{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,25]],"date-time":"2026-06-25T17:17:18Z","timestamp":1782407838695,"version":"3.54.5"},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2024,2,22]],"date-time":"2024-02-22T00:00:00Z","timestamp":1708560000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,2,22]],"date-time":"2024-02-22T00:00:00Z","timestamp":1708560000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"Industrial field of general projects of science and Technology Department of Shaanxi Province","award":["2023-YBGY-203"],"award-info":[{"award-number":["2023-YBGY-203"]}]},{"name":"Industrialization Project of Shaanxi Provincial Department of Education","award":["21JC017"],"award-info":[{"award-number":["21JC017"]}]},{"name":"Key research and development projects in Xianyang City","award":["L2023-ZDYF-QYCX-021"],"award-info":[{"award-number":["L2023-ZDYF-QYCX-021"]}]},{"name":"Natural Science Foundation of Shannxi Province","award":["2021JLM-16"],"award-info":[{"award-number":["2021JLM-16"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"crossref","award":["61872284"],"award-info":[{"award-number":["61872284"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"crossref"}]},{"name":"National Key R&D Program Project","award":["2019YFD1100901"],"award-info":[{"award-number":["2019YFD1100901"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Cluster Comput"],"published-print":{"date-parts":[[2024,8]]},"DOI":"10.1007\/s10586-024-04267-z","type":"journal-article","created":{"date-parts":[[2024,2,22]],"date-time":"2024-02-22T12:18:20Z","timestamp":1708604300000},"page":"6119-6144","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Design and realization of hybrid resource management system for heterogeneous cluster"],"prefix":"10.1007","volume":"27","author":[{"given":"Qinlu","family":"He","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fan","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Genqing","family":"Bian","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Weiqi","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhen","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2024,2,22]]},"reference":[{"key":"4267_CR1","unstructured":"http:\/\/www.gov.cn\/xinwen\/2020-09\/29\/5548176\/files\/1c6b4a2ae06c4ffc8bccb49da353495e.pdf, 2020-09-29."},{"key":"4267_CR2","unstructured":"https:\/\/www.seagate.com\/cn\/zh\/our-story\/data-age-2025\/."},{"key":"4267_CR3","unstructured":"Dean, J., Ghemawat, S., MapReduce: Simplified data processing on large clusters. In Proceedings of the 6th Conference on Symposium on Opearting Systems De-sign & Implementation-Volume 6 (2004), OSDI\u201904, USENIX Association, pp.10\u201310."},{"key":"4267_CR4","unstructured":"Apache Hadoop Project. http:\/\/hadoop.apache.org\/."},{"key":"4267_CR5","unstructured":"Zaharia, M., Das, T., Li, H., Shenker, S., Stoica, I.: Discretized streams: Fault-tolerant streaming computation at scale. In Proceedings of the 24th ACM Symposium on Operating Systems Principles. ACM, 2023."},{"key":"4267_CR6","unstructured":"Apache Storm. http:\/\/storm.apache.org\/."},{"issue":"439","key":"4267_CR7","first-page":"455","volume":"13","author":"D Murray","year":"2023","unstructured":"Murray, D., McSherry, F., Isaacs, R., Isard, M., Barham, P., Abadi, M.: Naiad: a timely dataflow system. In SOSP 13(439), 455 (2023)","journal-title":"In SOSP"},{"issue":"2","key":"4267_CR8","doi-asserted-by":"publisher","first-page":"1414","DOI":"10.14778\/1687553.1687568","volume":"2","author":"AF Gates","year":"2019","unstructured":"Gates, A.F., et al.: Building a high-level dataflow system on top of map-reduce: the pig ex-perience. Proc. VLDB Endow. 2(2), 1414\u20131425 (2019)","journal-title":"Proc. VLDB Endow."},{"key":"4267_CR9","unstructured":"Google. DataFlow SDK. https:\/\/github.com\/GoogleCloudPlatform\/DataflowJavaSDK."},{"key":"4267_CR10","unstructured":"Google. Google Cloud DataFlow. https:\/\/cloud.google.com\/dataflow\/."},{"key":"4267_CR11","unstructured":"Akidau, T., Bradshaw, R., Chambers, C., Chernyak, S., Fern\u00b4andez-Moctezuma, R.J., Lax, R., McVeety, S., Mills, D., Perry, F., Schmidt, E., et al.: The dataflow model: a practical approach tobalancing correctness, latency, and cost in massive-scale, unbounded, out-of-order data processing. VLDB, 2019."},{"key":"4267_CR12","first-page":"24","volume-title":"Dominant resource fairness: fair allocation of multiple resource types[C] \/\/Proc of the 8th USENIX Symp on Networked Systems Design and Implementation","author":"A Ghodsi","year":"2021","unstructured":"Ghodsi, A., Zaharia, M., Hindman, B., et al.: Dominant resource fairness: fair allocation of multiple resource types[C] \/\/Proc of the 8th USENIX Symp on Networked Systems Design and Implementation, pp. 24\u201334. USENIX Association, Berkeley (2021)"},{"key":"4267_CR13","unstructured":"Reed, F.J., ZooKeeper, B.: Distributed Process Coordination[M]\/\/ZooKeeper: Distribut-ed Process Coordination. O\u2019Reilly Media, Inc. 2022."},{"key":"4267_CR14","unstructured":"APACHE. Hadoop on demand. http:\/\/goo.gl\/px8Yd, 2007. Accessed 20 Jun 2021."},{"key":"4267_CR15","first-page":"5","volume-title":"Apache Hadoop YARN: yet another re-source negotiator[C]\/\/Proc of the 4th ACM Symp on Cloud Computing","author":"VK Vavilapalli","year":"2022","unstructured":"Vavilapalli, V.K., Murthy, A.C., Douglas, C., et al.: Apache Hadoop YARN: yet another re-source negotiator[C]\/\/Proc of the 4th ACM Symp on Cloud Computing, pp. 5\u201320. ACM, New York (2022)"},{"key":"4267_CR16","first-page":"22","volume-title":"Mesos: a platform for fine-grained resource sharing in the data center[C] \/\/Proc of the 8th USENIX Symp on Networked Systems De-sign and Implementation","author":"B Hindman","year":"2021","unstructured":"Hindman, B., Konwinski, A., Zaharia, M., et al.: Mesos: a platform for fine-grained resource sharing in the data center[C] \/\/Proc of the 8th USENIX Symp on Networked Systems De-sign and Implementation, pp. 22\u201335. USENIX Association, Berkeley, CA (2021)"},{"key":"4267_CR17","first-page":"351","volume-title":"Omega: flexible, scalable schedulers for large compute clusters[C]\/\/Proc of the 8th ACM European Conf on Computer Systems","author":"M Schwarzkopf","year":"2022","unstructured":"Schwarzkopf, M., Konwinski, A., Abd-El-Malek, M., et al.: Omega: flexible, scalable schedulers for large compute clusters[C]\/\/Proc of the 8th ACM European Conf on Computer Systems, pp. 351\u2013364. ACM, New York (2022)"},{"key":"4267_CR18","first-page":"285","volume-title":"Apollo: scalable and coordinated scheduling for cloud-scale computing[C]\/\/Proc of the 11th USENIX Symp on Operating Systems Design and Implementation","author":"E Boutin","year":"2021","unstructured":"Boutin, E., Ekanayake, J., Wei, L., et al.: Apollo: scalable and coordinated scheduling for cloud-scale computing[C]\/\/Proc of the 11th USENIX Symp on Operating Systems Design and Implementation, p. 285. USENIX Association, Berkeley, CA (2021)"},{"key":"4267_CR19","doi-asserted-by":"crossref","unstructured":"Shvachko, K., Kuang, H., Radia, S., Chansler, R.: The Hadoop distributed file system, in Proc. IEEE 26th Symp. Mass Storage Syst. Technol., 2020, pp. 1\u201310.","DOI":"10.1109\/MSST.2010.5496972"},{"key":"4267_CR20","doi-asserted-by":"crossref","unstructured":"Capit, N., Da Costa, G., Georgiou, Y., Huard, G., Martin, C., Mounie, G., Neyron, P., Richard, O.: A batch scheduler with high level components. In Cluster Computing and the Grid, 2022. CCGrid 2022. IEEE International Symposium on, volume 2, pages 776\u2013783 Vol. 2, 2022.","DOI":"10.1109\/CCGRID.2005.1558641"},{"key":"4267_CR21","volume-title":"Corealgorithms of the maui scheduler. In Revised Papers from the 7th International Workshop on Job Scheduling Strategies for Parallel Processing, JSSPP \u201801, 87\u2013102","author":"D Jackson","year":"2021","unstructured":"Jackson, D., Snell, Q., Clement, M.: Corealgorithms of the maui scheduler. In Revised Papers from the 7th International Workshop on Job Scheduling Strategies for Parallel Processing, JSSPP \u201801, 87\u2013102. Springer, Berlin (2021)"},{"key":"4267_CR22","first-page":"69","volume-title":"Sparrow: distributed, low latency scheduling[C] \/\/Proc of the 24th ACM Symp on Operating Systems Principles","author":"K Ousterhout","year":"2013","unstructured":"Ousterhout, K., Wendell, P., Zaharia, M., et al.: Sparrow: distributed, low latency scheduling[C] \/\/Proc of the 24th ACM Symp on Operating Systems Principles, pp. 69\u201384. ACM, New York (2013)"},{"key":"4267_CR23","unstructured":"Delimitrou, C., Sanchez, D., Kozyrakis, C., Tarcil: reconciling scheduling speed and quality in large shared clusters. In SoCC, 2019."},{"key":"4267_CR24","first-page":"485","volume-title":"Mercury: hybrid centralized and distributed schedul-ing in large shared clusters[C] \/\/Proc of the 2015 USENIX Annual Technical Conf","author":"K Karanasos","year":"2021","unstructured":"Karanasos, K., Rao, S., Curino, C., et al.: Mercury: hybrid centralized and distributed schedul-ing in large shared clusters[C] \/\/Proc of the 2015 USENIX Annual Technical Conf, pp. 485\u2013497. USENIX Association, Berkeley (2021)"},{"key":"4267_CR25","first-page":"497","volume-title":"Job-aware scheduling in eagle: divide and stick to your probes[C] \/\/ Proc of the 7th ACM Symp on Cloud Computing","author":"P Delgado","year":"2021","unstructured":"Delgado, P., Didona, D., Dinu, F., et al.: Job-aware scheduling in eagle: divide and stick to your probes[C] \/\/ Proc of the 7th ACM Symp on Cloud Computing, pp. 497\u2013509. ACM, New York (2021)"},{"key":"4267_CR26","first-page":"499","volume-title":"Hawk: Hybrid datacenter scheduling[C] \/\/Proc of the 2015 USENIX Annual Technical Conf","author":"P Delgado","year":"2021","unstructured":"Delgado, P., Dinu, F., Kermarrec, A.M., et al.: Hawk: Hybrid datacenter scheduling[C] \/\/Proc of the 2015 USENIX Annual Technical Conf, pp. 499\u2013510. USENIX Association, Berkeley (2021)"},{"key":"4267_CR27","unstructured":"Carbone, P., Ewen, S., Haridi, S., Katsifodimos, A., Markl, V., Tzoumas, K.: Apache flink: stream and batch processing in a singleengine. IEEE Data Eng. Bullet.28 (2015)"},{"key":"4267_CR28","unstructured":"Zaharia, M., Chowdhury, M., Franklin, M.J., Shenker, S., Stoica.Spark, I.: Cluster com-puting with working sets. HotCloud, 2020."},{"key":"4267_CR29","unstructured":"Libprocess. https:\/\/github.com\/3rdparty\/libprocess."},{"key":"4267_CR30","unstructured":"Protocol Buffers. https:\/\/developers.google.cn\/protocol-buffers?hl=zh-cn."},{"key":"4267_CR31","doi-asserted-by":"publisher","unstructured":"Fan, Z., Qiu, F., Kaufman, A., Yoakum-Stover, S.: GPU cluster for high performance computing. In: Proceedings of the ACM\/IEEE conference on supercomputing, Pittsburgh, PA, USA, pp 47\u201353. (2019) https:\/\/doi.org\/10.1109\/SC.2019.26","DOI":"10.1109\/SC.2019.26"}],"container-title":["Cluster Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10586-024-04267-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10586-024-04267-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10586-024-04267-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,12]],"date-time":"2024-11-12T07:54:23Z","timestamp":1731398063000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10586-024-04267-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,2,22]]},"references-count":31,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2024,8]]}},"alternative-id":["4267"],"URL":"https:\/\/doi.org\/10.1007\/s10586-024-04267-z","relation":{},"ISSN":["1386-7857","1573-7543"],"issn-type":[{"value":"1386-7857","type":"print"},{"value":"1573-7543","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,2,22]]},"assertion":[{"value":"22 July 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 January 2024","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 January 2024","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 February 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":"I declare that the authors have no competing interests as defined by Springer, or other interests that might be perceived to influence the results and\/or discussion reported in this paper.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}},{"value":"I have read and understood the publishing policy, and submit this manuscript in accordance with this policy.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}}]}}