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Volumn 3, Issue 1, 2012, Pages 152-161

On the accuracy versus transparency trade-off of data-mining models for fast-response PMU-based catastrophe predictors

Author keywords

Fuzzy decision tree; fuzzy ID3; neural network; phasor measurement unit (PMU); random forests; smart grid; stability assessment; support vector machine; wide area severity indices (WASI)

Indexed keywords

FUZZY DECISION TREES; FUZZY ID3; PHASOR MEASUREMENT UNIT (PMU); RANDOM FORESTS; SMART GRID; STABILITY ASSESSMENT; SUPPORT VECTOR; WIDE-AREA SEVERITY INDICES;

EID: 84857654563     PISSN: 19493053     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSG.2011.2164948     Document Type: Article
Times cited : (100)

References (31)
  • 1
    • 70349994492 scopus 로고    scopus 로고
    • Electric Advisory Committee U.S. Dept. Energy, Dec.
    • Electric Advisory Committee, "Smart grid: Enabler of the new energy economy," U.S. Dept. Energy, Dec. 2008 [Online]. Available: http://www.oe.energy.gov/DocumentsandMedia/final-smart-grid-report.pdf
    • (2008) Smart Grid: Enabler of the New Energy Economy
  • 2
    • 84857653071 scopus 로고    scopus 로고
    • Real-time application of synchrophasors for improving reliability
    • NERC Oct.
    • NERC, "Real-time application of synchrophasors for improving reliability," Special Rep., Oct. 2010 [Online]. Available: http://www.nerc.com/docs/oc/rapirtf/Rapir-final-report-Aug-2010-lc.pdf
    • (2010) Special Rep.
  • 3
    • 84857654760 scopus 로고    scopus 로고
    • Reliability considerations from the integration of smart grid
    • NERC Dec.
    • NERC, "Reliability considerations from the integration of smart grid," Special Rep., Dec. 2010 [Online]. Available: http://www.nerc.com/ files/SGTF-Report-Final-posted.pdf
    • (2010) Special Rep.
  • 4
    • 21244481024 scopus 로고    scopus 로고
    • WACS-Wide-area stability and voltage control system: R&D and on-line demonstration
    • May
    • C. W. Taylor, D. C. Erickson, K. E. Martin, R. E. Wilson, and V. V. Venkatasubramanian, "WACS-Wide-area stability and voltage control system: R&D and on-line demonstration," Proc. IEEE, vol. 93, no. 5, pp. 892-906, May 2005.
    • (2005) Proc. IEEE , vol.93 , Issue.5 , pp. 892-906
    • Taylor, C.W.1    Erickson, D.C.2    Martin, K.E.3    Wilson, R.E.4    Venkatasubramanian, V.V.5
  • 5
    • 36348946449 scopus 로고    scopus 로고
    • An online dynamic security assessment scheme using phasor measurements and decision trees
    • Nov.
    • K. Sun, S. Likhate, V. Vittal, V. S. Kolluri, and S. Mandal, "An online dynamic security assessment scheme using phasor measurements and decision trees," IEEE Trans. Power Syst., vol. 22, no. 4, pp. 1935-1943, Nov. 2007.
    • (2007) IEEE Trans. Power Syst. , vol.22 , Issue.4 , pp. 1935-1943
    • Sun, K.1    Likhate, S.2    Vittal, V.3    Kolluri, V.S.4    Mandal, S.5
  • 6
    • 77956061584 scopus 로고    scopus 로고
    • Catastrophe predictors from ensemble decision-tree learning of wide-area severity indices
    • Sep.
    • I. Kamwa, S. R. Samantaray, and G. Joos, "Catastrophe predictors from ensemble decision-tree learning of wide-area severity indices," IEEE Trans. Smart Grid, vol. 1, no. 2, pp. 144-158, Sep. 2010.
    • (2010) IEEE Trans. Smart Grid , vol.1 , Issue.2 , pp. 144-158
    • Kamwa, I.1    Samantaray, S.R.2    Joos, G.3
  • 8
    • 0038493936 scopus 로고    scopus 로고
    • Fuzzy logic-based relaying for large power transformer protection
    • Feb.
    • M.-C. Shin, C.-W. Park, and J.-H. Kim, "Fuzzy logic-based relaying for large power transformer protection," IEEE Trans. Power Del., vol. 18, no. 3, pp. 718-724, Feb. 2003.
    • (2003) IEEE Trans. Power Del. , vol.18 , Issue.3 , pp. 718-724
    • Shin, M.-C.1    Park, C.-W.2    Kim, J.-H.3
  • 9
    • 0035792173 scopus 로고    scopus 로고
    • Fuzzy logic application to out-of-step protection of generators
    • Vancouver, BC, Canada, Jul. 15-19
    • W. Rebizant and K. Feser, "Fuzzy logic application to out-of-step protection of generators," in Proc. 2001 IEEE/PES Summer Meet., Vancouver, BC, Canada, Jul. 15-19, 2001, vol. 2, pp. 927-932.
    • (2001) Proc. 2001 IEEE/PES Summer Meet. , vol.2 , pp. 927-932
    • Rebizant, W.1    Feser, K.2
  • 10
    • 60149086045 scopus 로고    scopus 로고
    • Development of rule-based classifiers for rapid stability assessment of wide-area post-disturbance records
    • Feb.
    • I. Kamwa, S. R. Samantaray, and G. Joos, "Development of rule-based classifiers for rapid stability assessment of wide-area post-disturbance records," IEEE Trans. Power Syst., vol. 24, no. 1, pp. 258-270, Feb. 2009.
    • (2009) IEEE Trans. Power Syst. , vol.24 , Issue.1 , pp. 258-270
    • Kamwa, I.1    Samantaray, S.R.2    Joos, G.3
  • 11
    • 0035360372 scopus 로고    scopus 로고
    • Designing fuzzy inference systems from data: An in-terpretability- oriented review
    • Jun.
    • S. Guillaume, "Designing fuzzy inference systems from data: An in-terpretability-oriented review," IEEE Trans. Fuzzy Syst., vol. 9, pp. 426-443, Jun. 2001.
    • (2001) IEEE Trans. Fuzzy Syst. , vol.9 , pp. 426-443
    • Guillaume, S.1
  • 12
    • 0035425970 scopus 로고    scopus 로고
    • Time-varying contingency screening for dynamic security assessment using intelligent-systems techniques
    • Aug.
    • I. Kamwa, R. Grondin, and L. Loud, "Time-varying contingency screening for dynamic security assessment using intelligent-systems techniques," IEEE Trans. Power Syst., vol. 16, pp. 526-536, Aug. 2001.
    • (2001) IEEE Trans. Power Syst. , vol.16 , pp. 526-536
    • Kamwa, I.1    Grondin, R.2    Loud, L.3
  • 13
    • 0031197387 scopus 로고    scopus 로고
    • Severity indices for contingency screening in dynamic security assessment
    • Aug.
    • V. Brandwajn, A. B. R. Kumar, A. Ipakchi, A. Bose, and S. D. Kuo, "Severity indices for contingency screening in dynamic security assessment," IEEE Trans. Power Syst., vol. 12, no. 3, pp. 1136-1142, Aug. 1997.
    • (1997) IEEE Trans. Power Syst. , vol.12 , Issue.3 , pp. 1136-1142
    • Brandwajn, V.1    Kumar, A.B.R.2    Ipakchi, A.3    Bose, A.4    Kuo, S.D.5
  • 14
    • 34548011487 scopus 로고    scopus 로고
    • Transient stability prediction by a hybrid intelligent system
    • Aug.
    • N. Amjady and S. F. Majedi, "Transient stability prediction by a hybrid intelligent system," IEEE Trans. Power Syst., vol. 22, no. 3, pp. 1275-1283, Aug. 2007.
    • (2007) IEEE Trans. Power Syst. , vol.22 , Issue.3 , pp. 1275-1283
    • Amjady, N.1    Majedi, S.F.2
  • 15
    • 2542625918 scopus 로고    scopus 로고
    • Support vector machines for transient stability analysis of large scale power systems
    • May
    • L. S. Moulin, A. P. Alves da Silva, M. A. El-Sharkawi, and R. J. Marks, II, "Support vector machines for transient stability analysis of large scale power systems," IEEE Trans. Power Syst., vol. 19, no. 2, pp. 818-825, May 2004.
    • (2004) IEEE Trans. Power Syst. , vol.19 , Issue.2 , pp. 818-825
    • Moulin, L.S.1    Alves Da Silva, A.P.2    El-Sharkawi, M.A.3    Marks II, R.J.4
  • 16
    • 79960889557 scopus 로고    scopus 로고
    • Support vector machine based algorithm for post-fault transient stability status prediction using synchronized measurements
    • Aug.
    • F. R. Gomez, A. D. Rajapakse, U. D. Annakkage, and I. T. Fernando, "Support vector machine based algorithm for post-fault transient stability status prediction using synchronized measurements," IEEE Trans. Power Syst., vol. 26, no. 3, pp. 1474-1483, Aug. 2011.
    • (2011) IEEE Trans. Power Syst. , vol.26 , Issue.3 , pp. 1474-1483
    • Gomez, F.R.1    Rajapakse, A.D.2    Annakkage, U.D.3    Fernando, I.T.4
  • 17
    • 1442288874 scopus 로고    scopus 로고
    • Response-based decision trees to trigger one-shot stabilizing control
    • Feb.
    • K. Mei and S. M. Rovnyak, "Response-based decision trees to trigger one-shot stabilizing control," IEEE Trans. Power Syst., vol. 19, no. 1, pp. 531-537, Feb. 2004.
    • (2004) IEEE Trans. Power Syst. , vol.19 , Issue.1 , pp. 531-537
    • Mei, K.1    Rovnyak, S.M.2
  • 19
    • 77956060147 scopus 로고    scopus 로고
    • Operation rules determined by risk analysis for special protection systems at Hydro-Quebec
    • Paris, France Paper B5-205
    • J. A. Huang, S. Harrison, L. Wehenkel, G. Vanier, F. Lévesque, and A. Valette, "Operation rules determined by risk analysis for special protection systems at Hydro-Quebec," in Proc. CIGRÉ Session 2004, Paris, France, pp. 1-8, Paper B5-205.
    • (2004) Proc. CIGRÉ Session , pp. 1-8
    • Huang, J.A.1    Harrison, S.2    Wehenkel, L.3    Vanier, G.4    Lévesque, F.5    Valette, A.6
  • 22
    • 16344385129 scopus 로고    scopus 로고
    • Neuro-fuzzy id3: A method of inducing fuzzy decision trees with linear programming for maximizing entropy and an algebraic method for incremental learning
    • H. Ichihashi, T. Shirai, K. Nagasaka, and T. Miyoshi, "Neuro-fuzzy id3: A method of inducing fuzzy decision trees with linear programming for maximizing entropy and an algebraic method for incremental learning," Fuzzy Sets Syst., vol. 81, pp. 157-167, 1996.
    • (1996) Fuzzy Sets Syst. , vol.81 , pp. 157-167
    • Ichihashi, H.1    Shirai, T.2    Nagasaka, K.3    Miyoshi, T.4
  • 23
    • 0036435523 scopus 로고    scopus 로고
    • Data driven generation of compact. accurate, and linguistically sound fuzzy classifiers based on a decision tree initialization
    • J. Abonyi, J. A. Roubos, and F. Szeifert, "Data driven generation of compact. accurate, and linguistically sound fuzzy classifiers based on a decision tree initialization," Int. J. Approx. Reason., vol. 32, pp. 1-21, 2003.
    • (2003) Int. J. Approx. Reason. , vol.32 , pp. 1-21
    • Abonyi, J.1    Roubos, J.A.2    Szeifert, F.3
  • 24
    • 33748930981 scopus 로고    scopus 로고
    • On constructing a fuzzy inference framework using crisp decision trees
    • K. Crockett, Z. Bandar, D. Mclean, and J. O'Shea, "On constructing a fuzzy inference framework using crisp decision trees," Fuzzy Sets Syst., vol. 157, pp. 2809-2832, 2006.
    • (2006) Fuzzy Sets Syst. , vol.157 , pp. 2809-2832
    • Crockett, K.1    Bandar, Z.2    McLean, D.3    O'Shea, J.4
  • 25
    • 68349141060 scopus 로고    scopus 로고
    • Fuzzy partitioning of a real power system for dynamic vulnerability assessment
    • Aug.
    • I. Kamwa, A. K. Pradhan, G. Joos, and S. R. Samantaray, "Fuzzy partitioning of a real power system for dynamic vulnerability assessment," IEEE Trans. Power Syst., vol. 24, no. 3, pp. 1-10, Aug. 2009.
    • (2009) IEEE Trans. Power Syst. , vol.24 , Issue.3 , pp. 1-10
    • Kamwa, I.1    Pradhan, A.K.2    Joos, G.3    Samantaray, S.R.4
  • 27
    • 84857654759 scopus 로고    scopus 로고
    • Rattle (the R Analytical Tool to Learn Easily), by D. Williams, ver. 2. 6 Dec.
    • Rattle (the R Analytical Tool to Learn Easily), by D. Williams, ver. 2.6 Dec. 2010 [Online]. Available: http://rattle.togaware.com
    • (2010)
  • 28
    • 6344291509 scopus 로고    scopus 로고
    • Accuracy vs. comprehensi-bility in data mining models
    • Stockholm, Sweden, Jul.
    • U. Johansson, L. Niklasson, and R. Köing, "Accuracy vs. comprehensi-bility in data mining models," in Proc. 7th Int. Conf. Inf. Fusion, Stockholm, Sweden, Jul. 2004 [Online]. Available: http://www.fusion2004. foi.se/papers/IF04-0295.pdf
    • (2004) Proc. 7th Int. Conf. Inf. Fusion
    • Johansson, U.1    Niklasson, L.2    Köing, R.3
  • 29
    • 36349018954 scopus 로고    scopus 로고
    • Automatic segmentation of large power systems into fuzzy coherent areas for dynamic vulnerability assessment
    • Nov.
    • I. Kamwa, A. K. Pradhan, and G. Joos, "Automatic segmentation of large power systems into fuzzy coherent areas for dynamic vulnerability assessment," IEEE Trans. Power Syst., vol. 22, no. 4, pp. 1974-1985, Nov. 2007.
    • (2007) IEEE Trans. Power Syst. , vol.22 , Issue.4 , pp. 1974-1985
    • Kamwa, I.1    Pradhan, A.K.2    Joos, G.3
  • 31
    • 77956057383 scopus 로고    scopus 로고
    • Area center of inertia-a potential unified signal for synchronous and frequency stability control of interconnected power systems under short and long time spans paper no 390
    • Hong Kong, Jul. 8-12
    • Y. N. Zhou, L. L. Zhu, K. K. Y. Poon, D. Gan, H. Zhu, and Z. Cai, "Area center of inertia-a potential unified signal for synchronous and frequency stability control of interconnected power systems under short and long time spans, paper no 390," in Proc. Int. Conf. Electr. Eng. (ICEE), Hong Kong, Jul. 8-12, 2007, pp. 1-6 [Online]. Available: http://power2.eee.hku.hk/ ceespub/papers/ICEE2007-390.pdf
    • (2007) Proc. Int. Conf. Electr. Eng. (ICEE) , pp. 1-6
    • Zhou, Y.N.1    Zhu, L.L.2    Poon, K.K.Y.3    Gan, D.4    Zhu, H.5    Cai, Z.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.