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Volumn 48, Issue 3, 2018, Pages 979-992

A Self-Adaptive Sleep/Wake-Up Scheduling Approach for Wireless Sensor Networks

Author keywords

Self adaptation; sleep wake up scheduling; wireless sensor networks (WSNs)

Indexed keywords

ENERGY CONSERVATION; REINFORCEMENT LEARNING; SCHEDULING; SLEEP RESEARCH; WIRELESS SENSOR NETWORKS;

EID: 85014834135     PISSN: 21682267     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCYB.2017.2669996     Document Type: Article
Times cited : (111)

References (52)
  • 1
    • 84865420766 scopus 로고    scopus 로고
    • Tight performance bounds of multihop fair access for MAC protocols in wireless sensor networks and underwater sensor networks
    • Oct.
    • Y. Xiao, et al., "Tight performance bounds of multihop fair access for MAC protocols in wireless sensor networks and underwater sensor networks, " IEEE Trans. Mobile Comput., vol. 11, no. 10, pp. 1538-1554, Oct. 2012.
    • (2012) IEEE Trans. Mobile Comput. , vol.11 , Issue.10 , pp. 1538-1554
    • Xiao, Y.1
  • 2
    • 84890072663 scopus 로고    scopus 로고
    • Distributed optimal consensus filter for target tracking in heterogeneous sensor networks
    • Dec.
    • S. Zhu, C. Chen, W. Li, B. Yang, X. Guan, "Distributed optimal consensus filter for target tracking in heterogeneous sensor networks, " IEEE Trans. Cybern., vol. 43, no. 6, pp. 1963-1976, Dec. 2013.
    • (2013) IEEE Trans. Cybern. , vol.43 , Issue.6 , pp. 1963-1976
    • Zhu, S.1    Chen, C.2    Li, W.3    Yang, B.4    Guan, X.5
  • 3
    • 84889608731 scopus 로고    scopus 로고
    • A survey on ambient intelligence in healthcare
    • Dec.
    • G. Acampora, D. J. Cook, P. Rashidi, A. V. Vasilakos, "A survey on ambient intelligence in healthcare, " Proc. IEEE, vol. 101, no. 12, pp. 2470-2494, Dec. 2013.
    • (2013) Proc. IEEE , vol.101 , Issue.12 , pp. 2470-2494
    • Acampora, G.1    Cook, D.J.2    Rashidi, P.3    Vasilakos, A.V.4
  • 4
    • 85027958465 scopus 로고    scopus 로고
    • EDAL: An energy-efficient, delay-aware, lifetime-balancing data collection protocol for heterogeneous wireless sensor networks
    • Jun.
    • Y. Yao, Q. Cao, A. V. Vasilakos, "EDAL: An energy-efficient, delay-aware, lifetime-balancing data collection protocol for heterogeneous wireless sensor networks, " IEEE/ACM Trans. Netw., vol. 23, no. 3, pp. 810-823, Jun. 2015, doi: 10.1109/TNET.2014.2306592.
    • (2015) IEEE/ACM Trans. Netw. , vol.23 , Issue.3 , pp. 810-823
    • Yao, Y.1    Cao, Q.2    Vasilakos, A.V.3
  • 5
    • 84919733861 scopus 로고    scopus 로고
    • Semi-flocking algorithm for motion control of mobile sensors in large-scale surveillance systems
    • Jan.
    • S. H. Semnani and O. A. Basir, "Semi-flocking algorithm for motion control of mobile sensors in large-scale surveillance systems, " IEEE Trans. Cybern., vol. 45, no. 1, pp. 129-137, Jan. 2015.
    • (2015) IEEE Trans. Cybern. , vol.45 , Issue.1 , pp. 129-137
    • Semnani, S.H.1    Basir, O.A.2
  • 6
    • 84919705793 scopus 로고    scopus 로고
    • Bio-inspired group modeling and analysis for intruder detection in mobile sensor/robotic networks
    • Jan.
    • B. Fu, Y. Xiao, X. Liang, C. L. P. Chen, "Bio-inspired group modeling and analysis for intruder detection in mobile sensor/robotic networks, " IEEE Trans. Cybern., vol. 45, no. 1, pp. 103-115, Jan. 2015.
    • (2015) IEEE Trans. Cybern. , vol.45 , Issue.1 , pp. 103-115
    • Fu, B.1    Xiao, Y.2    Liang, X.3    Chen, C.L.P.4
  • 7
    • 84978132250 scopus 로고    scopus 로고
    • Distributed average computation for multiple time-varying signals with output measurements
    • Y. Zhao, Y. Liu, Z. Duan, G. Wen, "Distributed average computation for multiple time-varying signals with output measurements, " Int. J. Robust Nonlin. Control, vol. 26, no. 13, pp. 2899-2915, 2016.
    • (2016) Int. J. Robust Nonlin. Control , vol.26 , Issue.13 , pp. 2899-2915
    • Zhao, Y.1    Liu, Y.2    Duan, Z.3    Wen, G.4
  • 8
    • 84951855985 scopus 로고    scopus 로고
    • Distributed finite-time tracking of multiple non-identical second-order nonlinear systems with settling time estimation
    • Feb.
    • Y. Zhao, Z. Duan, G. Wen, G. Chen, "Distributed finite-time tracking of multiple non-identical second-order nonlinear systems with settling time estimation, " Automatica, vol. 64, pp. 86-93, Feb. 2016.
    • (2016) Automatica , vol.64 , pp. 86-93
    • Zhao, Y.1    Duan, Z.2    Wen, G.3    Chen, G.4
  • 9
    • 84889567969 scopus 로고    scopus 로고
    • A survey on topology control in wireless sensor networks: Taxonomy, comparative study, open issues
    • Dec.
    • M. Li, Z. Li, A. V. Vasilakos, "A survey on topology control in wireless sensor networks: Taxonomy, comparative study, open issues, " Proc. IEEE, vol. 101, no. 12, pp. 2538-2557, Dec. 2013.
    • (2013) Proc. IEEE , vol.101 , Issue.12 , pp. 2538-2557
    • Li, M.1    Li, Z.2    Vasilakos, A.V.3
  • 10
    • 0036343658 scopus 로고    scopus 로고
    • An energy-efficient MAC protocol for wireless sensor networks
    • New York, NY, USA Jun.
    • W. Ye, J. Heidemann, D. Estrin, "An energy-efficient MAC protocol for wireless sensor networks, "Proc. IEEE INFOCOM, New York, NY, USA, Jun. 2002, pp. 1567-1576.
    • (2002) Proc. IEEE INFOCOM , pp. 1567-1576
    • Ye, W.1    Heidemann, J.2    Estrin, D.3
  • 11
    • 34547398467 scopus 로고    scopus 로고
    • Ultra-low duty cycle MAC with scheduled channel polling
    • Boulder, CO, USA, USA Nov.
    • W. Ye, F. Silva, J. Heidemann, "Ultra-low duty cycle MAC with scheduled channel polling, "Proc. ACM SenSys, Boulder, CO, USA, USA, Nov. 2006, pp. 321-334.
    • (2006) Proc. ACM SenSys , pp. 321-334
    • Ye, W.1    Silva, F.2    Heidemann, J.3
  • 12
    • 84960090815 scopus 로고    scopus 로고
    • A deployment strategy for multiple types of requirements in wireless sensor networks
    • Oct.
    • X. Liu, "A deployment strategy for multiple types of requirements in wireless sensor networks, " IEEE Trans. Cybern., vol. 45, no. 10, pp. 2364-2376, Oct. 2015.
    • (2015) IEEE Trans. Cybern. , vol.45 , Issue.10 , pp. 2364-2376
    • Liu, X.1
  • 13
    • 84960190471 scopus 로고    scopus 로고
    • A hybrid memetic framework for coverage optimization in wireless sensor networks
    • Oct.
    • C.-P. Chen, et al., "A hybrid memetic framework for coverage optimization in wireless sensor networks, " IEEE Trans. Cybern., vol. 45, no. 10, pp. 2309-2322, Oct. 2015.
    • (2015) IEEE Trans. Cybern. , vol.45 , Issue.10 , pp. 2309-2322
    • Chen, C.-P.1
  • 14
    • 84855344410 scopus 로고    scopus 로고
    • Sleep scheduling for critical event monitoring in wireless sensor networks
    • Feb.
    • P. Guo, T. Jiang, Q. Zhang, K. Zhang, "Sleep scheduling for critical event monitoring in wireless sensor networks, " IEEE Trans. Parallel Distrib. Syst., vol. 23, no. 2, pp. 345-352, Feb. 2012.
    • (2012) IEEE Trans. Parallel Distrib. Syst. , vol.23 , Issue.2 , pp. 345-352
    • Guo, P.1    Jiang, T.2    Zhang, Q.3    Zhang, K.4
  • 15
    • 79952038956 scopus 로고    scopus 로고
    • Prediction-based data aggregation in wireless sensor networks: Combining grey model and Kalman filter
    • G. Wei, Y. Ling, B. Guo, B. Xiao, A. V. Vasilakos, "Prediction-based data aggregation in wireless sensor networks: Combining grey model and Kalman filter, " Comput. Commun., vol. 34, no. 6, pp. 793-802, 2011.
    • (2011) Comput. Commun. , vol.34 , Issue.6 , pp. 793-802
    • Wei, G.1    Ling, Y.2    Guo, B.3    Xiao, B.4    Vasilakos, A.V.5
  • 16
    • 4344714071 scopus 로고    scopus 로고
    • Medium access control with coordinated adaptive sleeping for wireless sensor networks
    • Jun.
    • W. Ye, J. Heidemann, D. Estrin, "Medium access control with coordinated adaptive sleeping for wireless sensor networks, " IEEE/ACM Trans. Netw., vol. 12, no. 3, pp. 493-506, Jun. 2004.
    • (2004) IEEE/ACM Trans. Netw. , vol.12 , Issue.3 , pp. 493-506
    • Ye, W.1    Heidemann, J.2    Estrin, D.3
  • 17
    • 84866485309 scopus 로고    scopus 로고
    • RI-MAC: A receiver-initiated asynchronous duty cycle MAC protocol for dynamic traffic loads in wireless sensor networks
    • Raleigh, NC, USA Nov.
    • Y. Sun, O. Gurewitz, D. B. Johnson, "RI-MAC: A receiver-initiated asynchronous duty cycle MAC protocol for dynamic traffic loads in wireless sensor networks, "Proc. ACM SenSys, Raleigh, NC, USA, Nov. 2008, pp. 1-14.
    • (2008) Proc. ACM SenSys , pp. 1-14
    • Sun, Y.1    Gurewitz, O.2    Johnson, D.B.3
  • 18
    • 77957603431 scopus 로고    scopus 로고
    • Heterogenous quorum-based wakeup scheduling in wireless sensor networks
    • Nov.
    • S. Lai, B. Ravindran, H. Cho, "Heterogenous quorum-based wakeup scheduling in wireless sensor networks, " IEEE Trans. Comput., vol. 59, no. 11, pp. 1562-1575, Nov. 2010.
    • (2010) IEEE Trans. Comput. , vol.59 , Issue.11 , pp. 1562-1575
    • Lai, S.1    Ravindran, B.2    Cho, H.3
  • 20
    • 19944366933 scopus 로고    scopus 로고
    • A MAC protocol to reduce sensor network energy consumption using a wakeup radio
    • May/Jun.
    • M. J. Miller and N. H. Vaidya, "A MAC protocol to reduce sensor network energy consumption using a wakeup radio, " IEEE Trans. Mobile Comput., vol. 4, no. 3, pp. 228-242, May/Jun. 2005.
    • (2005) IEEE Trans. Mobile Comput. , vol.4 , Issue.3 , pp. 228-242
    • Miller, M.J.1    Vaidya, N.H.2
  • 22
    • 33748034055 scopus 로고    scopus 로고
    • Wakeup scheduling in wireless sensor networks
    • Florence, Italy
    • A. Keshavarzian, H. Lee, L. Venkatraman, "Wakeup scheduling in wireless sensor networks, "Proc. 7th ACM MobiHoc, Florence, Italy, 2006, pp. 322-333.
    • (2006) Proc. 7th ACM MobiHoc , pp. 322-333
    • Keshavarzian, A.1    Lee, H.2    Venkatraman, L.3
  • 23
    • 0242612027 scopus 로고    scopus 로고
    • Asynchronous wakeup for ad hoc networks
    • Annapolis, MD, USA
    • R. Zheng, J. C. Hou, L. Sha, "Asynchronous wakeup for ad hoc networks, "Proc. ACM MobiHoc, Annapolis, MD, USA, 2003, pp. 35-45.
    • (2003) Proc. ACM MobiHoc , pp. 35-45
    • Zheng, R.1    Hou, J.C.2    Sha, L.3
  • 24
    • 26444451023 scopus 로고    scopus 로고
    • Versatile low power media access for wireless sensor networks
    • Baltimore, MD, USA
    • J. Polastre, J. Hill, D. Culler, "Versatile low power media access for wireless sensor networks, "Proc. ACM SenSys, Baltimore, MD, USA, 2004, pp. 95-107.
    • (2004) Proc. ACM SenSys , pp. 95-107
    • Polastre, J.1    Hill, J.2    Culler, D.3
  • 26
    • 84873742797 scopus 로고    scopus 로고
    • An asynchronous scheduled MAC protocol for wireless sensor networks
    • B. Jang, J. B. Lim, M. L. Sichitiu, "An asynchronous scheduled MAC protocol for wireless sensor networks, " Comput. Netw., vol. 57, no. 1, pp. 85-98, 2013.
    • (2013) Comput. Netw. , vol.57 , Issue.1 , pp. 85-98
    • Jang, B.1    Lim, J.B.2    Sichitiu, M.L.3
  • 27
    • 77951144869 scopus 로고    scopus 로고
    • Minimizing delay and maximizing lifetime for wireless sensor networks with anycast
    • Apr.
    • J. Kim, X. Lin, N. B. Shroff, P. Sinha, "Minimizing delay and maximizing lifetime for wireless sensor networks with anycast, " IEEE/ACM Trans. Netw., vol. 18, no. 2, pp. 515-528, Apr. 2010.
    • (2010) IEEE/ACM Trans. Netw. , vol.18 , Issue.2 , pp. 515-528
    • Kim, J.1    Lin, X.2    Shroff, N.B.3    Sinha, P.4
  • 28
    • 18844402855 scopus 로고    scopus 로고
    • An adaptive energy-efficient MAC protocol for wireless sensor networks
    • Los Angeles, CA, USA
    • T. V. Dam and K. Langendoen, "An adaptive energy-efficient MAC protocol for wireless sensor networks, "Proc. ACM SenSys, Los Angeles, CA, USA, 2003, pp. 171-180.
    • (2003) Proc. ACM SenSys , pp. 171-180
    • Dam, T.V.1    Langendoen, K.2
  • 29
    • 79960872905 scopus 로고    scopus 로고
    • PW-MAC: An energy-efficient predictive-wakeup MAC protocol for wireless sensor networks
    • Shanghai, China
    • L. Tang, Y. Sun, O. Gurewitz, D. B. Johnson, "PW-MAC: An energy-efficient predictive-wakeup MAC protocol for wireless sensor networks, "Proc. IEEE INFOCOM, Shanghai, China, 2011, pp. 1305-1313.
    • (2011) Proc. IEEE INFOCOM , pp. 1305-1313
    • Tang, L.1    Sun, Y.2    Gurewitz, O.3    Johnson, D.B.4
  • 30
    • 84863125790 scopus 로고    scopus 로고
    • EM-MAC: A dynamic multichannel energy-efficient MAC protocol for wireless sensor networks
    • Paris, France
    • L. Tang, Y. Sun, O. Gurewitz, D. B. Johnson, "EM-MAC: A dynamic multichannel energy-efficient MAC protocol for wireless sensor networks, "Proc. ACM MobiHoc, Paris, France, 2011, pp. 1-11.
    • (2011) Proc. ACM MobiHoc , pp. 1-11
    • Tang, L.1    Sun, Y.2    Gurewitz, O.3    Johnson, D.B.4
  • 31
    • 34548585788 scopus 로고    scopus 로고
    • Wireless sensor networks with energy harvesting technologies: A game-theoretic approach to optimal energy management
    • Aug.
    • D. Niyato, E. Hossain, M. M. Rashid, V. K. Bhargava, "Wireless sensor networks with energy harvesting technologies: A game-theoretic approach to optimal energy management, " IEEE Wireless Commun., vol. 14, no. 4, pp. 90-96, Aug. 2007.
    • (2007) IEEE Wireless Commun. , vol.14 , Issue.4 , pp. 90-96
    • Niyato, D.1    Hossain, E.2    Rashid, M.M.3    Bhargava, V.K.4
  • 32
  • 34
    • 84930932608 scopus 로고    scopus 로고
    • Distributed evolutionary algorithms and their models: A survey of the state-of-the-art
    • Sep.
    • Y. Gong, et al., "Distributed evolutionary algorithms and their models: A survey of the state-of-the-art, " Appl. Soft Comput., vol. 34, pp. 286-300, Sep. 2015.
    • (2015) Appl. Soft Comput. , vol.34 , pp. 286-300
    • Gong, Y.1
  • 35
    • 34249833101 scopus 로고
    • Q-learning
    • C. J. C. H. Watkins and P. Dayan, "Q-learning, " Mach. Learn., vol. 8, no. 3, pp. 279-292, 1992.
    • (1992) Mach. Learn. , vol.8 , Issue.3 , pp. 279-292
    • Watkins, C.J.C.H.1    Dayan, P.2
  • 37
    • 34247227200 scopus 로고    scopus 로고
    • Learning the task allocation game
    • Hakodate, Japan
    • S. Abdallah and V. Lesser, "Learning the task allocation game, "Proc. AAMAS, Hakodate, Japan, 2006, pp. 850-857.
    • (2006) Proc. AAMAS , pp. 850-857
    • Abdallah, S.1    Lesser, V.2
  • 38
    • 57349106030 scopus 로고    scopus 로고
    • Multiagent reinforcement learning and selforganization in a network of agents
    • Honolulu, HI, USA May
    • S. Abdallah and V. Lesser, "Multiagent reinforcement learning and selforganization in a network of agents, "Proc. AAMAS, Honolulu, HI, USA, May 2007, pp. 172-179.
    • (2007) Proc. AAMAS , pp. 172-179
    • Abdallah, S.1    Lesser, V.2
  • 39
    • 78751684474 scopus 로고    scopus 로고
    • A multi-agent learning approach to online distributed resource allocation
    • Pasadena, CA, USA Jul.
    • C. Zhang, V. Lesser, P. Shenoy, "A multi-agent learning approach to online distributed resource allocation, "Proc. IJCAI, Pasadena, CA, USA, Jul. 2009, pp. 361-366.
    • (2009) Proc. IJCAI , pp. 361-366
    • Zhang, C.1    Lesser, V.2    Shenoy, P.3
  • 40
    • 0036531878 scopus 로고    scopus 로고
    • Multiagent learning using a variable learning rate
    • M. Bowling and M. Veloso, "Multiagent learning using a variable learning rate, " Artif. Intell., vol. 136, no. 2, pp. 215-250, 2002.
    • (2002) Artif. Intell. , vol.136 , Issue.2 , pp. 215-250
    • Bowling, M.1    Veloso, M.2
  • 41
    • 71149097863 scopus 로고    scopus 로고
    • Dynamic analysis of multiagent Q-learning with e-greedy exploration
    • Montreal, QC, Canada
    • E. R. Gomes and R. Kowalczyk, "Dynamic analysis of multiagent Q-learning with e-greedy exploration, "Proc. ICML, Montreal, QC, Canada, 2009, pp. 369-376.
    • (2009) Proc. ICML , pp. 369-376
    • Gomes, E.R.1    Kowalczyk, R.2
  • 42
    • 4544270261 scopus 로고    scopus 로고
    • Resource allocation in the grid using reinforcement learning
    • New York, NY, USA Aug.
    • A. Galstyan, K. Czajkowski, K. Lerman, "Resource allocation in the grid using reinforcement learning, "Proc. AAMAS, New York, NY, USA, Aug. 2004, pp. 1314-1315.
    • (2004) Proc. AAMAS , pp. 1314-1315
    • Galstyan, A.1    Czajkowski, K.2    Lerman, K.3
  • 43
    • 44149102716 scopus 로고    scopus 로고
    • Learning the IPA market with individual and social rewards
    • Fremont, CA, USA
    • E. R. Gomes and R. Kowalczyk, "Learning the IPA market with individual and social rewards, "Proc. Int. Conf. Intell. Agent Technol. (IAT), Fremont, CA, USA, 2007, pp. 328-334.
    • (2007) Proc. Int. Conf. Intell. Agent Technol. (IAT) , pp. 328-334
    • Gomes, E.R.1    Kowalczyk, R.2
  • 44
    • 50849089602 scopus 로고    scopus 로고
    • A reinforcement learning algorithm for market participants in FTR auctions
    • Lausanne, Switzerland
    • N. P. Ziogos, A. C. Tellidou, V. P. Gountis, A. G. Bakirtzis, "A reinforcement learning algorithm for market participants in FTR auctions, "Proc. 7th IEEE Power Tech. Conf., Lausanne, Switzerland, 2007, pp. 943-948.
    • (2007) Proc. 7th IEEE Power Tech. Conf. , pp. 943-948
    • Ziogos, N.P.1    Tellidou, A.C.2    Gountis, V.P.3    Bakirtzis, A.G.4
  • 45
    • 0033901602 scopus 로고    scopus 로고
    • Convergence results for single-step on-policy reinforcement-learning algorithms
    • S. P. Singh, T. Jaakkola, M. L. Littman, C. Szepesvári, "Convergence results for single-step on-policy reinforcement-learning algorithms, " Mach. Learn., vol. 38, no. 3, pp. 287-308, 2000.
    • (2000) Mach. Learn. , vol.38 , Issue.3 , pp. 287-308
    • Singh, S.P.1    Jaakkola, T.2    Littman, M.L.3    Szepesvári, C.4
  • 46
    • 0001644761 scopus 로고    scopus 로고
    • Nash convergence of gradient dynamics in general-sum games
    • Stanford, CA, USA
    • S. P. Singh, M. J. Kearns, Y. Mansour, "Nash convergence of gradient dynamics in general-sum games, "Proc. UAI, Stanford, CA, USA, 2000, pp. 541-548.
    • (2000) Proc. UAI , pp. 541-548
    • Singh, S.P.1    Kearns, M.J.2    Mansour, Y.3
  • 48
    • 57349119839 scopus 로고    scopus 로고
    • DW-MAC: A low latency, energy efficient demand-wakeup MAC protocol for wireless sensor networks
    • Y. Sun, D. Shu, O. Gurewitz, D. B. Johnson, "DW-MAC: A low latency, energy efficient demand-wakeup MAC protocol for wireless sensor networks, "Proc. ACM MobiHoc, Hong Kong, 2008, pp. 53-62.
    • (2008) Proc. ACM MobiHoc, Hong Kong , pp. 53-62
    • Sun, Y.1    Shu, D.2    Gurewitz, O.3    Johnson, D.B.4
  • 49
    • 84903582467 scopus 로고    scopus 로고
    • Joint design of asynchronous sleep-wake scheduling and opportunistic routing in wireless sensor networks
    • Jul.
    • C.-C. Hsu, M.-S. Kuo, S.-C. Wang, C.-F. Chou, "Joint design of asynchronous sleep-wake scheduling and opportunistic routing in wireless sensor networks, " IEEE Trans. Comput., vol. 63, no. 7, pp. 1840-1846, Jul. 2014.
    • (2014) IEEE Trans. Comput. , vol.63 , Issue.7 , pp. 1840-1846
    • Hsu, C.-C.1    Kuo, M.-S.2    Wang, S.-C.3    Chou, C.-F.4
  • 50
    • 0003294665 scopus 로고    scopus 로고
    • The linear congruential method
    • Reading, MA, USA: Addison-Wesley
    • D. E. Knuth, "The linear congruential method, "The Art of Computer Programming, vol. 2, 3rd ed. Reading, MA, USA: Addison-Wesley, 1997.
    • (1997) The Art of Computer Programming, 3rd Ed , vol.2
    • Knuth, D.E.1
  • 51
    • 84986959281 scopus 로고
    • A survey of gossiping and broadcasting in communication networks
    • S. M. Hedetniemi, S. T. Hedetniemiand, A. L. Liestman, "A survey of gossiping and broadcasting in communication networks, " Networks, vol. 18, no. 4, pp. 319-349, 1988.
    • (1988) Networks , vol.18 , Issue.4 , pp. 319-349
    • Hedetniemi, S.M.1    Hedetniemiand, S.T.2    Liestman, A.L.3
  • 52
    • 84875545682 scopus 로고    scopus 로고
    • Decentralised reinforcement learning for energy-efficient scheduling in wireless sensor networks
    • M. Mihaylov, Y.-A. L. Borgne, K. Tuyls, A. Nowe, "Decentralised reinforcement learning for energy-efficient scheduling in wireless sensor networks, " Int. J. Commun. Netw. Distrib. Syst., vol. 9, nos. 3-4, pp. 207-224, 2012.
    • (2012) Int. J. Commun. Netw. Distrib. Syst. , vol.9 , Issue.3-4 , pp. 207-224
    • Mihaylov, M.1    Borgne, Y.-A.L.2    Tuyls, K.3    Nowe, A.4


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