{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,3]],"date-time":"2025-12-03T18:11:40Z","timestamp":1764785500698,"version":"3.37.0"},"reference-count":47,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2024,10,28]],"date-time":"2024-10-28T00:00:00Z","timestamp":1730073600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,10,28]],"date-time":"2024-10-28T00:00:00Z","timestamp":1730073600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"DOI":"10.1007\/s11042-024-20408-3","type":"journal-article","created":{"date-parts":[[2024,10,28]],"date-time":"2024-10-28T09:15:45Z","timestamp":1730106945000},"page":"2599-2632","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Enhancing mobile computation offloading efficiency with the adaptive optimization algorithm"],"prefix":"10.1007","volume":"84","author":[{"given":"M.","family":"Jyothirmai","sequence":"first","affiliation":[]},{"given":"Kesavan","family":"Gopal","sequence":"additional","affiliation":[]},{"given":"M.","family":"Sailaja","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,10,28]]},"reference":[{"key":"20408_CR1","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1007\/s10617-021-09246-w","volume":"25","author":"S Jeon","year":"2021","unstructured":"Jeon S, Kim D, Ahn J, Ha R, Cha H (2021) Revisiting the battery level indicator of mobile devices. Design Auto Embed Syst 25:65\u201385","journal-title":"Design Auto Embed Syst"},{"key":"20408_CR2","doi-asserted-by":"publisher","first-page":"655","DOI":"10.3390\/s20030655","volume":"20","author":"S Zhuo","year":"2020","unstructured":"Zhuo S, Sherlock L, Dobbie G, Koh YS, Russello G, Lottridge D (2020) Real-time smartphone activity classification using inertial sensors\u2014recognition of scrolling, typing, and watching videos while sitting or walking. Sensors 20:655","journal-title":"Sensors"},{"key":"20408_CR3","first-page":"1","volume":"2022","author":"M Maray","year":"2022","unstructured":"Maray M, Shuja J (2022) Computation offloading in mobile cloud computing and mobile edge computing: survey, taxonomy, and open issues. Mob Info Syst 2022:1\u201317","journal-title":"Mob Info Syst"},{"key":"20408_CR4","doi-asserted-by":"publisher","first-page":"534","DOI":"10.1016\/j.asoc.2019.04.027","volume":"80","author":"H Peng","year":"2019","unstructured":"Peng H, Wen W-S, Tseng M-L, Li L-L (2019) Joint optimization method for task scheduling time and energy consumption in mobile cloud computing environment. Appl Soft Comput 80:534\u2013545","journal-title":"Appl Soft Comput"},{"key":"20408_CR5","doi-asserted-by":"publisher","first-page":"10214","DOI":"10.1109\/TVT.2020.3003898","volume":"69","author":"H Li","year":"2020","unstructured":"Li H, Xu H, Zhou C, L\u00fc X, Han Z (2020) Joint optimization strategy of computation offloading and resource allocation in multi-access edge computing environment. IEEE Trans Veh Technol 69:10214\u201310226","journal-title":"IEEE Trans Veh Technol"},{"key":"20408_CR6","doi-asserted-by":"publisher","first-page":"8","DOI":"10.11648\/j.net.20190701.12","volume":"7","author":"S Wang","year":"2019","unstructured":"Wang S (2019) Edge computing: applications, state-of-the-art and challenges. Adv Netw 7:8","journal-title":"Adv Netw"},{"key":"20408_CR7","doi-asserted-by":"publisher","unstructured":"Vindan RS, Gobi M, Meena V (2022) Pinning based energy aware computation offloading for mobile cloud computing. 2022 1st Int Conf Comput Sci Tech (ICCST). https:\/\/doi.org\/10.1109\/ICCST55948.2022.10040466","DOI":"10.1109\/ICCST55948.2022.10040466"},{"key":"20408_CR8","doi-asserted-by":"publisher","first-page":"476","DOI":"10.1111\/coin.12197","volume":"35","author":"X Xu","year":"2018","unstructured":"Xu X, Fu S, Yuan Y, Luo Y, Qi L, Lin W, Dou W (2018) Multiobjective computation offloading for workflow management in cloudlet-based mobile cloud using NSGA-II. Comput Intell 35:476\u2013495","journal-title":"Comput Intell"},{"key":"20408_CR9","doi-asserted-by":"publisher","first-page":"103341","DOI":"10.1016\/j.jnca.2022.103341","volume":"201","author":"SMA Huda","year":"2022","unstructured":"Huda SMA, Moh S (2022) Survey on computation offloading in UAV-enabled mobile edge computing. J Netw Comput Appl 201:103341","journal-title":"J Netw Comput Appl"},{"key":"20408_CR10","doi-asserted-by":"publisher","first-page":"1160","DOI":"10.1109\/COMST.2021.3061981","volume":"23","author":"Y Siriwardhana","year":"2021","unstructured":"Siriwardhana Y, Porambage P, Liyanage M, Ylianttila M (2021) A survey on mobile augmented reality with 5G mobile edge computing: architectures, applications, and technical aspects. IEEE Commun Surv Tutorials 23:1160\u20131192","journal-title":"IEEE Commun Surv Tutorials"},{"key":"20408_CR11","doi-asserted-by":"publisher","unstructured":"Geng Y, Yang Y, Cao G (2018) Energy-efficient computation offloading for multicore-based mobile devices. IEEE INFOCOM 2018 - IEEE Conf Comput Commun. https:\/\/doi.org\/10.1109\/INFOCOM.2018.8485875","DOI":"10.1109\/INFOCOM.2018.8485875"},{"key":"20408_CR12","doi-asserted-by":"publisher","first-page":"109513","DOI":"10.1016\/j.buildenv.2022.109513","volume":"226","author":"K Li","year":"2022","unstructured":"Li K, Zhao J, Hu J, Chen Y (2022) Dynamic energy efficient task offloading and resource allocation for Noma-enabled IOT in smart buildings and environment. Building Environ 226:109513","journal-title":"Building Environ"},{"key":"20408_CR13","doi-asserted-by":"publisher","first-page":"2543","DOI":"10.1007\/s11277-021-09011-z","volume":"122","author":"KN Qureshi","year":"2021","unstructured":"Qureshi KN, Ahmad E, Anwar M, Ghafoor KZ, Jeon G (2021) Network functions virtualization for mobile core and heterogeneous cellular networks. Wirel Pers Commun 122:2543\u20132559","journal-title":"Wirel Pers Commun"},{"key":"20408_CR14","doi-asserted-by":"publisher","first-page":"106987","DOI":"10.1016\/j.comnet.2019.106987","volume":"166","author":"S Barmpounakis","year":"2020","unstructured":"Barmpounakis S, Maroulis N, Papadakis M, Tsiatsios G, Soukaras D, Alonistioti N (2020) Network slicing - enabled ran management for 5G: cross layer control based on SDN and SDR. Comput Netw 166:106987","journal-title":"Comput Netw"},{"key":"20408_CR15","doi-asserted-by":"publisher","unstructured":"Yin G, Chen R, Zhang Y (2022) Effective task offloading heuristics for minimizing energy consumption in edge computing. 2022 IEEE international conferences on internet of things (iThings) and IEEE green computing & communications (GreenCom) and IEEE cyber, physical & social computing (CPSCom) and IEEE smart data (SmartData) and IEEE congress on cybermatics (Cybermatics). https:\/\/doi.org\/10.1109\/iThings-GreenCom-CPSCom-SmartData-Cybermatics55523.2022.00069","DOI":"10.1109\/iThings-GreenCom-CPSCom-SmartData-Cybermatics55523.2022.00069"},{"key":"20408_CR16","doi-asserted-by":"publisher","first-page":"116","DOI":"10.1016\/j.ins.2020.05.057","volume":"537","author":"Z Tong","year":"2020","unstructured":"Tong Z, Deng X, Ye F, Basodi S, Xiao X, Pan Y (2020) Adaptive computation offloading and resource allocation strategy in a mobile edge computing environment. Info Sci 537:116\u2013131","journal-title":"Info Sci"},{"key":"20408_CR17","doi-asserted-by":"publisher","first-page":"4800","DOI":"10.1109\/TII.2019.2951206","volume":"16","author":"Y Ding","year":"2020","unstructured":"Ding Y, Liu C, Zhou X, Liu Z, Tang Z (2020) A code-oriented partitioning computation offloading strategy for multiple users and multiple mobile edge computing servers. IEEE Trans Industrial Info 16:4800\u20134810","journal-title":"IEEE Trans Industrial Info"},{"key":"20408_CR18","doi-asserted-by":"publisher","first-page":"53","DOI":"10.2753\/JEC1086-4415160403","volume":"16","author":"L Zhao","year":"2012","unstructured":"Zhao L, Lu Y, Gupta S (2012) Disclosure intention of location-related information in location-based social network services. Int J Electron Commerce 16:53\u201390","journal-title":"Int J Electron Commerce"},{"key":"20408_CR19","doi-asserted-by":"publisher","first-page":"1010","DOI":"10.3390\/electronics9061010","volume":"9","author":"PW Khan","year":"2020","unstructured":"Khan PW, Abbas K, Shaiba H, Muthanna A, Abuarqoub A, Khayyat M (2020) Energy efficient computation offloading mechanism in Multi-server mobile edge computing\u2014an integer linear optimization approach. Electronics 9:1010","journal-title":"Electronics"},{"key":"20408_CR20","doi-asserted-by":"publisher","unstructured":"Mahmoodi SE, Subbalakshmi KP, Uma RN (2019) Spectrum-aware mobile computing using cognitive networks. Handbook Cognitive Radio 749-775. https:\/\/doi.org\/10.1007\/978-981-10-1394-2_22","DOI":"10.1007\/978-981-10-1394-2_22"},{"key":"20408_CR21","doi-asserted-by":"publisher","unstructured":"Li K (2019) Computation offloading strategy optimization with multiple heterogeneous servers in mobile edge computing. IEEE Trans Sustain Comput. https:\/\/doi.org\/10.1109\/TSUSC.2019.2904680","DOI":"10.1109\/TSUSC.2019.2904680"},{"key":"20408_CR22","doi-asserted-by":"publisher","first-page":"105345","DOI":"10.1016\/j.engappai.2022.105345","volume":"116","author":"R Aron","year":"2022","unstructured":"Aron R, Abraham A (2022) Resource scheduling methods for cloud computing environment: the role of meta-heuristics and artificial intelligence. Eng Appl Artificial Intell 116:105345","journal-title":"Eng Appl Artificial Intell"},{"key":"20408_CR23","doi-asserted-by":"publisher","first-page":"2238","DOI":"10.1109\/JIOT.2020.3026589","volume":"8","author":"S Yu","year":"2021","unstructured":"Yu S, Chen X, Zhou Z, Gong X, Wu D (2021) When deep reinforcement learning meets federated learning: intelligent multitimescale resource management for multiaccess edge computing in 5G ultradense network. IEEE Int Things J 8:2238\u20132251","journal-title":"IEEE Int Things J"},{"key":"20408_CR24","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1016\/j.jnca.2018.07.003","volume":"119","author":"X Wan","year":"2018","unstructured":"Wan X, Guan X, Wang T, Bai G, Choi B-Y (2018) Application deployment using microservice and Docker containers: framework and optimization. J Netw Comput Appl 119:97\u2013109","journal-title":"J Netw Comput Appl"},{"key":"20408_CR25","doi-asserted-by":"publisher","first-page":"9837","DOI":"10.1007\/s10462-022-10309-y","volume":"56","author":"B Mohammad HasaniZade","year":"2022","unstructured":"Mohammad HasaniZade B, Mansouri N, Javidi MM (2022) A new hyper-heuristic based on Ant Lion Optimizer and tabu search algorithm for Replica management in cloud environment. Artif Intell Rev 56:9837","journal-title":"Artif Intell Rev"},{"key":"20408_CR26","doi-asserted-by":"publisher","first-page":"1241","DOI":"10.17485\/IJST\/v16i16.308","volume":"16","author":"BR Reddy","year":"2023","unstructured":"Reddy BR, Indiramma M, Nagarathna N (2023) Intelligent particle swarm optimization-based resource provisioning technique in cloud computing. Indian J Sci Tech 16:1241\u20131249","journal-title":"Indian J Sci Tech"},{"key":"20408_CR27","doi-asserted-by":"publisher","first-page":"13065","DOI":"10.1109\/JIOT.2021.3064225","volume":"8","author":"A Naouri","year":"2021","unstructured":"Naouri A, Wu H, Nouri NA, Dhelim S, Ning H (2021) A novel framework for mobile-edge computing by optimizing task offloading. IEEE Int Things J 8:13065\u201313076","journal-title":"IEEE Int Things J"},{"key":"20408_CR28","doi-asserted-by":"publisher","first-page":"734","DOI":"10.3390\/sym13050734","volume":"13","author":"A Alomari","year":"2021","unstructured":"Alomari A, Subramaniam SK, Samian N, Latip R, Zukarnain Z (2021) Resource management in SDN-based cloud and SDN-based fog computing: taxonomy study. Symmetry 13:734","journal-title":"Symmetry"},{"key":"20408_CR29","doi-asserted-by":"publisher","DOI":"10.1007\/s10723-021-09556-0","author":"M Hosseinzadeh","year":"2021","unstructured":"Hosseinzadeh M, Masdari M, Rahmani AM, Mohammadi M, Aldalwie AH, Majeed MK, Karim SH (2021) Improved butterfly optimization algorithm for data placement and scheduling in edge computing environments. J Grid Comput. https:\/\/doi.org\/10.1007\/s10723-021-09556-0","journal-title":"J Grid Comput"},{"key":"20408_CR30","doi-asserted-by":"publisher","first-page":"588","DOI":"10.1109\/TNSE.2020.3046014","volume":"8","author":"S Li","year":"2021","unstructured":"Li S, Sun W, Sun Y, Huo Y (2021) Energy-efficient task offloading using dynamic voltage scaling in mobile edge computing. IEEE Trans Netw Sci Eng 8:588\u2013598","journal-title":"IEEE Trans Netw Sci Eng"},{"key":"20408_CR31","doi-asserted-by":"publisher","first-page":"193","DOI":"10.1016\/j.comcom.2022.04.006","volume":"189","author":"E Karimi","year":"2022","unstructured":"Karimi E, Chen Y, Akbari B (2022) Task offloading in vehicular edge computing networks via deep reinforcement learning. Comput Commun 189:193\u2013204","journal-title":"Comput Commun"},{"key":"20408_CR32","doi-asserted-by":"publisher","unstructured":"Jangiti S, Sri Ram E, Shankar Sriram VS (2018) Aggregated rank in first-fit-decreasing for green cloud computing. Cognitive Info Soft Comput 545-555. https:\/\/doi.org\/10.1007\/978-981-13-0617-4_53","DOI":"10.1007\/978-981-13-0617-4_53"},{"key":"20408_CR33","doi-asserted-by":"publisher","first-page":"99","DOI":"10.1007\/s10586-021-03518-7","volume":"26","author":"SK Zaman","year":"2022","unstructured":"Zaman SK, Jehangiri AI, Maqsood T, ulHaq N, Umar AI, Shuja J, Ahmad Z, Dhaou IB, Alsharekh MF (2022) Limpo: Lightweight mobility prediction and offloading framework using machine learning for mobile edge computing. Cluster Comput 26:99\u2013117","journal-title":"Cluster Comput"},{"key":"20408_CR34","doi-asserted-by":"publisher","unstructured":"Li X, Abdallah M, Suryavansh S, Chiang M, Kim KT, Bagchi S (2022) DAG-based task orchestration for edge computing. 2022 41st Int symposium reliable distributed syst (SRDS). https:\/\/doi.org\/10.1109\/SRDS55811.2022.00013","DOI":"10.1109\/SRDS55811.2022.00013"},{"key":"20408_CR35","doi-asserted-by":"publisher","first-page":"2378","DOI":"10.1109\/TNET.2020.3012410","volume":"28","author":"C Wang","year":"2020","unstructured":"Wang C, Zhang S, Qian Z, Xiao M, Wu J, Ye B, Lu S (2020) Joint server assignment and resource management for edge-based mar system. IEEE\/ACM Trans Netw 28:2378\u20132391","journal-title":"IEEE\/ACM Trans Netw"},{"key":"20408_CR36","doi-asserted-by":"publisher","unstructured":"Shang C, Huang Y, Sun Y, Guizani M (2024) Joint computation offloading and service caching in mobile edge-cloud computing via deep reinforcement learning. IEEE Internet Things J. https:\/\/doi.org\/10.1109\/JIOT.2024.3452117","DOI":"10.1109\/JIOT.2024.3452117"},{"key":"20408_CR37","doi-asserted-by":"publisher","first-page":"5750","DOI":"10.1080\/03772063.2023.2261887","volume":"70","author":"FH Shajin","year":"2024","unstructured":"Shajin FH, Singh LK, Karunkuzhali D (2024) Multimedia computation offloading for 5G networks using the volcano eruption optimization algorithm. IETE J Res 70:5750\u20135758","journal-title":"IETE J Res"},{"key":"20408_CR38","doi-asserted-by":"publisher","unstructured":"Muralidhar K, Shankar SS, Unhelkar B, Chakrabarti T, Chakrabarti P (2024) Intelligent computational offloading for mobile-edge server computing and hybrid optimal resource allocation. Multimed Tools Appl 1-26. https:\/\/doi.org\/10.1007\/s11042-024-18117-y","DOI":"10.1007\/s11042-024-18117-y"},{"key":"20408_CR39","doi-asserted-by":"publisher","first-page":"21632","DOI":"10.1109\/JIOT.2024.3374969","volume":"11","author":"Z Cao","year":"2024","unstructured":"Cao Z, Deng X, Yue S, Jiang P, Ren J, Gui J (2024) Dependent task offloading in edge computing using GNN and deep reinforcement learning. IEEE Internet Things J 11:21632","journal-title":"IEEE Internet Things J"},{"key":"20408_CR40","doi-asserted-by":"publisher","first-page":"3897","DOI":"10.1007\/s11276-021-02768-y","volume":"30","author":"J Ren","year":"2024","unstructured":"Ren J, Hou T, Wang H, Tian H, Wei H, Zheng H, Zhang X (2024) Collaborative task offloading and resource scheduling framework for heterogeneous edge computing. Wirel Netw 30:3897\u20133909","journal-title":"Wirel Netw"},{"key":"20408_CR41","doi-asserted-by":"publisher","first-page":"1993","DOI":"10.1049\/cmu2.12454","volume":"16","author":"Y Zhang","year":"2022","unstructured":"Zhang Y, Chen J, Zhou Y, Yang L, He B, Yang Y (2022) Dependent task offloading with energy-latency tradeoff in Mobile edge computing. IET Commun 16:1993\u20132001","journal-title":"IET Commun"},{"key":"20408_CR42","doi-asserted-by":"publisher","unstructured":"Jalali F, Lynar T, Smith OJ, Kolluri RR, Hardgrove CV, Waywood N, Suits F (2019) Dynamic edge fabric environment: Seamless and automatic switching among resources at the edge of IOT network and cloud. 2019 IEEE Int conference edge comput (EDGE). https:\/\/doi.org\/10.1109\/EDGE.2019.00028","DOI":"10.1109\/EDGE.2019.00028"},{"key":"20408_CR43","doi-asserted-by":"publisher","first-page":"3311","DOI":"10.1109\/TMC.2020.3000041","volume":"20","author":"C Lee","year":"2021","unstructured":"Lee C, Jung J, Chung J-M (2021) DEFT: multipath TCP for high speed low latency communications in 5G networks. IEEE Trans Mobile Comput 20:3311\u20133323","journal-title":"IEEE Trans Mobile Comput"},{"key":"20408_CR44","doi-asserted-by":"publisher","DOI":"10.1007\/s10723-021-09552-4","author":"M Sulaiman","year":"2021","unstructured":"Sulaiman M, Halim Z, Lebbah M, Waqas M, Tu S (2021) An evolutionary computing-based efficient hybrid task scheduling approach for heterogeneous computing environment. J Grid Comput. https:\/\/doi.org\/10.1007\/s10723-021-09552-4","journal-title":"J Grid Comput"},{"key":"20408_CR45","doi-asserted-by":"publisher","unstructured":"Gong M, Ahn S (2020) Computation offloading- based task scheduling in the vehicular communication environment for computation-intensive vehicular tasks. 2020 Int conference artificial intell info commun (ICAIIC). https:\/\/doi.org\/10.1109\/ICAIIC48513.2020.9064975","DOI":"10.1109\/ICAIIC48513.2020.9064975"},{"key":"20408_CR46","doi-asserted-by":"publisher","first-page":"952","DOI":"10.1109\/JSYST.2022.3185011","volume":"17","author":"S Azizi","year":"2022","unstructured":"Azizi S, Othman M, Khamfroush H (2022) DECO: a deadline-aware and energy-efficient algorithm for task offloading in mobile edge computing. IEEE Syst J 17:952\u2013963","journal-title":"IEEE Syst J"},{"key":"20408_CR47","doi-asserted-by":"publisher","first-page":"5738","DOI":"10.1109\/JSYST.2023.3296988","volume":"17","author":"ZY Chai","year":"2023","unstructured":"Chai ZY, Yuan D, Li YL (2023) Multiobjective optimization-based task offloading combined with power and resource allocation in mobile edge computing. IEEE Syst J 17:5738","journal-title":"IEEE Syst J"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-024-20408-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11042-024-20408-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-024-20408-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,2,11]],"date-time":"2025-02-11T21:33:23Z","timestamp":1739309603000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11042-024-20408-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,28]]},"references-count":47,"journal-issue":{"issue":"5","published-online":{"date-parts":[[2025,2]]}},"alternative-id":["20408"],"URL":"https:\/\/doi.org\/10.1007\/s11042-024-20408-3","relation":{},"ISSN":["1573-7721"],"issn-type":[{"type":"electronic","value":"1573-7721"}],"subject":[],"published":{"date-parts":[[2024,10,28]]},"assertion":[{"value":"19 June 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"15 October 2024","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"17 October 2024","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 October 2024","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"All applicable institutional and\/or national guidelines for the care and use of animals were followed.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}},{"value":"For this type of analysis formal consent is not needed.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Informed consent"}},{"value":"The authors declare that they have no potential conflict of interest.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}