u00fcller, D., Liyanage, M., and Maghsudi, S. (2022). Roadmap for edge AI: A Dagstuhl perspective. arXiv.","DOI":"10.1145\/3523230.3523235"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3486674","article-title":"Edge Intelligence: Concepts, architectures, applications and future directions","volume":"21","author":"Mendez","year":"2022","journal-title":"ACM Trans. Embed. Comput. Syst. (TECS)"},{"key":"ref_55","doi-asserted-by":"crossref","unstructured":"Rausch, T., and Dustdar, S. (2019, January 24\u201327). Edge intelligence: The convergence of humans, things, and Ai. Proceedings of the 2019 IEEE International Conference on Cloud Engineering (IC2E), Prague, Czech Republic.","DOI":"10.1109\/IC2E.2019.00022"},{"key":"ref_56","unstructured":"Iyengar, A., and Ouyang, C. (2023, January 30). Edge Computing Architecture. Available online: https:\/\/www.ibm.com\/cloud\/architecture\/architectures\/edge-computing\/reference-architecture\/."},{"key":"ref_57","unstructured":"Hallsten, J., Viorel, P., and Petterson, S. (2023, January 30). IIC: Industrial IOT Reference Architecture. Available online: https:\/\/www.iiot-world.com\/industrial-iot\/connected-industry\/iic-industrial-iot-reference-architecture\/."},{"key":"ref_58","unstructured":"Isaja, M. (2022). The Digital Shopfloor-Industrial Automation in the Industry 4.0 Era, River Publishers."},{"key":"ref_59","unstructured":"(2023, January 30). Edge Computing Reference Architecture 2.0. Available online: http:\/\/en.ecconsortium.net\/Lists\/show\/id\/82.html."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1109\/MCE.2016.2590118","article-title":"Mobile-edge computing architecture: The role of MEC in the Internet of Things","volume":"5","author":"Sabella","year":"2016","journal-title":"IEEE Consum. Electron. Mag."},{"key":"ref_61","doi-asserted-by":"crossref","unstructured":"Fortino, G., Guerrieri, A., Savaglio, C., and Spezzano, G. (2022, January 19\u201323). A Review of Internet of Things Platforms through the IoT-A Reference Architecture. Proceedings of the International Symposium on Intelligent and Distributed Computing, Bhubaneswar, India.","DOI":"10.1007\/978-3-030-96627-0_3"},{"key":"ref_62","unstructured":"De Majo, C., and Giuffrida, M. (2023, January 30). Understanding Cloud-Edge-IoT: Challenges and Opportunities\u2014Webinar Highlights. Available online: https:\/\/zenodo.org\/record\/7185383#.Y_7TRh9ByUl."},{"key":"ref_63","doi-asserted-by":"crossref","unstructured":"Ooko, S.O., Mukanyiligira, D., Munyampundu, J.P., and Nsenga, J. (2021, January 16\u201318). Edge AI-based respiratory disease recognition from exhaled breath signatures. Proceedings of the 2021 IEEE Jordan International Joint Conference on Electrical Engineering and Information Technology (JEEIT), Amman, Jordan.","DOI":"10.1109\/JEEIT53412.2021.9634140"},{"key":"ref_64","doi-asserted-by":"crossref","unstructured":"Ooko, S.O., Mukanyiligira, D., Munyampundu, J.P., and Nsenga, J. (2021, January 15). Synthetic Exhaled Breath Data-Based Edge AI Model for the Prediction of Chronic Obstructive Pulmonary Disease. Proceedings of the 2021 International Conference on Computing and Communications Applications and Technologies (I3CAT), Ipswich, UK.","DOI":"10.1109\/I3CAT53310.2021.9629420"},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"1697","DOI":"10.1109\/JPROC.2019.2915983","article-title":"Edge computing for autonomous driving: Opportunities and challenges","volume":"107","author":"Liu","year":"2019","journal-title":"Proc. IEEE"},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"44","DOI":"10.1109\/TVT.2017.2760281","article-title":"Integrated networking, caching, and computing for connected vehicles: A deep reinforcement learning approach","volume":"67","author":"He","year":"2017","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"4665","DOI":"10.1109\/TII.2018.2842821","article-title":"Deep learning for smart industry: Efficient manufacture inspection system with fog computing","volume":"14","author":"Li","year":"2018","journal-title":"IEEE Trans. Ind. Inform."},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Bringmann, O., Ecker, W., Feldner, I., Frischknecht, A., Gerum, C., H\u00e4m\u00e4l\u00e4inen, T., Hanif, M.A., Klaiber, M.J., Mueller-Gritschneder, D., and Bernardo, P.P. (2021, January 10\u201315). Automated HW\/SW co-design for edge ai: State, challenges and steps ahead: Special session paper. Proceedings of the 2021 International Conference on Hardware\/Software Codesign and System Synthesis (CODES+ ISSS), Austin, TX, USA.","DOI":"10.1145\/3478684.3479261"},{"key":"ref_69","doi-asserted-by":"crossref","unstructured":"Savaglio, C., Campisano, G., Di Fatta, G., and Fortino, G. (May, January 29). IoT services deployment over edge vs cloud systems: A simulation-based analysis. Proceedings of the IEEE INFOCOM 2019-IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), Paris, France.","DOI":"10.1109\/INFCOMW.2019.8845305"},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"102016","DOI":"10.1016\/j.sysarc.2021.102016","article-title":"SimEdgeIntel: A open-source simulation platform for resource management in edge intelligence","volume":"115","author":"Wang","year":"2021","journal-title":"J. Syst. Archit."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3402444","article-title":"A simulation-driven methodology for IoT data mining based on edge computing","volume":"21","author":"Savaglio","year":"2021","journal-title":"ACM Trans. Internet Technol. (TOIT)"},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"102029","DOI":"10.1016\/j.simpat.2019.102029","article-title":"A comparative analysis of simulators for the cloud to fog continuum","volume":"101","author":"Abreu","year":"2020","journal-title":"Simul. Model. Pract. Theory"},{"key":"ref_73","doi-asserted-by":"crossref","unstructured":"Casadei, R., Pianini, D., Placuzzi, A., Viroli, M., and Weyns, D. (2020). Pulverization in cyber-physical systems: Engineering the self-organizing logic separated from deployment. Future Internet, 12.","DOI":"10.3390\/fi12110203"},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"20136","DOI":"10.1109\/JIOT.2022.3172470","article-title":"A Methodology and Simulation-based Toolchain for Estimating Deployment Performance of Smart Collective Services at the Edge","volume":"9","author":"Casadei","year":"2022","journal-title":"IEEE Internet Things J."},{"key":"ref_75","doi-asserted-by":"crossref","unstructured":"Corchado, J.M., Ossowski, S., Rodr\u00edguez-Gonz\u00e1lez, S., and De la Prieta, F. (2022). Advances in explainable artificial intelligence and edge computing applications. Electronics, 11.","DOI":"10.3390\/electronics11193111"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1109\/MS.2018.2141019","article-title":"A taxonomy of IoT client architectures","volume":"35","author":"Taivalsaari","year":"2018","journal-title":"IEEE Softw."}],"container-title":["Big Data and Cognitive Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2504-2289\/7\/1\/44\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T18:45:41Z","timestamp":1760121941000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2504-2289\/7\/1\/44"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,3,2]]},"references-count":76,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2023,3]]}},"alternative-id":["bdcc7010044"],"URL":"https:\/\/doi.org\/10.3390\/bdcc7010044","relation":{},"ISSN":["2504-2289"],"issn-type":[{"value":"2504-2289","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,3,2]]}}}