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南京理工大學(xué)副教授、碩士生導(dǎo)師；分別于2009年和2015年在東南大學(xué)獲得學(xué)士和博士學(xué)位，獲江蘇省計(jì)算機(jī)學(xué)會優(yōu)博；澳大利亞墨爾本大學(xué)訪問學(xué)者；
工作經(jīng)歷
2018.6-至今 南京理工大學(xué) 計(jì)算機(jī)科學(xué)與工程學(xué)院 副教授；
2015.8-2018.5 南京理工大學(xué) 計(jì)算機(jī)科學(xué)與工程學(xué)院 講師；
訪學(xué)經(jīng)歷
2019.9-2020.09 澳大利亞 墨爾本大學(xué) （The University of Melbourne）訪問學(xué)者
教育經(jīng)歷
2009.9.1 – 2015.6.9 東南大學(xué) 計(jì)算機(jī)科學(xué)與工程學(xué)院 碩博連讀，（獲 2016年江蘇省計(jì)算機(jī)學(xué)會優(yōu)秀博士學(xué)位論文獎）；
2005.9.1 – 2009.6.7 東南大學(xué) 計(jì)算機(jī)科學(xué)與工程學(xué)院，學(xué)士；
獲獎、榮譽(yù)稱號
2016年 江蘇省計(jì)算機(jī)學(xué)會 優(yōu)秀博士學(xué)位論文獎
社會、學(xué)會及學(xué)術(shù)兼職
中國計(jì)算機(jī)學(xué)會服務(wù)計(jì)算專委會、分布式計(jì)算專委會、協(xié)同計(jì)算專委會委員；中國仿真學(xué)會智能仿真優(yōu)化與調(diào)度專委會委員； 江蘇省計(jì)算機(jī)學(xué)會體系結(jié)構(gòu)專委會委員；中國計(jì)算機(jī)學(xué)會服務(wù)計(jì)算專委會秘書。
CCF C 類會議 CCGrid 2021 的Publicity Co-Chairs 和 IEEE Cloud 2022 的PC member。
IEEE Transactions on Cloud Computing，IEEE Transactions on Automation Science and Engineering，F(xiàn)uture Generation Computer Systems, Journal of Grid Computing 和 Concurrency and Computation: Practice and Experience等多個(gè)國際期刊審稿人。
科研項(xiàng)目
主持的科研項(xiàng)目：
[1] 國家自然基金面上項(xiàng)目：基于深度強(qiáng)化學(xué)習(xí)的網(wǎng)狀服務(wù)系統(tǒng)云計(jì)算異構(gòu)資源租賃與調(diào)度，2020-2023，主持，已結(jié)題
[2] 國家自然科學(xué)基金（青年基金）：具有隨機(jī)執(zhí)行時(shí)間的批任務(wù)工作流云資源彈性租賃與調(diào)度方法，2017/01-2019/12，主持，已結(jié)題
[3] 江蘇省自然科學(xué)基金（青年基金）：云計(jì)算環(huán)境下基于競價(jià)實(shí)例的批任務(wù)工作流調(diào)度方法，2016/07-2019/06，主持，已結(jié)題
[4] 南京理工大學(xué)自主科研專項(xiàng)：基于負(fù)載預(yù)測的批任務(wù)工作流云資源調(diào)度方法，2019/01-2020/12，主持，已結(jié)題
[5] 江蘇省社會安全圖像與視頻理解重點(diǎn)實(shí)驗(yàn)室開放課題：視頻、圖像處理工作流應(yīng)用的云資源租賃方法，2016/01-2017/12，主持，已結(jié)題
[6] 東南大學(xué)計(jì)算機(jī)網(wǎng)絡(luò)和信息集成教育部重點(diǎn)實(shí)驗(yàn)室開放課題：在線批任務(wù)工作流應(yīng)用云資源租賃與調(diào)度方法，2016/06至2018/05，主持，已結(jié)題
其他企業(yè)橫向：
[1] 企業(yè)橫向：基于大模型的建筑行業(yè)決策方法研究，2024/12 -2025/12，主持，在研
[2] 華為技術(shù)有限公司 委托課題 1項(xiàng)，為主參與，已結(jié)題
略
發(fā)表論文
1.已發(fā)表期刊論文：
Z. Cai, H. Wu, X. Jiang, X. Li and R. Buyya, "Deep Learning and Feedback Control Based Container Auto-scaling for Cloud Native Micro-services," in IEEE Transactions on Services Computing, doi: 10.1109/TSC.2025.3596887. (CCF A)
Y. Lei, Z. Cai, X. Li and R. Buyya, "State Space Model and Queuing Network Based Cloud Resource Provisioning for Meshed Web Systems," in IEEE Transactions on Parallel and Distributed Systems, vol. 33, no. 12, pp. 3787-3799, 1 Dec. 2022, doi: 10.1109/TPDS.2022.3170834. (CCF A)
Z. Cai and R. Buyya, "Inverse Queuing Model-Based Feedback Control for Elastic Container Provisioning of Web Systems in Kubernetes," in IEEE Transactions on Computers, vol. 71, no. 2, pp. 337-348, 1 Feb. 2022, doi: 10.1109/TC.2021.3049598. (CCF A)
Hang Wu, Zhicheng Cai, Yamin Lei, Jian Xu & Rajkumar Buyya. Adaptive processing rate based container provisioning for meshed Micro-services in Kubernetes Clouds. CCF Transactions on High Performance Computing, 4, 165–181 (2022). https://doi.org/10.1007/s42514-022-00096-x (CCF C)
Cai, Z, Liu, D, Lu, Y, Buyya, R. Unequal-interval based loosely coupled control method for auto-scaling heterogeneous cloud resources for web applications. Concurrency Computat Pract Exper. 2020; 32:e5926. https://doi.org/10.1002/cpe.5926 (CCF C)
Zhicheng Cai#*,Xiaoping Li, Ruben Ruiz, Qianmu Li. Price forecasting for spot instances in Cloud computing[J]. Future Generation Computer Systems, Volume 79, Part 1, February 2018, Pages 38-53 (中科院分區(qū)大類2區(qū)，CCF C類期刊)
Zhicheng Cai#*, Xiaoping Li, Ruben Ruiz, Resource provisioning for task-batch based workflows with deadlines in public clouds, IEEE Transactions on Cloud Computing, 7(3) 814-826, 2019 (中科院分區(qū)大類2區(qū)，Top期刊)。
Zhicheng Cai#*, Xiaoping Li* and Gupta, J.N.D. Heuristics for provisioning services to workflows in XaaS Clouds, IEEE Transactions on Services Computing, 9 (2) (2016) 250–263 (CCF A 類期刊，中科院分區(qū)大類2區(qū)，Top期刊)
Xiaoping Li and Zhicheng Cai*. Elastic resource provisioning for Cloud workflow applications, IEEE Transactions on Automation Science and Engineering, 14(2)(2017) 1195- 1210. (CCF B類期刊，中科院分區(qū)大類2區(qū))
Zhicheng Cai#*,Xiaoping Li, Ruben Ruiz, Qianmu Li. A delay-based dynamic scheduling algorithm for bag-of-task workflows with stochastic task execution times in clouds, Future Generation Computer Systems, 71 (2017) 57-72 (中科院分區(qū)大類2區(qū)，CCF C類期刊)
Zhicheng Cai#*,Qianmu Li, Xiaoping Li. Elasticsim: A toolkit for simulating workflows with cloud resource runtime auto-scaling and stochastic task execution times, Journal of Grid Computing, 15(2) 257–272, 2017 (CCF C類期刊)
2.發(fā)表的部分國際會議論文：
(1) Zhicheng Cai, Xinyu Zhu, Yuehui Zheng, Duan liu, and Lei Xu. A caching-based parallel FP-Growth in Apache Spark, 18th International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP 2018, CCF C類會議), accepted
(2) Duan Liu, Zhicheng Cai and Xiaoping Li. Hidden Markov Model based Spot price prediction for Cloud Computing, IEEE International Symposium on Parallel and Distributed Processing with Applications (ISPA 2017, CCF C類會議)，2017.12.12-12.15, pages:996-1003
(3) Zhicheng Cai, Xiaoping Li and Gupta, J.N.D. Critical path-based iterative heuristic for workflow scheduling in utility and cloud computing, 11th International Conference on Service Oriented Computing (ICSOC 2013，CCF B 類會議), LNCS Volume 8274, 2013, pages: 207-221
(4) Zhicheng Cai, Xiaoping Li and Gupta, J.N.D. Bi-direction adjust heuristic for workflow scheduling in clouds, 19th IEEE International Conference on Parallel and Distributed Systems, （ICPADS 2013，CCF C 類會議)，Seoul，2013.11.15-11.18，pages:94 - 101
(5) Zhicheng Cai and Xiaoping Li. A hybrid genetic algorithm for resource-constrained multi-project scheduling problem with resource transfer time, IEEE International Conference on Automation Science and Engineering, CASE 2012, Seoul,2012.08.20-08.24,pages:569-574
(6) Zhicheng Cai and Xiaoping Li. Dynamic programming for services scheduling with start time constraints in distributed collaborative manufacturing systems, IEEE International Conference on Systems, Man, and Cybernetics, SMC 2012, Seoul,2012.10.14-10.17,pages: 803 - 808
(7) Duan Liu(#); Zhicheng Cai(*); Yifei Lu, Spot Price Prediction Based Dynamic Resource Scheduling for Web Applications, 2019 Seventh International Conference on Advanced Cloud and Big Data (CBD), Suzhou, 2019.9.21-2019.9.22.（最佳應(yīng)用論文）
(8) Pengfei Sun(#); Zhicheng Cai(*); Duan Liu, Budget Constraint Bag-of-Task Based Workflow Scheduling in Public Clouds, 14th CCF Conference on Computer Supported Cooperative Work and Social Computing, ChineseCSCW 2019, Kunming, China, 2019.8.16-2019.8.18.（最佳學(xué)生論文）
(9) Yamin Lei, Zhicheng Cai*, Hang Wu, Rajkumar Buyya, "Cloud Resource Provisioning and Bottleneck Eliminating for Meshed Web Systems," 2020 IEEE 13th International Conference on Cloud Computing (CLOUD), Beijing, China, 2020, pp. 512-516, doi: 10.1109/CLOUD49709.2020.00076.
(10) Yipei Fang, Zhicheng Cai, "Reinforcement Learning based Heterogeneous Resource Provisioning for Cloud Web Applications," 2020 IEEE 22nd International Conference on High Performance Computing and Communications (HPCC-2020), Yanuca Island, Cuvu, Fiji, 2020, pp. 206-213, doi: 10.1109/HPCC-SmartCity-DSS50907.2020.00026.
(11) Tariq Ali Arain; Xiangjie Huang; Zhicheng Cai; Jian Xu; Multi-objective Optimization of Ticket Assignment Problem in Large Data Centers, CCF Conference on Computer Supported Cooperative Work and Social Computing (ChineseCSCW 2021, 2022年7月正式發(fā)表), Xiangtan, China, 2021-11-26至2021-11-28. EI.
(12) Dong Wen; Lixin Zhu; Jian Xu; Zhicheng Cai; Elastic Container Scheduling for Stochastically Arrived Workflows in Cloud and Edge Computing, CCF Conference on Computer Supported Cooperative Work and Social Computing (ChineseCSCW 2021, 2022年7月正式發(fā)表), Xiangtan, China, 2021-11-26至2021-11-28. EI.
(13) Xu Jiang; Zhicheng Cai, Performance Curve Profiling and Gated Recurrent Unit Based State Detection for Cloud Native Microservices, CCF ICSS 2023, vol 1844. Springer, Singapore. https://doi.org/10.1007/978-981-99-4402-6_19.
(14) Xing Ma; Zhicheng Cai, Environment-Aware Work Load Prediction In Edge Computing, CCF ICSS 2023, vol 1844. Springer, Singapore. https://doi.org/10.1007/978-981-99-4402-6_3.
(15) Xuan Sun, Bo Cui, Zhicheng Cai, Deep Q-learning based circuit breaking method for micro-services in Cloud native systems, ChineseCSCW 2023, vol 2012. Springer, Singapore. https://doi.org/10.1007/978-981-99-9637-7_26.
(16) Chen, M., Cai, Z. (2025). Multi-graph Embedding and GRU Based Prediction for Mesh Microservice in Edge Computing. In: Sun, H., et al. Computer Supported Cooperative Work and Social Computing. ChineseCSCW 2024. Communications in Computer and Information Science, vol 2344. Springer, Singapore. https://doi.org/10.1007/978-981-96-2376-1_32
3. 中文期刊
(1)朱星宇(#); 蔡志成(*); 劉段; 徐建; 李小平, Spark平臺下的分布式函數(shù)依賴發(fā)現(xiàn)算法, 小型微型計(jì)算機(jī)系統(tǒng), 2020, 41(8):1569-1575 ，CCF B.
(2)柳雪妍, 蔡志成, 徐建. 面向 Kubernetes 的容器混合伸縮方法[J]. 計(jì)算機(jī)與數(shù)字工程, 2023(11).（CCF C 類中文期刊）
(3)黃相杰，蔡志成，徐建. 基于深度強(qiáng)化學(xué)習(xí)的云原生網(wǎng)狀微服務(wù)容器調(diào)度方法[J]. 計(jì)算機(jī)與數(shù)字工程.（已錄用，CCF C 類中文期刊）
(4)衡永增，蔡志成，徐建. 邊緣環(huán)境中多應(yīng)用容器調(diào)度方法[J]. 計(jì)算機(jī)與數(shù)字工程.（已錄用，CCF C 類中文期刊）
Scholat.com/caizhicheng
江蘇省南京市玄武區(qū)孝陵衛(wèi)街道200號
