메뉴 건너뛰기




Volumn 47, Issue 10, 2017, Pages 2627-2640

Using Large-Scale Social Media Networks as a Scalable Sensing System for Modeling Real-Time Energy Utilization Patterns

Author keywords

Event detection; Granger causality; predictive models; social network services; unsupervised learning

Indexed keywords

ELECTRIC POWER UTILIZATION; ENERGY UTILIZATION; SMART METERS; SOCIAL NETWORKING (ONLINE); UNSUPERVISED LEARNING;

EID: 85030118412     PISSN: 21682216     EISSN: 21682232     Source Type: Journal    
DOI: 10.1109/TSMC.2016.2618860     Document Type: Article
Times cited : (15)

References (57)
  • 2
    • 37549003336 scopus 로고    scopus 로고
    • MapReduce: Simplified data processing on large clusters
    • J. Dean and S. Ghemawat, "MapReduce: Simplified data processing on large clusters, " Commun. ACM, vol. 51, no. 1, pp. 107-113, 2008.
    • (2008) Commun. ACM , vol.51 , Issue.1 , pp. 107-113
    • Dean, J.1    Ghemawat, S.2
  • 5
    • 77954571408 scopus 로고    scopus 로고
    • Earthquake shakes twitter users: Real-time event detection by social sensors
    • Raleigh, NC, USA
    • T. Sakaki, M. Okazaki, and Y. Matsuo, "Earthquake shakes twitter users: Real-time event detection by social sensors, " in Proc. 19th Int. Conf. World Wide Web, Raleigh, NC, USA, 2010, pp. 851-860. [Online]. Available: http://doi. acm. org/10. 1145/1772690. 1772777
    • (2010) Proc. 19th Int. Conf. World Wide Web , pp. 851-860
    • Sakaki, T.1    Okazaki, M.2    Matsuo, Y.3
  • 6
    • 84896939487 scopus 로고    scopus 로고
    • A trust-aware system for personalized user recommendations in social networks
    • Apr.
    • M. Eirinaki, M. D. Louta, and I. Varlamis, "A trust-aware system for personalized user recommendations in social networks, " IEEE Trans. Syst., Man, Cybern., Syst., vol. 44, no. 4, pp. 409-421, Apr. 2014.
    • (2014) IEEE Trans. Syst., Man, Cybern., Syst. , vol.44 , Issue.4 , pp. 409-421
    • Eirinaki, M.1    Louta, M.D.2    Varlamis, I.3
  • 7
    • 84929167917 scopus 로고    scopus 로고
    • Social network modeling and agent-based simulation in support of crisis de-escalation
    • Jan.
    • M. J. Lanham, G. P. Morgan, and K. M. Carley, "Social network modeling and agent-based simulation in support of crisis de-escalation, " IEEE Trans. Syst., Man, Cybern., Syst., vol. 44, no. 1, pp. 103-110, Jan. 2014.
    • (2014) IEEE Trans. Syst., Man, Cybern., Syst. , vol.44 , Issue.1 , pp. 103-110
    • Lanham, M.J.1    Morgan, G.P.2    Carley, K.M.3
  • 8
    • 84921721557 scopus 로고    scopus 로고
    • Increasing the veracity of event detection on social media networks through user trust modeling
    • Washington, DC, USA
    • T. Bodnar, C. Tucker, K. Hopkinson, and S. G. Bilén, "Increasing the veracity of event detection on social media networks through user trust modeling, " in Proc. IEEE Big Data, Washington, DC, USA, 2014, pp. 636-643.
    • (2014) Proc. IEEE Big Data , pp. 636-643
    • Bodnar, T.1    Tucker, C.2    Hopkinson, K.3    Bilén, S.G.4
  • 9
    • 84878526821 scopus 로고    scopus 로고
    • What are we 'tweeting' about obesity? Mapping tweets with topic modeling and geographic information system
    • D. D. Ghosh and R. Guha, "What are we 'tweeting' about obesity? Mapping tweets with topic modeling and geographic information system, " Cartography Geogr. Inf. Sci., vol. 40, no. 2, pp. 90-102, 2013.
    • (2013) Cartography Geogr. Inf. Sci. , vol.40 , Issue.2 , pp. 90-102
    • Ghosh, D.D.1    Guha, R.2
  • 10
    • 85030121775 scopus 로고    scopus 로고
    • Twitter use 2012. Pew internet & amer
    • A. Smith and J. Brenner, Twitter Use 2012. Pew Internet & Amer. Life Project, 2012.
    • (2012) Life Project
    • Smith, A.1    Brenner, J.2
  • 11
    • 84891758338 scopus 로고    scopus 로고
    • Validating models for disease detection using Twitter
    • Rio de Janeiro, Brazil
    • T. Bodnar and M. Salathé, "Validating models for disease detection using Twitter, " in Proc. 22nd Int. Conf. World Wide Web Companion, Rio de Janeiro, Brazil, 2013, pp. 699-702.
    • (2013) Proc. 22nd Int. Conf. World Wide Web Companion , pp. 699-702
    • Bodnar, T.1    Salathé, M.2
  • 12
    • 84887293587 scopus 로고    scopus 로고
    • Reassessing Google flu trends data for detection of seasonal and pandemic influenza: A comparative epidemiological study at three geographic scales
    • D. R. Olson, K. J. Konty, M. Paladini, C. Viboud, and L. Simonsen, "Reassessing Google flu trends data for detection of seasonal and pandemic influenza: A comparative epidemiological study at three geographic scales, " PLoS Comput. Biol., vol. 9, no. 10, 2013, Art. no. e1003256.
    • (2013) PLoS Comput. Biol. , vol.9 , Issue.10
    • Olson, D.R.1    Konty, K.J.2    Paladini, M.3    Viboud, C.4    Simonsen, L.5
  • 13
    • 0141607824 scopus 로고    scopus 로고
    • Latent Dirichlet allocation
    • Jan.
    • D. M. Blei, A. Y. Ng, and M. I. Jordan, "Latent Dirichlet allocation, " J. Mach. Learn. Res., vol. 3, pp. 993-1022, Jan. 2003.
    • (2003) J. Mach. Learn. Res. , vol.3 , pp. 993-1022
    • Blei, D.M.1    Ng, A.Y.2    Jordan, M.I.3
  • 14
    • 84889604012 scopus 로고    scopus 로고
    • Mining causal topics in text data: Iterative topic modeling with time series feedback
    • San Francisco, CA, USA
    • H. D. Kim et al., "Mining causal topics in text data: Iterative topic modeling with time series feedback, " in Proc. 22nd ACM Int. Conf. Inf. Knowl. Manag., San Francisco, CA, USA, 2013, pp. 885-890.
    • (2013) Proc. 22nd ACM Int. Conf. Inf. Knowl. Manag. , pp. 885-890
    • Kim, H.D.1
  • 15
    • 84889562628 scopus 로고    scopus 로고
    • Originator or propagator?: Incorporating social role theory into topic models for twitter content analysis
    • San Francisco, CA, USA
    • X. W. Zhao, J. Wang, Y. He, J.-Y. Nie, and X. Li, "Originator or propagator?: Incorporating social role theory into topic models for twitter content analysis, " in Proc. 22nd ACM Int. Conf. Inf. Knowl. Manag., San Francisco, CA, USA, 2013, pp. 1649-1654.
    • (2013) Proc. 22nd ACM Int. Conf. Inf. Knowl. Manag. , pp. 1649-1654
    • Zhao, X.W.1    Wang, J.2    He, Y.3    Nie, J.-Y.4    Li, X.5
  • 16
    • 83055186736 scopus 로고    scopus 로고
    • More influence means less work: Fast latent Dirichlet allocation by influence scheduling
    • Glasgow, U. K.
    • M. Wahabzada, K. Kersting, A. Pilz, and C. Bauckhage, "More influence means less work: Fast latent Dirichlet allocation by influence scheduling, " in Proc. 20th ACM Int. Conf. Inf. Knowl. Manag., Glasgow, U. K., 2011, pp. 2273-2276.
    • (2011) Proc. 20th ACM Int. Conf. Inf. Knowl. Manag. , pp. 2273-2276
    • Wahabzada, M.1    Kersting, K.2    Pilz, A.3    Bauckhage, C.4
  • 17
    • 57349117605 scopus 로고    scopus 로고
    • Learning to classify short and sparse text & Web with hidden topics from large-scale data collections
    • Beijing, China
    • X.-H. Phan, L.-M. Nguyen, and S. Horiguchi, "Learning to classify short and sparse text & Web with hidden topics from large-scale data collections, " in Proc. 17th Int. Conf. World Wide Web, Beijing, China, 2008, pp. 91-100.
    • (2008) Proc. 17th Int. Conf. World Wide Web , pp. 91-100
    • Phan, X.-H.1    Nguyen, L.-M.2    Horiguchi, S.3
  • 20
    • 84863869173 scopus 로고    scopus 로고
    • Logisticlda: Regularizing latent Dirichlet allocation by logistic regression
    • Hong Kong
    • J.-C. Guo, B.-L. Lu, Z. Li, and L. Zhang, "Logisticlda: Regularizing latent Dirichlet allocation by logistic regression, " in Proc. PACLIC, Hong Kong, 2009, pp. 160-169.
    • (2009) Proc. PACLIC , pp. 160-169
    • Guo, J.-C.1    Lu, B.-L.2    Li, Z.3    Zhang, L.4
  • 21
    • 84889601386 scopus 로고    scopus 로고
    • Discovering health-related knowledge in social media using ensembles of heterogeneous features
    • San Francisco, CA, USA
    • S. Tuarob, C. S. Tucker, M. Salathe, and N. Ram, "Discovering health-related knowledge in social media using ensembles of heterogeneous features, " in Proc. 22nd ACM Int. Conf. Inf. Knowl. Manag., San Francisco, CA, USA, 2013, pp. 1685-1690.
    • (2013) Proc. 22nd ACM Int. Conf. Inf. Knowl. Manag. , pp. 1685-1690
    • Tuarob, S.1    Tucker, C.S.2    Salathe, M.3    Ram, N.4
  • 22
    • 84889594903 scopus 로고    scopus 로고
    • PEDM: Online-forecasting for smart energy analytics
    • San Francisco, CA, USA
    • L. Dannecker et al., "pEDM: Online-forecasting for smart energy analytics, " in Proc. 22nd ACM Int. Conf. Inf. Knowl. Manag., San Francisco, CA, USA, 2013, pp. 2411-2416.
    • (2013) Proc. 22nd ACM Int. Conf. Inf. Knowl. Manag. , pp. 2411-2416
    • Dannecker, L.1
  • 25
    • 77952176601 scopus 로고    scopus 로고
    • Decreased time delay and security enhancement recommendations for AMI smart meter networks
    • Gaithersburg, MD, USA, Jan.
    • C. Bennett and S. B. Wicker, "Decreased time delay and security enhancement recommendations for AMI smart meter networks, " in Proc. Innov. Smart Grid Technol. (ISGT), Gaithersburg, MD, USA, Jan. 2010, pp. 1-6.
    • (2010) Proc. Innov. Smart Grid Technol. (ISGT) , pp. 1-6
    • Bennett, C.1    Wicker, S.B.2
  • 26
    • 84905114032 scopus 로고    scopus 로고
    • A trustmanagement toolkit for smart-grid protection systems
    • Aug.
    • J. E. Fadul, K. M. Hopkinson, T. R. Andel, and C. A. Sheffield, "A trustmanagement toolkit for smart-grid protection systems, " IEEE Trans. Power Del., vol. 29, no. 4, pp. 1768-1779, Aug. 2014.
    • (2014) IEEE Trans. Power Del. , vol.29 , Issue.4 , pp. 1768-1779
    • Fadul, J.E.1    Hopkinson, K.M.2    Andel, T.R.3    Sheffield, C.A.4
  • 28
    • 84969700117 scopus 로고    scopus 로고
    • Simulating cyber-physical energy systems: Challenges, tools and methods
    • Mar.
    • P. Palensky, E. Widl, and A. Elsheikh, "Simulating cyber-physical energy systems: Challenges, tools and methods, " IEEE Trans. Syst., Man, Cybern., Syst., vol. 44, no. 3, pp. 318-326, Mar. 2014.
    • (2014) IEEE Trans. Syst., Man, Cybern., Syst. , vol.44 , Issue.3 , pp. 318-326
    • Palensky, P.1    Widl, E.2    Elsheikh, A.3
  • 29
    • 84865025614 scopus 로고    scopus 로고
    • The impact of state level building codes on residential electricity consumption
    • A. Aroonruengsawat, M. Auffhammer, and A. H. Sanstad, "The impact of state level building codes on residential electricity consumption, " Energy J., vol. 33, no. 1, pp. 31-52, 2012.
    • (2012) Energy J. , vol.33 , Issue.1 , pp. 31-52
    • Aroonruengsawat, A.1    Auffhammer, M.2    Sanstad, A.H.3
  • 30
    • 84875639346 scopus 로고    scopus 로고
    • Evidence from two large field experiments that peer comparison feedback can reduce residential energy usage
    • I. Ayres, S. Raseman, and A. Shih, "Evidence from two large field experiments that peer comparison feedback can reduce residential energy usage, " J. Law Econ. Org., vol. 29, no. 5, pp. 992-1022, 2013.
    • (2013) J. Law Econ. Org. , vol.29 , Issue.5 , pp. 992-1022
    • Ayres, I.1    Raseman, S.2    Shih, A.3
  • 31
    • 79551601026 scopus 로고    scopus 로고
    • Residential and regional electricity consumption in the U. S. and EU: How much will higher prices reduce CO2 emissions?
    • I. M. L. Azevedo, M. G. Morgan, and L. Lave, "Residential and regional electricity consumption in the U. S. and EU: How much will higher prices reduce CO2 emissions?" Elect. J., vol. 24, no. 1, pp. 21-29, 2011.
    • (2011) Elect. J. , vol.24 , Issue.1 , pp. 21-29
    • Azevedo, I.M.L.1    Morgan, M.G.2    Lave, L.3
  • 32
    • 80052717472 scopus 로고    scopus 로고
    • Short-and long-run time-of-use price elasticities in Swiss residential electricity demand
    • M. Filippini, "Short-and long-run time-of-use price elasticities in Swiss residential electricity demand, " Energy Policy, vol. 39, no. 10, pp. 5811-5817, 2011.
    • (2011) Energy Policy , vol.39 , Issue.10 , pp. 5811-5817
    • Filippini, M.1
  • 33
    • 77958180625 scopus 로고    scopus 로고
    • The energy box: Locally automated optimal control of residential electricity usage
    • D. Livengood and R. Larson, "The energy box: Locally automated optimal control of residential electricity usage, " Service Sci., vol. 1, no. 1, pp. 1-16, 2009.
    • (2009) Service Sci. , vol.1 , Issue.1 , pp. 1-16
    • Livengood, D.1    Larson, R.2
  • 35
    • 43049112795 scopus 로고    scopus 로고
    • The impacts of climatic and economic factors on residential electricity consumption of Bangkok Metropolis
    • K. Wangpattarapong, S. Maneewan, N. Ketjoy, and W. Rakwichian, "The impacts of climatic and economic factors on residential electricity consumption of Bangkok Metropolis, " Energy Build., vol. 40, no. 8, pp. 1419-1425, 2008.
    • (2008) Energy Build. , vol.40 , Issue.8 , pp. 1419-1425
    • Wangpattarapong, K.1    Maneewan, S.2    Ketjoy, N.3    Rakwichian, W.4
  • 36
  • 37
    • 77249154055 scopus 로고    scopus 로고
    • Inferring personal information from demand-response systems
    • Jan. /Feb.
    • M. A. Lisovich, D. K. Mulligan, and S. B. Wicker, "Inferring personal information from demand-response systems, " IEEE Secur. Privacy, vol. 8, no. 1, pp. 11-20, Jan. /Feb. 2010.
    • (2010) IEEE Secur. Privacy , vol.8 , Issue.1 , pp. 11-20
    • Lisovich, M.A.1    Mulligan, D.K.2    Wicker, S.B.3
  • 38
  • 39
    • 80053586803 scopus 로고    scopus 로고
    • Twitter, LinkedIn, Google+, GitHub, and More. Sebastopol, CA, USA: O'Reilly
    • M. A. Russell, Mining the Social Web: Data Mining Facebook, Twitter, LinkedIn, Google+, GitHub, and More. Sebastopol, CA, USA: O'Reilly, 2013.
    • (2013) Mining the Social Web: Data Mining Facebook
    • Russell, M.A.1
  • 40
    • 84948481845 scopus 로고
    • An algorithm for suffix stripping
    • M. F. Porter, "An algorithm for suffix stripping, " Program Electron. Library Inf. Syst., vol. 14, no. 3, pp. 130-137, 1980.
    • (1980) Program Electron. Library Inf. Syst. , vol.14 , Issue.3 , pp. 130-137
    • Porter, M.F.1
  • 42
    • 84876811202 scopus 로고    scopus 로고
    • RCV1: A new benchmark collection for text categorization research
    • Apr.
    • D. D. Lewis, Y. Yang, T. G. Rose, and F. Li, "RCV1: A new benchmark collection for text categorization research, " J. Mach. Learn. Res., vol. 5, pp. 361-397, Apr. 2004.
    • (2004) J. Mach. Learn. Res. , vol.5 , pp. 361-397
    • Lewis, D.D.1    Yang, Y.2    Rose, T.G.3    Li, F.4
  • 43
    • 84864542090 scopus 로고    scopus 로고
    • The uncertain geographic context problem
    • M.-P. Kwan, "The uncertain geographic context problem, " Ann. Assoc. Amer. Geographers, vol. 102, no. 5, pp. 958-968, 2012.
    • (2012) Ann. Assoc. Amer. Geographers , vol.102 , Issue.5 , pp. 958-968
    • Kwan, M.-P.1
  • 46
    • 28144459550 scopus 로고
    • Some recent development in a concept of causality
    • C. W. J. Granger, "Some recent development in a concept of causality, " J. Econometrics, vol. 39, nos. 1-2, pp. 199-211, 1988. [Online]. Available: http://www. sciencedirect. com/science/article/pii/ 0304407688900450
    • (1988) J. Econometrics , vol.39 , Issue.1-2 , pp. 199-211
    • Granger, C.W.J.1
  • 47
    • 77955268954 scopus 로고    scopus 로고
    • Multivariate Granger causality between electricity generation, exports, prices and GDP in Malaysia
    • H. H. Lean and R. Smyth, "Multivariate Granger causality between electricity generation, exports, prices and GDP in Malaysia, " Energy, vol. 35, no. 9, pp. 3640-3648, 2010. [Online]. Available: http://www. sciencedirect. com/science/article/pii/S0360544210002719
    • (2010) Energy , vol.35 , Issue.9 , pp. 3640-3648
    • Lean, H.H.1    Smyth, R.2
  • 48
    • 0001193786 scopus 로고    scopus 로고
    • To Bonferroni or not to Bonferroni: When and how are the questions
    • R. J. Cabin and R. J. Mitchell, "To Bonferroni or not to Bonferroni: When and how are the questions, " Bull. Ecol. Soc. Ameri., vol. 81, no. 3, pp. 246-248, 2000.
    • (2000) Bull. Ecol. Soc. Ameri. , vol.81 , Issue.3 , pp. 246-248
    • Cabin, R.J.1    Mitchell, R.J.2
  • 50
    • 13344261943 scopus 로고    scopus 로고
    • Letting the (energy) Gini out of the bottle: Lorenz curves of cumulative electricity consumption and Gini coefficients as metrics of energy distribution and equity
    • A. Jacobson, A. D. Milman, and D. M. Kammen, "Letting the (energy) Gini out of the bottle: Lorenz curves of cumulative electricity consumption and Gini coefficients as metrics of energy distribution and equity, " Energy Pol., vol. 33, no. 14, pp. 1825-1832, 2005.
    • (2005) Energy Pol. , vol.33 , Issue.14 , pp. 1825-1832
    • Jacobson, A.1    Milman, A.D.2    Kammen, D.M.3
  • 52
    • 1342266856 scopus 로고
    • Residential energy use: An econometric analysis
    • Santa Monica, CA, USA, Tech. Rep. R-1297-NSF, Oct.
    • K. P. Anderson, "Residential energy use: An econometric analysis, " RAND, Santa Monica, CA, USA, Tech. Rep. R-1297-NSF, Oct. 1973.
    • (1973) RAND
    • Anderson, K.P.1
  • 53
    • 0002302957 scopus 로고
    • Econometric analysis of residential time-of-use electricity pricing experiments
    • D. W. Caves and L. R. Christensen, "Econometric analysis of residential time-of-use electricity pricing experiments, " J. Econ., vol. 14, no. 3, pp. 287-306, 1980.
    • (1980) J. Econ. , vol.14 , Issue.3 , pp. 287-306
    • Caves, D.W.1    Christensen, L.R.2
  • 54
    • 0037708972 scopus 로고
    • Conservation effect of immediate electricity cost feedback on residential consumption behavior
    • Pacific Grove, CA, USA
    • J. K. Dobson and J. D. A. Griffin, "Conservation effect of immediate electricity cost feedback on residential consumption behavior, " in Proc. 7th ACEEE Summer Study Energy Efficiency Build., vol. 2. Pacific Grove, CA, USA, 1992, pp. 33-35.
    • (1992) Proc. 7th ACEEE Summer Study Energy Efficiency Build. , vol.2 , pp. 33-35
    • Dobson, J.K.1    Griffin, J.D.A.2
  • 55
    • 0028551487 scopus 로고
    • Evolution of residential electricity demand by end-use in Quebec 1979-1989: A conditional demand analysis
    • G. Lafrance and D. Perron, "Evolution of residential electricity demand by end-use in quebec 1979-1989: A conditional demand analysis, " Energy Stud. Rev., vol. 6, no. 2, pp. 164-173, 1994.
    • (1994) Energy Stud. Rev. , vol.6 , Issue.2 , pp. 164-173
    • Lafrance, G.1    Perron, D.2
  • 56
    • 0842312317 scopus 로고    scopus 로고
    • The effects of information on residential demand for electricity
    • I. Matsukawa, "The effects of information on residential demand for electricity, " Energy J., vol. 25, no. 1, pp. 1-17, 2004.
    • (2004) Energy J. , vol.25 , Issue.1 , pp. 1-17
    • Matsukawa, I.1
  • 57
    • 0018989336 scopus 로고
    • The total and appliance-specific conditional demand for electricity in the household sector
    • M. Parti and C. Parti, "The total and appliance-specific conditional demand for electricity in the household sector, " Bell J. Econ., vol. 11, no. 1, pp. 309-321, 1980.
    • (1980) Bell J. Econ. , vol.11 , Issue.1 , pp. 309-321
    • Parti, M.1    Parti, C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.