A critical review on energy efficient scheduling techniques in cloud computing
The phrase “cloud computing” is new and describes the provisioning and consumption of shared cloud computing resources and services on an as-needed basis through a payment model based on utility principles. However, the data centres needed to host cloud services use a lot of power and put dangerous...
Saved in:
Published in | AIP conference proceedings Vol. 2938; no. 1 |
---|---|
Main Authors | , , |
Format | Journal Article Conference Proceeding |
Language | English |
Published |
Melville
American Institute of Physics
22.12.2023
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | The phrase “cloud computing” is new and describes the provisioning and consumption of shared cloud computing resources and services on an as-needed basis through a payment model based on utility principles. However, the data centres needed to host cloud services use a lot of power and put dangerous emissions into the air. Hence A more environmentally friendly future depends on focusing on energy-efficient cloud scheduling techniques. In the current circumstances, researchers have offered a plethora of energy-efficient algorithms that lower energy efficiency in a cloud. In this study, we examine heuristic and meta-heuristic scheduling methodologies in depth, comparing and contrasting several scheduling approaches that are grounded in computational methods. The current survey paper is useful for researchers in determining the best strategy for cutting down the energy usage. |
---|---|
AbstractList | The phrase “cloud computing” is new and describes the provisioning and consumption of shared cloud computing resources and services on an as-needed basis through a payment model based on utility principles. However, the data centres needed to host cloud services use a lot of power and put dangerous emissions into the air. Hence A more environmentally friendly future depends on focusing on energy-efficient cloud scheduling techniques. In the current circumstances, researchers have offered a plethora of energy-efficient algorithms that lower energy efficiency in a cloud. In this study, we examine heuristic and meta-heuristic scheduling methodologies in depth, comparing and contrasting several scheduling approaches that are grounded in computational methods. The current survey paper is useful for researchers in determining the best strategy for cutting down the energy usage. |
Author | Garg, Ritu Sangwan, Om Prakash Rani, Kavita |
Author_xml | – sequence: 1 givenname: Kavita surname: Rani fullname: Rani, Kavita organization: Department of Computer Science and Engineering, Guru Jambheshwar University of Science and Technology – sequence: 2 givenname: Om Prakash surname: Sangwan fullname: Sangwan, Om Prakash email: sangwan0863@gmail.com organization: Department of Computer Science and Engineering, Guru Jambheshwar University of Science and Technology – sequence: 3 givenname: Ritu surname: Garg fullname: Garg, Ritu email: ritu.59@gmail.com organization: Department of Computer Engineering, National Institute of Technology Kurukshetra |
BookMark | eNotkE1LAzEYhINUsK0e_AcBb8LWfGf3WIpfUPSi4C3sZt-0KdtkzWaV_ntb6mkO8zAzzAxNQgyA0C0lC0oUf5ALQkuqGLlAUyolLbSiaoKmhFSiYIJ_XaHZMOwIYZXW5RS9LbFNPntbdzjBj4dfHAOGAGlzwOCctx5CxoPdQjt2PmxwBrsN_nuEAfuAbRfHFtu478d8dK_Rpau7AW7-dY4-nx4_Vi_F-v35dbVcFz3lPBfAddMw3UKtm1bKRllXMhBguRKSCOaEUlrLRjjOqdaO1LyqhJa8ZI7WUvM5ujvn9imepmSzi2MKx0rDKiI0V6UQR-r-TA3W5zr7GEyf_L5OB0OJOf1lpPn_i_8B3wNeCw |
CODEN | APCPCS |
ContentType | Journal Article Conference Proceeding |
Copyright | Author(s) 2023 Author(s). Published by AIP Publishing. |
Copyright_xml | – notice: Author(s) – notice: 2023 Author(s). Published by AIP Publishing. |
DBID | 8FD H8D L7M |
DOI | 10.1063/5.0181620 |
DatabaseName | Technology Research Database Aerospace Database Advanced Technologies Database with Aerospace |
DatabaseTitle | Technology Research Database Aerospace Database Advanced Technologies Database with Aerospace |
DatabaseTitleList | Technology Research Database |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Physics |
EISSN | 1551-7616 |
Editor | Nayyar, Anand Solanki, Arun Tomar, Pradeep |
Editor_xml | – sequence: 1 givenname: Arun surname: Solanki fullname: Solanki, Arun organization: Gautam Buddha University – sequence: 2 givenname: Pradeep surname: Tomar fullname: Tomar, Pradeep organization: Gautam Buddha University – sequence: 3 givenname: Anand surname: Nayyar fullname: Nayyar, Anand organization: Duy Tan University |
ExternalDocumentID | acp |
Genre | Conference Proceeding |
GroupedDBID | -~X 23M 5GY AAAAW AABDS AAEUA AAPUP AAYIH ABJNI ACBRY ACZLF ADCTM AEJMO AFATG AFHCQ AGKCL AGLKD AGMXG AGTJO AHSDT AJJCW ALEPV ALMA_UNASSIGNED_HOLDINGS ATXIE AWQPM BPZLN F5P FDOHQ FFFMQ HAM M71 M73 RIP RQS SJN ~02 8FD ABJGX ADMLS H8D L7M |
ID | FETCH-LOGICAL-p133t-e37bb27dea7bd55b6cf82e4ec3645042f466775b4f33177f0a399475382f1a573 |
ISSN | 0094-243X |
IngestDate | Sun Jun 29 13:14:56 EDT 2025 Fri Jun 21 00:17:13 EDT 2024 |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 1 |
Language | English |
License | 0094-243X/2023/2938/020001/9/$30.00 Published by AIP Publishing. |
LinkModel | OpenURL |
MeetingName | 2ND ONLINE INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND SUSTAINABLE COMPUTING FOR SMART CITIES: AIS2C2 |
MergedId | FETCHMERGED-LOGICAL-p133t-e37bb27dea7bd55b6cf82e4ec3645042f466775b4f33177f0a399475382f1a573 |
Notes | ObjectType-Conference Proceeding-1 SourceType-Conference Papers & Proceedings-1 content type line 21 |
PQID | 2904736844 |
PQPubID | 2050672 |
PageCount | 9 |
ParticipantIDs | scitation_primary_10_1063_5_0181620 proquest_journals_2904736844 |
PublicationCentury | 2000 |
PublicationDate | 20231222 |
PublicationDateYYYYMMDD | 2023-12-22 |
PublicationDate_xml | – month: 12 year: 2023 text: 20231222 day: 22 |
PublicationDecade | 2020 |
PublicationPlace | Melville |
PublicationPlace_xml | – name: Melville |
PublicationTitle | AIP conference proceedings |
PublicationYear | 2023 |
Publisher | American Institute of Physics |
Publisher_xml | – name: American Institute of Physics |
References | Wieczorek, Prodan, Fahringer (c30) 2005 Beloglazov, Buyya (c7) 2012; 24 Li, Xu, Zhao, Dong, Wang (c54) 2011; 2011 Braun, Siegal, Beck (c24) 2001 Mukhopadhyay, Maulik, Bandyopadhyay, Coello (c18) 2014; 18 Durillo, Vlad, Prodan (c21) 2014; 36 Carretero, Xhafa, Abraham (c58) 2007; 3 Ku, Li, Chen, Liu (c14) 2016; 18 Blythe, Jain, Deelaman, Gil, Vahi, Mandal, Kennedy (c23) 2005; 2 Nikolov, Nikola, Tarassov (c42) 2006; 154 Ghosh (c55) 2017; 8 Vilaplana (c11) 2015; 71 Chen, Zhang (c53) 2009; 39 Sörensen (c50) 2015 Netjinda (c61) 2014; 68 Rani, Garg (c2) 2021; 118 Beheshti, Shamsuddin (c48) 2013 Bianchi, Dorigo, Gambardella, Gutjahr (c51) 2009 Edward, Graham, Coffman (c56) 1972; 1 Ullman (c5) 1975; 10 Kumar, Vidyarthi (c16) 2017; 71 Dogan, Ozguner (c27) 2005 Kumar, Venkatesan (c60) 2019; 22 Vilaplana (c65); 71 Garg, KumarSingh (c20) 2014; 68 Yang, Gerasoulis (c35) 1994; 5 Wu, Gajski (c36) 1990; 1 Topcuoglu, Hariri, Wu (c22) 2002 Zhou (c13) 2017; 86 Akbari, Khonsari, Ghoreyshi (c59) 2020; 13 Coffman, Edward, Graham (c41) 1972; 1 Tao, Feng, Zhang, Liao (c69) 2014; 19 Vasudevan (c71) 2017; 73 Hallawi, Mehnen, He (c71) 2017; 69 Fang, Wang, Gong, Song (c34) 2017; 13 Garg, Singh (c33) 2012 Arianyan, Taheri, Sharifian (c17) 2016; 72 Selvi, Manimegalai (c25) 2015 Alkhashai, Omara (c70) 2016; 9 Yao, Ding, Hao (c73) 2017; 24 Zhou, Wei (c45) 2015; 102 Kim, Browne (c37) 1988; 3 Sih, Lee (c47) 2014; 4 Garg, Singh (c64) 2016; 41 Abawajy, Buyya, Beloglazov (c1) 2012; 28 (c44); 68 Abudhagir, Shanmugavel (c28) 2014 NikolaNikolov, Tarassov (c57) 2006; 154 Netjinda, Sirinaovakul, Achalaku (c15) 2014; 68 Sellami, Ahmed-Nacer, Tiako, Chelouah (c67) 2013; 24 |
References_xml | – volume: 18 start-page: 1384 year: 2016 ident: c14 article-title: Advances in energy harvesting communications: past, present,and future challenges publication-title: IEEE CommunSurvTutor – volume: 24 start-page: 68 year: 2013 ident: c67 article-title: Immune-genetic algorithm for scheduling service workflows with Qos-constraints in cloud computing publication-title: South African J IndEng – volume: 71 start-page: 1817 year: 2015 ident: c11 article-title: An SLA and power-saving scheduling consolidation strategy for shared andheterogeneous clouds publication-title: J Supercomput – start-page: 810 year: 2001 ident: c24 article-title: A comparison of eleven static heuristics for mapping a class of independent tasks onto heterogeneous distributed computing systems publication-title: J. Parallel Distrib. Comput. – volume: 68 start-page: 709 year: 2014 ident: c20 publication-title: The Journal of Supercomputing – start-page: 260 year: 2002 ident: c22 article-title: Performance-effective and low-complexity task scheduling for heterogeneous computing publication-title: Parallel Distrib. Syst. – volume: 13 start-page: 2880 year: 2020 ident: c59 article-title: Thermal-aware virtual machine allocation for heterogeneous cloud data centers – volume: 68 start-page: 410 ident: c44 article-title: bound and evolutionary approach for allocating strings of applications to heterogeneous distributed computing systems publication-title: J Parallel Distrib Comput – volume: 19 start-page: 264 year: 2014 ident: c69 article-title: CLPS-GA: a case libraryand Pareto solution-based hybrid genetic algorithm for energyawarecloud service-scheduling publication-title: Appl Soft Comput J – volume: 8 start-page: 974 year: 2017 ident: c55 article-title: A well-organized energy efficient cloud data center using simulated annealing optimization technique publication-title: Int J Adv Res ComputSci – volume: 68 start-page: 1579 year: 2014 ident: c61 article-title: Cost optimal scheduling in IaaS for dependent workload with particle swarm optimization – volume: 18 start-page: 4 year: 2014 ident: c18 article-title: A survey of multiobjective evolutionary algorithms for data mining publication-title: part I. IEEE Trans EvolComput – start-page: 239 year: 2009 ident: c51 article-title: A survey on metaheuristics for stochastic combinatorial optimization publication-title: Nat. Comput. – start-page: 817 year: 2015 ident: c25 article-title: Task scheduling using two-phase variable neighborhood search algorithm on heterogeneous computing and grid environments publication-title: Arabian J. Sci. Eng. – volume: 3 start-page: 1 year: 2007 ident: c58 article-title: Genetic algorithm based schedulers for grid computing systems publication-title: Int J InnovComputInfControl – volume: 1 start-page: 330 year: 1990 ident: c36 article-title: Hypertool: A Programming Aid for MessagePassing Systems publication-title: IEEE Trans. Parallel and Distributed Systems – start-page: 7087 year: 2014 ident: c28 article-title: A novel dynamic reliability optimized resource scheduling algorithm for grid computing system publication-title: Arabian J Sci. Eng. – start-page: 80 year: 2012 ident: c33 article-title: Reference point based multi-objective optimization to workflow grid scheduling publication-title: Int. J. Appl. Evol. Comput. (IJAEC) – volume: 9 start-page: 91 year: 2016 ident: c70 article-title: An enhanced-task scheduling algorithm on cloud computing environment publication-title: J Grid Distrib-Comput – volume: 73 start-page: 3977 year: 2017 ident: c71 article-title: Profile-based dynamic application assignment with a repairing geneticalgorithm for greener data centers publication-title: J Super-comput – volume: 3 start-page: 8 year: 1988 ident: c37 article-title: A general approach to mapping of parallel computation upon multiprocessor architectures publication-title: In International conference on parallel processing – volume: 10 start-page: 384 year: 1975 ident: c5 article-title: NP-complete scheduling problems publication-title: J. Comput. Syst. Sci. – volume: 154 start-page: 848 year: 2006 ident: c42 article-title: Graph layering by promotion of nodes publication-title: Discrete Applied Mathematics – volume: 102 start-page: 123 year: 2015 ident: c45 article-title: Stochastic thermal-aware real-time task scheduling with considerations of soft errors publication-title: Journal of Systems and Software – volume: 22 start-page: 2179 year: 2019 ident: c60 article-title: Task scheduling in a cloud computing environment using HGPSO algorithm – volume: 5 start-page: 951 year: 1994 ident: c35 article-title: DSC: Scheduling Parallel Tasks on an Unbounded Number of Processors publication-title: IEEE Trans. Parallel and Distributed Systems – volume: 24 start-page: 1397 year: 2012 ident: c7 article-title: Optimal online deterministic algorithms and adaptive heuristics for energy and performance efficient dynamic consolidation of virtual machines in cloud data centers publication-title: ConcurrComputPractExp – volume: 71 start-page: 1817 ident: c65 article-title: An SLA and power-saving scheduling consolidation strategy for shared and heterogeneous louds.- publication-title: J Super-comput – volume: 1 start-page: 200 year: 1972 ident: c41 article-title: Optimal scheduling for two-processor systems publication-title: Actainformatica – volume: 72 start-page: 688 year: 2016 ident: c17 article-title: Novel heuristics for consolidation of virtual machines in cloud data centers using multi-criteria resource management solutions publication-title: J Supercomput – volume: 2011 start-page: 3 year: 2011 ident: c54 article-title: Cloud task schedulingbased on load balancing ant colony optimization publication-title: Sixth AnnuChinagridConf – volume: 69 start-page: 1 year: 2017 ident: c71 article-title: Multi-capacity-combinatorial ordering G.A. in application to cloud resources-allocation and efficient virtual machines-consolidation publication-title: Future GenerSComputSyst – volume: 1 start-page: 200 year: 1972 ident: c56 article-title: Optimal scheduling for two-processor systems publication-title: Actainformatica – volume: 86 start-page: 836 year: 2017 ident: c13 article-title: Minimizing SLA violation and power consumption in cloud data centers using adaptive energy-aware algorithms publication-title: Future GenerComputSyst – volume: 118 start-page: 679 year: 2021 ident: c2 article-title: A Survey of Thermal Management in Cloud Data Centre: Techniques and Open Issues – start-page: 56 year: 2005 ident: c30 article-title: Scheduling of scientific workflows in the ASKALON grid environment publication-title: ACM SIGMOD Record – volume: 28 start-page: 755 year: 2012 ident: c1 article-title: Energy-Aware Resource Allocation Heuristics for Efficient Management of Data Centers for Cloud Computing publication-title: Future Generation Computer Systems (FGCS) – volume: 36 start-page: 221 year: 2014 ident: c21 publication-title: Future Generation Computer Systems – volume: 24 start-page: 1050 year: 2017 ident: c73 article-title: Multi-objective workflow-scheduling in cloud system based on cooperative multi-swarm optimization algorithm publication-title: Journal of Central South University – volume: 39 start-page: 29 year: 2009 ident: c53 article-title: An ant colony optimization approach toa grid workflow scheduling problem with various QoSrequirements publication-title: IEEE Trans Syst Man Cybern Part C (Appl Rev – start-page: 3 year: 2015 ident: c50 article-title: Metaheuristics the metaphor exposed publication-title: Intl. Trans. Oper. Res. – volume: 2 start-page: 759 year: 2005 ident: c23 article-title: Task scheduling strategies for workflow-based applications in grids publication-title: Proceedings of the fifth IEEE international symposium on cluster computing and the grid (CCGrid’05) – start-page: 300 year: 2005 ident: c27 article-title: Bi-objective scheduling algorithms for execution time reliability trade-off in heterogeneous computing systems publication-title: Comput. J – volume: 71 start-page: 73 year: 2017 ident: c16 article-title: An energy-aware cost-effective scheduling framework for heterogeneous cluster system publication-title: Future GenerComputSyst – volume: 41 start-page: 495 year: 2016 ident: c64 article-title: Energy-aware-workflow scheduling in grid under QoSconstraints publication-title: Arabian Journal for Science-and Engineering – volume: 4 start-page: 175 year: 2014 ident: c47 article-title: A Compile Time Scheduling Heuristic for Interconnection Constrained Heterogeneous Processor Architectures publication-title: IEEE Transactions on Parallel and Distributed Systems – start-page: 1 year: 2013 ident: c48 article-title: A review of population-based meta-heuristic algorithms publication-title: Int. JAdv. Soft Comput. Appl – volume: 13 start-page: 2260 year: 2017 ident: c34 article-title: Thermal-aware energy management of anHPC datacenter via two-time-scale control – volume: 154 start-page: 848 year: 2006 ident: c57 article-title: Graph layering by promotion of nodes publication-title: Discrete Applied Mathematics – volume: 68 start-page: 1579 year: 2014 ident: c15 article-title: Cost optimal scheduling in IaaS for dependentworkload with particle swarm optimization publication-title: JSupercomput |
SSID | ssj0029778 |
Score | 2.3411725 |
Snippet | The phrase “cloud computing” is new and describes the provisioning and consumption of shared cloud computing resources and services on an as-needed basis... |
SourceID | proquest scitation |
SourceType | Aggregation Database Publisher |
SubjectTerms | Algorithms Cloud computing Data centers Energy consumption Heuristic methods Heuristic scheduling Provisioning |
Title | A critical review on energy efficient scheduling techniques in cloud computing |
URI | http://dx.doi.org/10.1063/5.0181620 https://www.proquest.com/docview/2904736844 |
Volume | 2938 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnZ3fa9swEMdFlzLWt7brWH9sCNq34s3Wbz-G_qAbaVZYAnkzlizDYDhhdV761_ckW3K6lsH6YoIxSriPoruz7ntC6IzYWvLaEahomjCVc9fyliQm1TmrBLUqdWrk26m4mbPvC74YjuD06pJWfzEPL-pKXkMV7gFXp5L9D7JxULgBn4EvXIEwXJ8zftHVjL_ducLx0Cx2eOZ-cy6Mz0040SBIVZpz26n-rO8h4SoCIM8Fv-Pl6bGzq6-WNb-Xay9-W63b8PX9iwJCXdEFGdLKuAP0pArB15mazfeCkO8lhPlDesFB9KsizxIpOlFkWDYhTlB_T5Bn6zEEQGBE1xlVZYKkg9MJG-3TH8X1fDIpZleL2Ru0TahUbIS2x5e3k58xcYYYtfOo_U8LHaIE_RqHfpIhvIPwoatk2AgWZrvoYJBR4rtIZA9t2WYfve1t8R5NxzhgwR0WvGxwhwVHLHjAggcs-FeDPRYcsRyg-fXV7OIm6Y-3SFYZpW1iqdSayMqWUleca2FqRSyzxu0Mw1paMyGk5JrVFII8WaclBJMM0ktF6qzkkn5Ao2bZ2I8Il5AVQqJfGpUqlutSw6BC5FWVmYrBX-4QnQTjFP38vS9InjJJhWLsEJ1GgxWrrstJ4asTBC140Vv46N-DHKOdYdadoFH7Z20_QcDW6s89z0f_LUQV |
linkProvider | EBSCOhost |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=proceeding&rft.title=AIP+conference+proceedings&rft.atitle=A+critical+review+on+energy+efficient+scheduling+techniques+in+cloud+computing&rft.date=2023-12-22&rft.pub=American+Institute+of+Physics&rft.issn=0094-243X&rft.eissn=1551-7616&rft.volume=2938&rft.issue=1&rft_id=info:doi/10.1063%2F5.0181620&rft.externalDBID=NO_FULL_TEXT |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0094-243X&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0094-243X&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0094-243X&client=summon |