Journal of Shanghai Jiao Tong University (Science) ›› 2018, Vol. 23 ›› Issue (1): 52-60.doi: 10.1007/s12204-018-1909-x
Previous Articles Next Articles
WENG Paul1,2*, QIU Zeqi3 (邱泽麒), COSTANZO John3, YIN Xiaoqi3 (阴小骐), SINOPOLI Bruno3
Online:
2018-02-01
Published:
2018-02-01
Contact:
WENG Paul
E-mail: paul.weng@sjtu.edu.cn
CLC Number:
WENG Paul1,2*, QIU Zeqi3 (邱泽麒), COSTANZO John3, YIN Xiaoqi3 (阴小骐), SINOPOLI Bruno3. Optimal Threshold Policies for Robust Data Center Control[J]. Journal of Shanghai Jiao Tong University (Science), 2018, 23(1): 52-60.
[1] KAPLAN J M, FOREST W, KINDLER N. Revolutionizingdata center energy efficiency [R]. Chicago:McKinsey & Company, 2008. [2] MASTROLEON L, BAMBOS N, KOZYRAKIS C, etal. Automatic power management schemes for Internetservers and data centers [C]//Global TelecommunicationsConference, 2005. Missouri: IEEE, 2005: 1-5. [3] PAROLINI L, SINOPOLI B, KROGH B H. Reducingdata center energy consumption via coordinatedcooling and load management [C]//Proceedings of theConference on Power Aware Computing and Systems.[s.l.]: USENIX Association, 2008: 1-5. [4] PAROLINI L, SINOPOLI B, KROGH B H, et al. Acyber-physical systems approach to data center modelingand control for energy efficiency [J]. Proceedingsof the IEEE, 2011, 100(1): 254-268. [5] YIN X, SINOPOLI B. Adaptive robust optimizationfor coordinated capacity and load control in data centers[C]// the International Conference on Decisionand Control. [s.l.]: IEEE, 2014: 5674-5679. [6] FEINBERG E, ZHANG X. Optimizing cloud utilizationvia switching decisions [J]. Performance EvaluationReview, 2014, 41(4): 57-60. [7] LUBIN B, KEPHART J O, DAS R, et al. Expressivepower-based resource allocation for data centers[C]//International Joint Conference on Artificial Intelligence.Pasadena, California: Morgan KaufmannPublishers Inc., 2009: 1451-1456. [8] BOD’IK P. Automating datacenter operations usingmachine learning [D]. Berkeley: University of California,Berkeley, 2010. [9] GAO J. Machine learning applications for data centeroptimization [EB/OL]. (2014-10-27) [2017-09-25].https://www.cse.iitk.ac.in/users/cs300/2014/home/~ratnesh/cs300A/techpaper-review/5A.pdf. [10] GHASEMI M, LUBIN B. Modeling multi-attributedemand for sustainable cloud computing with copulae[C]//International Conference on Artificial Intelligence.Buenos Aires, Argentina: AAAI Press, 2015:2596-2602. [11] HORDIJK A, SCHOUTEN F V D D. On the optimalityof (s, S)-policies in continuous review inventorymodels [J]. SIAM Journal on Applied Mathematics,1986, 46(5): 912-929. [12] KALIN D. On the optimality of ( , s)-policies [J].Mathematics of Operations Research, 1980, 5(2): 293-307. [13] HYON E, JEAN-MARIE A. Scheduling services in aqueueing system with impatience and setup costs [J].The Computer Journal, 2012, 55(5): 553-563. [14] FOX M, LONG D, MAGAZZENI D. Automatic constructionof efficient multiple battery usage policies[C]//International Joint Conference on Artificial Intelligence.Freiburg: AAAI Press, 2011: 2620-2625. [15] PETRIK M, WU X. Optimal threshold control forenergy arbitrage with degradable battery storage[C]//Conference on Uncertainty in Artificial Intelligence.Amsterdam: AUAI Press, 2015: 692-701. [16] ERSEGHE T, ZANELLA A, CODEMO C. Markovdecision processes with threshold based piecewise linearoptimal policies [J]. IEEE Wireless CommunicationLetters, 2013, 2(4): 459-462. [17] KOOLE G. Monotonicity in Markov reward and decisionchains: Theory and applications [J]. Foundations& Trends? i Stochastic Systems, 2007, 1(1):1-76. [18] VEINOTT A. Optimal policy for a multi-product, dynamic,nonstationary inventory problem [J]. Managementscience, 1965, 12(3): 206-222. [19] JUAN D C, LI L, PENG H K, et al. Beyond Poisson:Modeling inter-arrival time of requests in a datacenter[C]//Pacific-Asia Conference on Knowledge Discoveryand Data Mining. China, Taiwan: Springer, 2014: 198-209. [20] GIVAN R, LEACH S M, DEAN T. Bounded parameterMarkov decision processes [J]. Artificial Intelligence,2000, 122(1/2): 71-109. [21] NILIM A, GHAOUI L E. Robustness in Markov decisionproblems with uncertain transition matrices[C]//Advances in Neural Information Processing Systems16 (NIPS 2003). Vancouver andWhistler, BritishColumbia: NIPS, 2003: 1-8. [22] PUTERMAN M L. Markov decision processes: Discretestochastic dynamic programming [M]. America:John Wiley & Sons, 1994: 1-353. [23] LITTMAN M L, DEAN T L, KAELBLING L P. Onthe complexity of solving Markov decision problems[C]//11th Conference on Uncertainty in Artificial Intelligence.San Francisco: Morgan Kaufmann Publishers,1995: 394-402. [24] Index of /other/pageviews/2015/ [EB/OL]. (2016-12-30) [2017-09-25]. https://dumps.wikimedia.org/other/pageviews/2015/ [25] SUROVIK D A, SCHEERES D J. Heuristic search andreceding-horizon planning in complex spacecraft orbitdomains [C]//Proceeding of the 25th InternationalJoint Conference on Artificial Intelligence. Jerusalem,Israel: AAAI Press, 2015: 291-295. [26] WIERING M, OTTERLO M V. Reinforcement Learning:State-of-the-Art [M]. Germany: Springer PublishingCompany, Incorporated, 2012: 1-650. [27] HADOUX E, BEYNIER A, WENG P. Solvinghidden-semi-Markov-mode Markov decision problems[C]//International Conference on Scalable UncertaintyManagement. New York: Springer-Verlag. 2014: 176-189. |
[1] | XU Jie, WANG Zixiang, LIU Yuxin, LIU Ran, YANG Zhitao. Admission Control of Multi-Level Emergency Patients with Time-Varying Demands [J]. Journal of Shanghai Jiao Tong University, 2022, 56(8): 1067-1077. |
[2] | TIAN Xueyan, WANG Mengya, PAN Ershun. Imperfect Maintenance Policy for a Two-Machine One-Buffer System Based on Markov Decision Process [J]. Journal of Shanghai Jiao Tong University, 2021, 55(4): 480-488. |
[3] | LI Zhaoying, OU Yiming, SHI Ruoling. Improved RRT Path Planning Algorithm Based on Deep Q-network [J]. Air & Space Defense, 2021, 4(3): 17-23. |
[4] | LIU Qiu, ZHAO Dongya. Discrete-Time Integral Sliding Mode Predictive Control for Single Input Single Output Systems [J]. Journal of Shanghai Jiaotong University, 2020, 54(9): 898-903. |
[5] | ZHANG Jianjun, WU Zhonghua, LIU Qunpo, WANG Hongqi, LIU Weidong. Bilateral Adaptive Impedance Control Scheme in Master-Slave Manipulator Teleoperation System [J]. Journal of Shanghai Jiaotong University, 2020, 54(6): 615-623. |
[6] | LI Donghui,GAO Feng. Improved Smith Predictive Decoupling Control Based on Disturbance Observer for Compression Refrigeration System [J]. Journal of Shanghai Jiaotong University, 2019, 53(5): 593-599. |
[7] | WANG Lin (王林), LU Zhiqiang *(陆志强). Proactive Approach for Production and Condition-Based Maintenance Integration Problem in a Deteriorating System [J]. Journal of Shanghai Jiao Tong University (Science), 2019, 24(4): 500-509. |
[8] | FENG Wenjiang,LI Le,DAI Caili. Pilot Allocation Based on Matched Game for Massive Multiple-Input Multiple-Output Systems [J]. Journal of Shanghai Jiaotong University, 2019, 53(3): 327-333. |
[9] | HAN Gang,CAI Xu. Sliding-Mode Control of Current for Wind Power Grid-Connected Converter Under Unbalanced Grid Voltage [J]. Journal of Shanghai Jiaotong University, 2018, 52(9): 1065-1071. |
[10] | GAO Yang*(高扬), LIU Xi-la (刘西拉). Topology-Based Quantitative Assessment of Structural Robustness [J]. Journal of shanghai Jiaotong University (Science), 2014, 19(3): 257-264. |
[11] | XIAO Huixiao,YANG Jianguo,ZHANG Yi. Dynamic Modeling of Machine Tool Thermal Error Based on the State-Space Model [J]. Journal of Shanghai Jiaotong University, 2014, 48(1): 22-26. |
[12] | ZHANG Xiaodi,CAI YunZe,HE Xing,ZHANG Weidong. Neural Network Control for Unstable Processes with Time Delay [J]. Journal of Shanghai Jiaotong University, 2014, 48(07): 1033-1038. |
[13] | GAO Yang* (高扬), LIU Xi-la (刘西拉). Weighted Graph Form of Structures and Its Application in Robustness Analysis [J]. Journal of shanghai Jiaotong University (Science), 2013, 18(2): 216-223. |
[14] | ZHENG Mao,WANG Chao,HUANG Sheng. Robustness of Carrier-Based Aircraft Sortie Network [J]. Journal of Shanghai Jiaotong University, 2013, 47(12): 1934-1939. |
[15] | LI Bin-a, JI Jian-Hua-a, b , LI Guo-Wei-a. Study on Supply Chain Robustness Index Mode Considering Profits and Risks [J]. Journal of Shanghai Jiaotong University, 2013, 47(03): 484-488. |
Viewed | ||||||||||||||||||||||||||||||||||||||||||||||||||
Full text 177
|
|
|||||||||||||||||||||||||||||||||||||||||||||||||
Abstract 520
|
|
|||||||||||||||||||||||||||||||||||||||||||||||||