메뉴 건너뛰기




Volumn 12, Issue 6, 2016, Pages 2148-2157

Improving Nonintrusive Load Monitoring Efficiency via a Hybrid Programing Method

Author keywords

Constraint programing (CP); energy disaggregation; hidden Markov model (HMM); integer programing; nonintrusive load monitoring (NILM)

Indexed keywords

ELECTRIC LOAD MANAGEMENT; HIDDEN MARKOV MODELS; INTEGER PROGRAMMING; MARKOV PROCESSES; POLYNOMIAL APPROXIMATION; POLYNOMIALS;

EID: 85006826920     PISSN: 15513203     EISSN: None     Source Type: Journal    
DOI: 10.1109/TII.2016.2590359     Document Type: Article
Times cited : (81)

References (24)
  • 1
    • 0026970695 scopus 로고
    • Nonintrusive appliance load monitoring
    • Dec
    • G. W. Hart, "Nonintrusive appliance load monitoring," Proc. IEEE, vol. 80, no. 12, pp. 1870-1891, Dec. 1992.
    • (1992) Proc. IEEE , vol.80 , Issue.12 , pp. 1870-1891
    • Hart, G.W.1
  • 3
    • 84906485750 scopus 로고    scopus 로고
    • An unsupervised training method for non-intrusive appliance load monitoring
    • O. Parson, S. Ghosh, M. J. Weal, and A. Rogers, "An unsupervised training method for non-intrusive appliance load monitoring," Artif. Intell., vol. 217, pp. 1-19, 2014.
    • (2014) Artif. Intell , vol.217 , pp. 1-19
    • Parson, O.1    Ghosh, S.2    Weal, M.J.3    Rogers, A.4
  • 4
    • 0033343493 scopus 로고    scopus 로고
    • Using a pattern recognition approach to disaggregate the total electricity consumption in a house into the major end-uses
    • L. Farinaccio and R. Zmeureanu, "Using a pattern recognition approach to disaggregate the total electricity consumption in a house into the major end-uses," Energy Buildings, vol. 30, pp. 245-259, 1999.
    • (1999) Energy Buildings , vol.30 , pp. 245-259
    • Farinaccio, L.1    Zmeureanu, R.2
  • 5
    • 33244458425 scopus 로고    scopus 로고
    • Neural-network-based signature recognition for harmonic source identification
    • Jan
    • D. Srinivasan, W. S. Ng, and A. C. Liew, "Neural-network-based signature recognition for harmonic source identification," IEEE Trans. Power Del., vol. 21, no. 1, pp. 398-405, Jan. 2006.
    • (2006) IEEE Trans. Power Del , vol.21 , Issue.1 , pp. 398-405
    • Srinivasan, D.1    Ng, W.S.2    Liew, A.C.3
  • 7
    • 84883262099 scopus 로고    scopus 로고
    • Non-intrusive signature extraction for major residential loads
    • Sep
    • D. Ming, P. C. M. Meira, X. Wilsun, and C. Y. Chung, "Non-intrusive signature extraction for major residential loads," IEEE Trans. Smart Grid, vol. 4, no. 3, pp. 1421-1430, Sep. 2013.
    • (2013) IEEE Trans. Smart Grid , vol.4 , Issue.3 , pp. 1421-1430
    • Ming, D.1    Meira, P.C.M.2    Wilsun, X.3    Chung, C.Y.4
  • 8
    • 84897642995 scopus 로고    scopus 로고
    • An empirical investigation of V-I trajectory based load signatures for non-intrusive load monitoring
    • Mar
    • T. Hassan, F. Javed, and N. Arshad, "An empirical investigation of V-I trajectory based load signatures for non-intrusive load monitoring," IEEE Trans. Smart Grid, vol. 5, no. 2, pp. 870-878, Mar. 2014.
    • (2014) IEEE Trans. Smart Grid , vol.5 , Issue.2 , pp. 870-878
    • Hassan, T.1    Javed, F.2    Arshad, N.3
  • 10
    • 84868292476 scopus 로고    scopus 로고
    • Non-intrusive load monitoring using prior models of general appliance types
    • O. Parson, S. Ghosh, M. Weal, and A. Rogers, "Non-intrusive load monitoring using prior models of general appliance types," in Proc. 26th Conf. Artif. Intell., 2012, pp. 356-362.
    • (2012) Proc. 26th Conf. Artif. Intell , pp. 356-362
    • Parson, O.1    Ghosh, S.2    Weal, M.3    Rogers, A.4
  • 12
    • 84883098797 scopus 로고    scopus 로고
    • Approximate inference in additive factorial HMMs with application to energy disaggregation
    • La Palma, Spain
    • J. Z. Kolter and T. Jaakkola, "Approximate inference in additive factorial HMMs with application to energy disaggregation," in Proc. 15th Int. Conf. Artif. Intell. Statist., La Palma, Spain, 2012, pp. 1472-1482.
    • (2012) Proc. 15th Int. Conf. Artif. Intell. Statist , pp. 1472-1482
    • Kolter, J.Z.1    Jaakkola, T.2
  • 13
    • 84922952380 scopus 로고    scopus 로고
    • Non intrusive load monitoring: A temporal multi-label classification approach
    • Feb
    • K. Basu, V. Debusschere, S. Bacha, U. Maulik, and S. Bondyopadhyay, "Non intrusive load monitoring: A temporal multi-label classification approach," IEEE Trans. Ind. Informat., vol. 11, no. 2, pp. 262-270, Feb. 2015.
    • (2015) IEEE Trans. Ind. Informat , vol.11 , Issue.2 , pp. 262-270
    • Basu, K.1    Debusschere, V.2    Bacha, S.3    Maulik, U.4    Bondyopadhyay, S.5
  • 14
    • 84899761523 scopus 로고    scopus 로고
    • Real-time load disaggregation algorithm using particle-based distribution truncation with state occupancy model
    • Y. F. Wong, T. Drummond, and Y. A. Sekercioglu, "Real-time load disaggregation algorithm using particle-based distribution truncation with state occupancy model," Electron. Lett., vol. 50, pp. 697-699, 2014.
    • (2014) Electron. Lett , vol.50 , pp. 697-699
    • Wong, Y.F.1    Drummond, T.2    Sekercioglu, Y.A.3
  • 15
    • 85028161504 scopus 로고    scopus 로고
    • PALDi: Online load disaggregation via particle filtering
    • Feb
    • D. Egarter, V. P. Bhuvana, and W. Elmenreich, "PALDi: Online load disaggregation via particle filtering," IEEE Trans. Instrum. Meas., vol. 64, no. 2, pp. 467-477, Feb. 2015.
    • (2015) IEEE Trans. Instrum. Meas , vol.64 , Issue.2 , pp. 467-477
    • Egarter, D.1    Bhuvana, V.P.2    Elmenreich, W.3
  • 18
    • 0031268341 scopus 로고    scopus 로고
    • Factorial hidden Markov models
    • Z. Ghahramani and M. I. Jordan, "Factorial hidden Markov models," Mach. Learn., vol. 29, pp. 245-273, 1997.
    • (1997) Mach. Learn , vol.29 , pp. 245-273
    • Ghahramani, Z.1    Jordan, M.I.2
  • 19
    • 0015600423 scopus 로고
    • The viterbi algorithm
    • Mar
    • G. D. Forney Jr., "The viterbi algorithm," Proc. IEEE, vol. 61, no. 3, pp. 268-278, Mar. 1973.
    • (1973) Proc. IEEE , vol.61 , Issue.3 , pp. 268-278
    • Forney, G.D.1
  • 21
    • 79953198933 scopus 로고    scopus 로고
    • Nonintrusive appliance load monitoring: Review and outlook
    • Feb
    • M. Zeifman and K. Roth, "Nonintrusive appliance load monitoring: Review and outlook," IEEE Trans. Consum. Electron., vol. 57, no. 1, pp. 76-84, Feb. 2011.
    • (2011) IEEE Trans. Consum. Electron , vol.57 , Issue.1 , pp. 76-84
    • Zeifman, M.1    Roth, K.2
  • 24
    • 79951553103 scopus 로고    scopus 로고
    • version 12.6.1
    • IBM. CPLEX Optimizer. (2014). [Online]. Available: www.cplex.com, version 12.6.1
    • (2014) CPLEX Optimizer


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.