{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,7]],"date-time":"2026-07-07T03:41:49Z","timestamp":1783395709901,"version":"3.54.6"},"reference-count":69,"publisher":"MDPI AG","issue":"8","license":[{"start":{"date-parts":[[2020,4,13]],"date-time":"2020-04-13T00:00:00Z","timestamp":1586736000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>The potential offered by the abundance of sensors, actuators, and communications in the Internet of Things (IoT) era is hindered by the limited computational capacity of local nodes. Several key challenges should be addressed to optimally and jointly exploit the network, computing, and storage resources, guaranteeing at the same time feasibility for time-critical and mission-critical tasks. We propose the DRUID-NET framework to take upon these challenges by dynamically distributing resources when the demand is rapidly varying. It includes analytic dynamical modeling of the resources, offered workload, and networking environment, incorporating phenomena typically met in wireless communications and mobile edge computing, together with new estimators of time-varying profiles. Building on this framework, we aim to develop novel resource allocation mechanisms that explicitly include service differentiation and context-awareness, being capable of guaranteeing well-defined Quality of Service (QoS) metrics. DRUID-NET goes beyond the state of the art in the design of control algorithms by incorporating resource allocation mechanisms to the decision strategy itself. To achieve these breakthroughs, we combine tools from Automata and Graph theory, Machine Learning, Modern Control Theory, and Network Theory. DRUID-NET constitutes the first truly holistic, multidisciplinary approach that extends recent, albeit fragmented results from all aforementioned fields, thus bridging the gap between efforts of different communities.<\/jats:p>","DOI":"10.3390\/s20082191","type":"journal-article","created":{"date-parts":[[2020,4,13]],"date-time":"2020-04-13T10:41:52Z","timestamp":1586774512000},"page":"2191","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":40,"title":["Edge Computing Resource Allocation for Dynamic Networks: The DRUID-NET Vision and Perspective"],"prefix":"10.3390","volume":"20","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8984-9064","authenticated-orcid":false,"given":"Dimitrios","family":"Dechouniotis","sequence":"first","affiliation":[{"name":"School of Electrical and Computer Engineering, National Technical University of Athens\u2014NTUA, 15780 Zografou, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nikolaos","family":"Athanasopoulos","sequence":"additional","affiliation":[{"name":"School of Electronics, Electrical Engineering and Computer Science, Queen\u2019s University of Belfast\u2014QUB, Belfast BT7 1NN, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2996-6824","authenticated-orcid":false,"given":"Aris","family":"Leivadeas","sequence":"additional","affiliation":[{"name":"\u00c9cole de Technologie Sup\u00e9rieure (\u00c9TS Montreal) | Universit\u00e9 du Qu\u00e9bec, Montreal, QC H3C 1K3, Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8817-6275","authenticated-orcid":false,"given":"Nathalie","family":"Mitton","sequence":"additional","affiliation":[{"name":"Inria Lille-Nord Europe, Lille, 59650 Villeneuve d\u2019Ascq, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Raphael","family":"Jungers","sequence":"additional","affiliation":[{"name":"Institute of Information and Communication Technologies, Electronics and Applied Mathematics, Universit\u00e9 Catholique de Louvain\u2014UCLouvain, 1348 Louvain-la-Neuve, Belgium"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9459-318X","authenticated-orcid":false,"given":"Symeon","family":"Papavassiliou","sequence":"additional","affiliation":[{"name":"School of Electrical and Computer Engineering, National Technical University of Athens\u2014NTUA, 15780 Zografou, Greece"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2020,4,13]]},"reference":[{"key":"ref_1","unstructured":"Cisco (2020, April 12). 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