Electricity Theft Detection in AMI Using Customers' Consumption Patterns
As one of the key components of the smart grid, advanced metering infrastructure brings many potential advantages such as load management and demand response. However, computerizing the metering system also introduces numerous new vectors for energy theft. In this paper, we present a novel consumpti...
Saved in:
| Published in | IEEE transactions on smart grid Vol. 7; no. 1; pp. 216 - 226 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
IEEE
01.01.2016
|
| Subjects | |
| Online Access | Get full text |
Cover
Loading…
| Abstract | As one of the key components of the smart grid, advanced metering infrastructure brings many potential advantages such as load management and demand response. However, computerizing the metering system also introduces numerous new vectors for energy theft. In this paper, we present a novel consumption pattern-based energy theft detector, which leverages the predictability property of customers' normal and malicious consumption patterns. Using distribution transformer meters, areas with a high probability of energy theft are short listed, and by monitoring abnormalities in consumption patterns, suspicious customers are identified. Application of appropriate classification and clustering techniques, as well as concurrent use of transformer meters and anomaly detectors, make the algorithm robust against nonmalicious changes in usage pattern, and provide a high and adjustable performance with a low-sampling rate. Therefore, the proposed method does not invade customers' privacy. Extensive experiments on a real dataset of 5000 customers show a high performance for the proposed method. |
|---|---|
| AbstractList | As one of the key components of the smart grid, advanced metering infrastructure brings many potential advantages such as load management and demand response. However, computerizing the metering system also introduces numerous new vectors for energy theft. In this paper, we present a novel consumption pattern-based energy theft detector, which leverages the predictability property of customers' normal and malicious consumption patterns. Using distribution transformer meters, areas with a high probability of energy theft are short listed, and by monitoring abnormalities in consumption patterns, suspicious customers are identified. Application of appropriate classification and clustering techniques, as well as concurrent use of transformer meters and anomaly detectors, make the algorithm robust against nonmalicious changes in usage pattern, and provide a high and adjustable performance with a low-sampling rate. Therefore, the proposed method does not invade customers' privacy. Extensive experiments on a real dataset of 5000 customers show a high performance for the proposed method. |
| Author | Leung, Victor C. M. Jokar, Paria Arianpoo, Nasim |
| Author_xml | – sequence: 1 givenname: Paria surname: Jokar fullname: Jokar, Paria email: pariaj@ece.ubc.ca organization: Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada – sequence: 2 givenname: Nasim surname: Arianpoo fullname: Arianpoo, Nasim organization: Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada – sequence: 3 givenname: Victor C. M. surname: Leung fullname: Leung, Victor C. M. organization: Dept. of Electr. & Comput. Eng., Univ. of British Columbia, Vancouver, BC, Canada |
| BookMark | eNp9kL1PwzAQxS1UJErpjsSSDZYUf8RJPFahtJWKQKKdLSe5gFHiFNsZ-t-T0KoDA7fc6fTeO93vGo1MawChW4JnhGDxuH1fzigmfEYjyimlF2hMRCRChmMyOs-cXaGpc1-4L8ZYTMUYrRY1FN7qQvtDsP2EygdP4PuVbk2gTTB_WQc7p81HkHXOtw1Ydx9krXFds__VvCnvwRp3gy4rVTuYnvoE7Z4X22wVbl6X62y-CQsmuA_LnJdllERJwgnOeawEVBVWZaJUmiZckBjTkueMRkWichC5EiyK8xinqlCEVWyCHo65e9t-d-C8bLQroK6VgbZzkqSUc9xnpb0UH6WFbZ2zUMm91Y2yB0mwHLjJnpscuMkTt94S_7H0YNTwqLdK1_8Z745GDQDnOwnBKY4o-wHieXvD |
| CODEN | ITSGBQ |
| CitedBy_id | crossref_primary_10_1016_j_esd_2018_12_006 crossref_primary_10_1109_TSG_2019_2961136 crossref_primary_10_1109_ACCESS_2024_3487617 crossref_primary_10_2139_ssrn_4069701 crossref_primary_10_1109_TII_2019_2898171 crossref_primary_10_1177_01445987241255394 crossref_primary_10_3390_s24103236 crossref_primary_10_1109_ACCESS_2020_3042636 crossref_primary_10_1016_j_jpdc_2020_05_004 crossref_primary_10_1016_j_rser_2021_111459 crossref_primary_10_3390_s22207818 crossref_primary_10_1016_j_epsr_2020_106615 crossref_primary_10_1109_JIOT_2024_3476458 crossref_primary_10_1007_s00202_023_01809_3 crossref_primary_10_1109_ACCESS_2021_3102643 crossref_primary_10_1016_j_ijepes_2018_03_025 crossref_primary_10_1016_j_epsr_2022_108598 crossref_primary_10_1109_JIOT_2024_3433600 crossref_primary_10_1109_ACCESS_2022_3166146 crossref_primary_10_1109_ACCESS_2022_3191685 crossref_primary_10_1016_j_ijepes_2017_04_005 crossref_primary_10_1016_j_apenergy_2017_10_014 crossref_primary_10_1016_j_future_2018_02_039 crossref_primary_10_1016_j_jpdc_2021_03_002 crossref_primary_10_1109_TII_2016_2638319 crossref_primary_10_1016_j_ijepes_2019_04_005 crossref_primary_10_1016_j_suscom_2020_100427 crossref_primary_10_1109_TSG_2016_2602660 crossref_primary_10_1109_ACCESS_2021_3062675 crossref_primary_10_1016_j_enpol_2018_09_019 crossref_primary_10_1016_j_ijepes_2024_109891 crossref_primary_10_1016_j_apenergy_2024_123228 crossref_primary_10_1109_JSYST_2021_3136683 crossref_primary_10_1109_ACCESS_2023_3312376 crossref_primary_10_1186_s13638_020_01807_0 crossref_primary_10_1109_ACCESS_2023_3318111 crossref_primary_10_1109_JIOT_2016_2631520 crossref_primary_10_1145_3604432 crossref_primary_10_1016_j_ijepes_2018_03_031 crossref_primary_10_1109_ACCESS_2023_3323617 crossref_primary_10_1109_JIOT_2021_3087580 crossref_primary_10_1109_ACCESS_2022_3141610 crossref_primary_10_3390_su142013627 crossref_primary_10_1016_j_egyr_2023_09_100 crossref_primary_10_1080_15325008_2021_1970055 crossref_primary_10_1109_TNNLS_2020_2994116 crossref_primary_10_1007_s43069_025_00414_3 crossref_primary_10_3390_s21030991 crossref_primary_10_1109_JSTSP_2018_2833749 crossref_primary_10_1109_TII_2022_3141408 crossref_primary_10_3390_en17050993 crossref_primary_10_1109_ACCESS_2022_3215532 crossref_primary_10_1016_j_tej_2017_04_001 crossref_primary_10_1049_iet_gtd_2017_0898 crossref_primary_10_1109_TSG_2016_2611600 crossref_primary_10_1016_j_scs_2019_101660 crossref_primary_10_1109_ACCESS_2022_3150016 crossref_primary_10_3390_app13095710 crossref_primary_10_1016_j_apenergy_2024_124789 crossref_primary_10_3390_info14030180 crossref_primary_10_1109_ACCESS_2021_3056566 crossref_primary_10_1109_TIM_2021_3127649 crossref_primary_10_1109_TSG_2017_2697440 crossref_primary_10_3390_app11010401 crossref_primary_10_1016_j_apenergy_2023_121914 crossref_primary_10_1109_TPWRS_2022_3196403 crossref_primary_10_1016_j_epsr_2023_109840 crossref_primary_10_1109_ACCESS_2019_2925787 crossref_primary_10_1016_j_scs_2021_102856 crossref_primary_10_1016_j_ijepes_2020_106123 crossref_primary_10_1049_smt2_12133 crossref_primary_10_1016_j_rser_2023_114151 crossref_primary_10_1109_ACCESS_2020_2970548 crossref_primary_10_1016_j_energy_2017_07_008 crossref_primary_10_1109_TII_2018_2873814 crossref_primary_10_1016_j_engappai_2024_108831 crossref_primary_10_1016_j_segan_2022_100833 crossref_primary_10_1109_ACCESS_2024_3364362 crossref_primary_10_3390_en14154674 crossref_primary_10_1109_TSG_2022_3148817 crossref_primary_10_1080_17455030_2023_2239368 crossref_primary_10_1109_TSG_2018_2818167 crossref_primary_10_3390_su16229921 crossref_primary_10_1016_j_iot_2024_101097 crossref_primary_10_1109_TIM_2020_3048784 crossref_primary_10_1186_s13638_023_02258_z crossref_primary_10_1109_JSYST_2022_3183140 crossref_primary_10_1109_TIM_2022_3189748 crossref_primary_10_15446_ing_investig_v38n2_67331 crossref_primary_10_1016_j_apenergy_2019_114145 crossref_primary_10_1016_j_ijepes_2023_109570 crossref_primary_10_1109_TSG_2020_2973681 crossref_primary_10_1109_JIOT_2022_3197805 crossref_primary_10_1007_s13369_020_04464_z crossref_primary_10_1109_TPWRD_2020_2974132 crossref_primary_10_1049_rpg2_12846 crossref_primary_10_3390_en14092657 crossref_primary_10_1109_ACCESS_2019_2915641 crossref_primary_10_1109_TSG_2018_2805723 crossref_primary_10_1016_j_ijepes_2024_109848 crossref_primary_10_1109_JSAC_2019_2952181 crossref_primary_10_1109_ACCESS_2024_3515099 crossref_primary_10_25046_aj040420 crossref_primary_10_3390_en16042054 crossref_primary_10_1109_TSG_2020_3010230 crossref_primary_10_1109_JSYST_2021_3103272 crossref_primary_10_3390_en17092123 crossref_primary_10_1109_TDSC_2018_2889729 crossref_primary_10_3390_en12173310 crossref_primary_10_1016_j_egyr_2023_05_183 crossref_primary_10_1016_j_scs_2017_08_029 crossref_primary_10_3390_su142215001 crossref_primary_10_1109_ACCESS_2019_2925322 crossref_primary_10_1109_ACCESS_2020_2993233 crossref_primary_10_1016_j_ijepes_2022_107954 crossref_primary_10_26634_jes_11_1_19084 crossref_primary_10_1109_COMST_2022_3184448 crossref_primary_10_1016_j_ijepes_2021_107410 crossref_primary_10_32604_cmc_2023_033884 crossref_primary_10_3390_app14219897 crossref_primary_10_1016_j_rser_2017_05_134 crossref_primary_10_1016_j_ijepes_2020_106626 crossref_primary_10_1016_j_cose_2020_101896 crossref_primary_10_3390_s21020626 crossref_primary_10_1109_JIOT_2022_3180939 crossref_primary_10_1080_02564602_2019_1660237 crossref_primary_10_1016_j_jii_2024_100745 crossref_primary_10_1049_iet_stg_2019_0081 crossref_primary_10_1109_JIOT_2021_3113348 crossref_primary_10_1049_iet_smc_2019_0045 crossref_primary_10_1109_ACCESS_2022_3150047 crossref_primary_10_1016_j_enbuild_2022_112233 crossref_primary_10_1109_TII_2023_3249212 crossref_primary_10_1049_iet_cps_2016_0019 crossref_primary_10_1109_ACCESS_2022_3156948 crossref_primary_10_1109_TSG_2021_3134018 crossref_primary_10_1016_j_egyr_2023_12_045 crossref_primary_10_1016_j_egyr_2024_06_015 crossref_primary_10_3390_en13215599 crossref_primary_10_1016_j_egyr_2024_08_068 crossref_primary_10_1109_TSG_2017_2665654 crossref_primary_10_3390_en16083581 crossref_primary_10_1007_s40684_023_00537_0 crossref_primary_10_1109_TSG_2020_3047864 crossref_primary_10_1007_s00202_024_02362_3 crossref_primary_10_3390_su131910963 crossref_primary_10_1109_TSG_2018_2807925 crossref_primary_10_3390_en17123057 crossref_primary_10_1007_s00521_023_08222_8 crossref_primary_10_1109_TIM_2023_3291769 crossref_primary_10_1007_s40518_018_0094_8 crossref_primary_10_1016_j_egyr_2022_11_072 crossref_primary_10_1016_j_segan_2019_100222 crossref_primary_10_1016_j_apenergy_2021_117321 crossref_primary_10_1109_ACCESS_2021_3122009 crossref_primary_10_3390_en14092502 crossref_primary_10_1016_j_epsr_2024_110876 crossref_primary_10_3390_electronics5030040 crossref_primary_10_1002_adts_202301028 crossref_primary_10_1002_2050_7038_12521 crossref_primary_10_3390_en13153832 crossref_primary_10_1016_j_cec_2023_100040 crossref_primary_10_3390_s24186057 crossref_primary_10_1016_j_bdr_2021_100285 crossref_primary_10_1016_j_cose_2018_05_004 crossref_primary_10_1007_s42835_019_00252_4 crossref_primary_10_1016_j_ijepes_2024_110130 crossref_primary_10_1186_s43067_022_00042_5 crossref_primary_10_1109_ACCESS_2022_3174259 crossref_primary_10_3390_app10124378 crossref_primary_10_1109_ACCESS_2019_2943667 crossref_primary_10_1016_j_future_2022_06_013 crossref_primary_10_1109_TSG_2023_3315690 crossref_primary_10_1016_j_future_2018_04_003 crossref_primary_10_1016_j_epsr_2018_01_005 crossref_primary_10_1016_j_ijepes_2020_106162 crossref_primary_10_1002_2050_7038_12213 crossref_primary_10_1007_s13369_021_06313_z crossref_primary_10_1049_iet_cps_2017_0063 crossref_primary_10_1007_s11222_023_10348_7 crossref_primary_10_1109_ACCESS_2024_3478068 crossref_primary_10_1109_TII_2017_2785963 crossref_primary_10_1109_TII_2021_3089976 crossref_primary_10_1016_j_energy_2024_132635 crossref_primary_10_1109_OJIES_2022_3224784 crossref_primary_10_3390_en13123110 crossref_primary_10_1007_s10489_022_04069_z crossref_primary_10_1109_TPWRS_2021_3114307 crossref_primary_10_1109_ACCESS_2025_3526764 crossref_primary_10_59324_ejtas_2023_1_3__10 crossref_primary_10_1109_ACCESS_2021_3100980 crossref_primary_10_26634_jps_11_4_20836 crossref_primary_10_1049_gtd2_12386 crossref_primary_10_1016_j_ijepes_2023_109088 crossref_primary_10_3390_en13082039 crossref_primary_10_1109_TNSE_2018_2855139 crossref_primary_10_1109_TIE_2022_3159965 crossref_primary_10_1016_j_rser_2017_07_045 crossref_primary_10_1109_TII_2023_3332954 crossref_primary_10_1051_e3sconf_202346900095 crossref_primary_10_1186_s42162_022_00218_3 crossref_primary_10_3390_en12183452 crossref_primary_10_1109_JSEN_2021_3066785 crossref_primary_10_1016_j_ijepes_2020_106544 crossref_primary_10_1016_j_jclepro_2021_125834 crossref_primary_10_1109_ACCESS_2020_2980079 crossref_primary_10_1109_TPWRS_2016_2614366 crossref_primary_10_3390_en13123242 crossref_primary_10_1002_ese3_1541 crossref_primary_10_1016_j_apenergy_2019_01_076 crossref_primary_10_1016_j_esr_2023_101096 crossref_primary_10_1016_j_heliyon_2020_e03300 crossref_primary_10_1109_JIOT_2024_3451449 crossref_primary_10_1016_j_apenergy_2023_122157 crossref_primary_10_1016_j_compeleceng_2024_109188 crossref_primary_10_1109_TSG_2023_3246459 crossref_primary_10_1145_3426739 crossref_primary_10_1016_j_epsr_2022_107895 crossref_primary_10_1016_j_ijepes_2023_109075 crossref_primary_10_1016_j_jksuci_2022_05_007 crossref_primary_10_1109_TSG_2024_3455368 crossref_primary_10_1016_j_enconman_2023_117063 crossref_primary_10_1109_TSG_2022_3176311 crossref_primary_10_3389_fenrg_2022_1046756 crossref_primary_10_1049_rpg2_12785 crossref_primary_10_1016_j_ijepes_2022_108612 crossref_primary_10_1109_ACCESS_2024_3366493 crossref_primary_10_1049_oap_cired_2017_0500 crossref_primary_10_1109_JSYST_2020_3030238 crossref_primary_10_3390_en16083309 crossref_primary_10_3390_s22218543 crossref_primary_10_1002_cpe_6316 crossref_primary_10_1016_j_enbuild_2021_111193 crossref_primary_10_3233_JIFS_189621 crossref_primary_10_1007_s12053_021_10011_y crossref_primary_10_1016_j_epsr_2022_107884 crossref_primary_10_1007_s11831_024_10137_z crossref_primary_10_1109_TPWRS_2022_3162391 crossref_primary_10_1016_j_epsr_2023_109547 crossref_primary_10_2478_ecce_2018_0012 crossref_primary_10_1109_JPROC_2021_3139754 crossref_primary_10_1016_j_egyr_2023_03_074 crossref_primary_10_3390_en16062852 crossref_primary_10_1109_TIFS_2024_3477269 crossref_primary_10_1080_03772063_2020_1787881 crossref_primary_10_3390_app10124171 crossref_primary_10_1016_j_ecmx_2025_100965 crossref_primary_10_1088_1742_6596_2290_1_012121 crossref_primary_10_1049_iet_smc_2020_0003 crossref_primary_10_3390_math10111878 crossref_primary_10_3390_electronics8080860 crossref_primary_10_1016_j_epsr_2020_106904 crossref_primary_10_1093_comjnl_bxad093 crossref_primary_10_1109_TPWRS_2022_3150050 crossref_primary_10_1016_j_ijepes_2023_109059 crossref_primary_10_1109_ACCESS_2023_3284681 crossref_primary_10_3390_en14030719 crossref_primary_10_1016_j_scs_2020_102049 crossref_primary_10_1109_ACCESS_2022_3171229 crossref_primary_10_1016_j_epsr_2022_108722 crossref_primary_10_1109_TSG_2019_2949998 crossref_primary_10_1109_ACCESS_2021_3085501 crossref_primary_10_1016_j_rser_2019_05_005 crossref_primary_10_1109_ACCESS_2019_2951459 crossref_primary_10_1109_TSG_2017_2753738 crossref_primary_10_1016_j_est_2022_104056 crossref_primary_10_1109_TPWRD_2020_3029439 crossref_primary_10_3390_electronics11091450 crossref_primary_10_1016_j_egyr_2022_05_108 crossref_primary_10_1109_TSG_2019_2892595 crossref_primary_10_1016_j_bdr_2024_100457 crossref_primary_10_1016_j_apenergy_2022_120396 crossref_primary_10_1155_2021_9933111 crossref_primary_10_1186_s42162_018_0007_5 crossref_primary_10_1007_s13198_024_02333_8 crossref_primary_10_1109_ACCESS_2024_3426940 crossref_primary_10_4018_JGIM_292064 crossref_primary_10_1109_COMST_2016_2616442 crossref_primary_10_1002_jnm_3145 crossref_primary_10_1016_j_ijepes_2023_109283 crossref_primary_10_12677_mos_2024_132146 crossref_primary_10_1109_TIFS_2018_2854703 crossref_primary_10_1016_j_ijepes_2024_110323 crossref_primary_10_1049_joe_2018_5123 crossref_primary_10_1016_j_ijepes_2019_105624 crossref_primary_10_1109_ACCESS_2021_3110510 crossref_primary_10_1088_1742_6596_2846_1_012005 crossref_primary_10_1109_ACCESS_2019_2940443 crossref_primary_10_3390_s24041148 crossref_primary_10_1016_j_enpol_2020_111553 crossref_primary_10_1016_j_epsr_2020_106258 crossref_primary_10_1109_ACCESS_2021_3113592 crossref_primary_10_1109_TSG_2019_2896381 crossref_primary_10_1109_TII_2016_2543145 crossref_primary_10_1016_j_rser_2017_10_040 crossref_primary_10_3390_app142310874 crossref_primary_10_1016_j_ijepes_2022_108642 crossref_primary_10_1049_iet_cps_2018_5050 crossref_primary_10_1109_TIM_2023_3324674 crossref_primary_10_1016_j_jnca_2020_102808 crossref_primary_10_1109_TSG_2023_3263219 crossref_primary_10_1007_s40031_021_00616_3 crossref_primary_10_1016_j_jisa_2020_102518 crossref_primary_10_1088_1742_6596_2855_1_012001 crossref_primary_10_1109_ACCESS_2021_3119575 crossref_primary_10_1016_j_egyr_2021_07_008 crossref_primary_10_3390_app14209308 crossref_primary_10_1109_TIFS_2020_2965276 crossref_primary_10_32604_cmc_2023_042873 crossref_primary_10_20965_jaciii_2025_p0175 crossref_primary_10_3390_en17071729 crossref_primary_10_1049_iet_stg_2018_0261 crossref_primary_10_1016_j_energy_2023_129920 crossref_primary_10_1016_j_neucom_2019_04_006 crossref_primary_10_1016_j_epsr_2022_107975 crossref_primary_10_1049_gtd2_12997 crossref_primary_10_3390_en16207069 crossref_primary_10_1109_TNNLS_2018_2890663 crossref_primary_10_3390_en13215758 crossref_primary_10_2139_ssrn_4019865 crossref_primary_10_3390_en16041907 crossref_primary_10_1016_j_ijepes_2020_106315 crossref_primary_10_1109_TII_2020_2966505 crossref_primary_10_1109_TSG_2023_3313771 crossref_primary_10_3390_en13184727 crossref_primary_10_3390_su151310127 crossref_primary_10_3389_fenrg_2024_1366465 crossref_primary_10_29252_ieijqp_8_3_78 crossref_primary_10_1016_j_segan_2023_101219 crossref_primary_10_1049_joe_2016_0033 crossref_primary_10_1016_j_segan_2024_101415 crossref_primary_10_1186_s44147_024_00428_4 crossref_primary_10_3390_app11219820 crossref_primary_10_1002_jnm_2990 crossref_primary_10_1016_j_apenergy_2024_122847 crossref_primary_10_1049_oap_cired_2017_0825 crossref_primary_10_1080_15325008_2020_1834019 crossref_primary_10_1016_j_epsr_2020_106397 crossref_primary_10_1109_JIOT_2020_3026692 crossref_primary_10_1016_j_ijepes_2024_110309 crossref_primary_10_1016_j_ijcip_2025_100739 crossref_primary_10_1109_JAS_2022_105404 crossref_primary_10_1109_JIOT_2023_3243086 crossref_primary_10_1007_s12053_020_09884_2 crossref_primary_10_46810_tdfd_1383065 crossref_primary_10_1109_JIOT_2024_3481213 crossref_primary_10_1109_ACCESS_2023_3291217 crossref_primary_10_1016_j_ijepes_2020_106448 crossref_primary_10_1007_s00202_021_01380_9 crossref_primary_10_1038_s41598_022_07337_7 crossref_primary_10_3390_s21248423 crossref_primary_10_1016_j_ijepes_2021_107715 crossref_primary_10_1109_ACCESS_2021_3131220 crossref_primary_10_1155_2021_9938475 crossref_primary_10_1016_j_prime_2024_100452 crossref_primary_10_1109_TPWRS_2022_3207926 crossref_primary_10_3390_en13051046 crossref_primary_10_3390_en15082778 crossref_primary_10_1016_j_rser_2021_111205 crossref_primary_10_1109_ACCESS_2022_3171262 crossref_primary_10_1007_s00202_024_02552_z crossref_primary_10_1109_TSG_2022_3193989 crossref_primary_10_1109_TSG_2023_3349280 crossref_primary_10_1007_s00202_024_02306_x crossref_primary_10_1049_iet_smc_2020_0045 crossref_primary_10_1049_gtd2_12619 crossref_primary_10_1016_j_epsr_2021_107415 crossref_primary_10_1016_j_heliyon_2024_e35167 crossref_primary_10_3390_s20102947 crossref_primary_10_1016_j_neucom_2019_12_090 |
| Cites_doi | 10.1007/978-3-642-33338-5_11 10.1109/Allerton.2012.6483444 10.1007/978-3-540-87479-9_51 10.1109/MCOM.2013.6400434 10.1109/TPWRD.2009.2030890 10.1109/MSP.2009.76 10.1109/TPWRD.2005.861240 10.2307/2346830 10.1049/cp.2009.0962 10.1109/WTS.2011.5960892 10.1007/978-3-642-34266-0_16 10.1145/357830.357849 10.1109/TPWRD.2011.2161621 10.1016/j.ijepes.2012.10.031 10.1109/TST.2014.6787363 10.1109/JSAC.2013.130714 10.1023/A:1009715923555 10.1109/JSAC.2013.SUP.0513023 10.1049/cp:20010889 10.1109/PES.2011.6039050 10.1109/PSCE.2011.5772466 10.1109/TETC.2013.2274043 10.1109/ICC.2013.6655271 |
| ContentType | Journal Article |
| DBID | 97E RIA RIE AAYXX CITATION 7SP 7TB 8FD FR3 KR7 L7M |
| DOI | 10.1109/TSG.2015.2425222 |
| DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005–Present IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library (IEL) CrossRef Electronics & Communications Abstracts Mechanical & Transportation Engineering Abstracts Technology Research Database Engineering Research Database Civil Engineering Abstracts Advanced Technologies Database with Aerospace |
| DatabaseTitle | CrossRef Civil Engineering Abstracts Engineering Research Database Technology Research Database Mechanical & Transportation Engineering Abstracts Advanced Technologies Database with Aerospace Electronics & Communications Abstracts |
| DatabaseTitleList | Civil Engineering Abstracts |
| Database_xml | – sequence: 1 dbid: RIE name: IEEE Electronic Library (IEL) url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1949-3061 |
| EndPage | 226 |
| ExternalDocumentID | 10_1109_TSG_2015_2425222 7108042 |
| Genre | orig-research |
| GrantInformation_xml | – fundername: Natural Sciences and Engineering Research Council of Canada grantid: 396838 funderid: 10.13039/501100000038 |
| GroupedDBID | 0R~ 4.4 5VS 6IK 97E AAJGR AARMG AASAJ AAWTH ABAZT ABQJQ ABVLG ACIWK AENEX AGQYO AGSQL AHBIQ AKJIK AKQYR ALMA_UNASSIGNED_HOLDINGS ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ EBS EJD HZ~ IFIPE IPLJI JAVBF M43 O9- OCL P2P RIA RIE RNS AAYXX CITATION RIG 7SP 7TB 8FD FR3 KR7 L7M |
| ID | FETCH-LOGICAL-c395t-db5dd47477510b56a9eff0ad7aa887591602d5b324c7abe9ba9346b608aca13f3 |
| IEDL.DBID | RIE |
| ISSN | 1949-3053 |
| IngestDate | Fri Jul 11 14:17:41 EDT 2025 Thu Apr 24 23:06:22 EDT 2025 Tue Jul 01 02:28:55 EDT 2025 Tue Aug 26 16:42:22 EDT 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 1 |
| Keywords | energy theft Advanced metering infrastructure (AMI) smart grid |
| Language | English |
| License | https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c395t-db5dd47477510b56a9eff0ad7aa887591602d5b324c7abe9ba9346b608aca13f3 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
| PQID | 1825508878 |
| PQPubID | 23500 |
| PageCount | 11 |
| ParticipantIDs | proquest_miscellaneous_1825508878 crossref_primary_10_1109_TSG_2015_2425222 crossref_citationtrail_10_1109_TSG_2015_2425222 ieee_primary_7108042 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2016-01-01 |
| PublicationDateYYYYMMDD | 2016-01-01 |
| PublicationDate_xml | – month: 01 year: 2016 text: 2016-01-01 day: 01 |
| PublicationDecade | 2010 |
| PublicationTitle | IEEE transactions on smart grid |
| PublicationTitleAbbrev | TSG |
| PublicationYear | 2016 |
| Publisher | IEEE |
| Publisher_xml | – name: IEEE |
| References | ref13 ref12 ref15 ref14 ref30 hempstalk (ref28) 2008 ref11 ref10 greveler (ref33) 2012 ref1 ref17 ref19 ref18 (ref31) 0 (ref3) 2009 ref24 (ref4) 2012 ref26 ref25 ref22 ref21 ref27 wright (ref2) 2010 ref29 ref8 ref7 ref9 ref6 ref5 culwell (ref32) 2001 cavoukian (ref20) 2009 martino (ref16) 2012; 2 nikovski (ref23) 2014 |
| References_xml | – ident: ref18 doi: 10.1007/978-3-642-33338-5_11 – ident: ref11 doi: 10.1109/Allerton.2012.6483444 – year: 2010 ident: ref2 publication-title: Smart Meters Have Security Holes – start-page: 505 year: 2008 ident: ref28 article-title: One-class classification by combining density and class probability estimation publication-title: Machine Learning and Knowledge Discovery in Databases doi: 10.1007/978-3-540-87479-9_51 – ident: ref8 doi: 10.1109/MCOM.2013.6400434 – ident: ref21 doi: 10.1109/TPWRD.2009.2030890 – year: 0 ident: ref31 publication-title: Irish Social Science Data Archive – ident: ref1 doi: 10.1109/MSP.2009.76 – year: 2014 ident: ref23 article-title: Method for detecting power theft in a power distribution system – ident: ref26 doi: 10.1109/TPWRD.2005.861240 – ident: ref27 doi: 10.2307/2346830 – year: 2009 ident: ref20 publication-title: Privacy by Design The 7 Foundational Principles Inf Privacy Comm – ident: ref25 doi: 10.1049/cp.2009.0962 – ident: ref9 doi: 10.1109/WTS.2011.5960892 – volume: 2 start-page: 135 year: 2012 ident: ref16 article-title: Improving electric fraud detection using class imbalance strategies publication-title: Proc ICPR – ident: ref10 doi: 10.1007/978-3-642-34266-0_16 – ident: ref19 doi: 10.1145/357830.357849 – ident: ref12 doi: 10.1109/TPWRD.2011.2161621 – ident: ref29 doi: 10.1109/Allerton.2012.6483444 – ident: ref15 doi: 10.1016/j.ijepes.2012.10.031 – ident: ref5 doi: 10.1109/TST.2014.6787363 – start-page: 1 year: 2012 ident: ref33 article-title: Multimedia content identification through smart meter power usage profiles publication-title: Proc 8th Int Conf Comput Privacy Data Protect – ident: ref7 doi: 10.1109/JSAC.2013.130714 – ident: ref30 doi: 10.1023/A:1009715923555 – ident: ref17 doi: 10.1109/JSAC.2013.SUP.0513023 – ident: ref24 doi: 10.1049/cp:20010889 – year: 2012 ident: ref4 publication-title: FBI Smart Meter Hacks Likely to Spread – ident: ref14 doi: 10.1109/PES.2011.6039050 – ident: ref13 doi: 10.1109/PSCE.2011.5772466 – ident: ref6 doi: 10.1109/TETC.2013.2274043 – ident: ref22 doi: 10.1109/ICC.2013.6655271 – year: 2009 ident: ref3 publication-title: IOActive's Mike Davis to Unveil Smart Grid Research at Black Hat USA – year: 2001 ident: ref32 publication-title: Research Study Quantifies Energy Theft Losses |
| SSID | ssj0000333629 |
| Score | 2.6164246 |
| Snippet | As one of the key components of the smart grid, advanced metering infrastructure brings many potential advantages such as load management and demand response.... |
| SourceID | proquest crossref ieee |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 216 |
| SubjectTerms | Accuracy Advanced metering infrastructure (AMI) Customers Detectors Energy consumption energy theft Measuring instruments Metering Meters Monitoring smart grid Smart meters Support vector machines Theft Training Transformers |
| Title | Electricity Theft Detection in AMI Using Customers' Consumption Patterns |
| URI | https://ieeexplore.ieee.org/document/7108042 https://www.proquest.com/docview/1825508878 |
| Volume | 7 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1JSwMxFA61Jz24VbFuRBBEcKbpJJnlWKq1ChXBFnobsg0UZSp25uKv9yWdDm6ItzkkTMh7ee97O0LnsWRcC5V5oWLSY5lQnhBSeIKS2DBQ8UzbAufRQzicsPspnzbQVV0LY4xxyWfGt58ulq_nqrSusk5kE-IYCNw1MNyWtVq1P4VQCrI4cUFkZsP5nK6ikiTpjJ9ubRoX9y3CDoLgixZyY1V-yGKnYAZbaLQ62jKv5NkvC-mr929dG_979m20WSFN3Fuyxg5qmHwXbXzqP9hCwxs3BGemAIpjYJiswNemcMlZOZ7luDe6wy6nAPdLAInWxX2B-65o00ka_Oi6c-aLPTQZ3Iz7Q68areApmvDC05JrzcCUiOBNSh6KxGQZEToSAqQOB8xIAs0loC0VCWkSKRLKQhmSWCjRpRndR818npsDhEmQBIEGO4tnoOkA_8iYZFJTaat4uzRuo87qqlNV9R234y9eUmd_kCQF4qSWOGlFnDa6rHe8Lntu_LG2Ze-6XlddcxudraiZwnuxQRCRm3m5SMGe4g6Uxoe_bz1C6_CDys1yjJrFW2lOAHgU8tRx3AdTetOa |
| linkProvider | IEEE |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LSwMxEB6KHtSDryrWZwRBBLeNm2S7e5RarY-KYAvelrwWRNmK7l789U7SbfGFeNtDwobMZOabN8BBrLgwUmdBpLkKeCZ1IKWSgWQ0thxVPDeuwLl_G_WG_OpBPNTgeFoLY631yWe26T59LN-MdOlcZa22S4jjKHBnUe-LcFytNfWoUMZQGic-jMxdQF-wSVySJq3B_YVL5BJNh7HDMPyih_xglR_S2KuY8yXoTw43zix5apaFaur3b30b_3v6ZVissCY5HTPHCtRsvgoLnzoQ1qHX9WNwHjWCcYIskxXkzBY-PSsnjzk57V8Sn1VAOiXCROfkPiQdX7bpZQ258_0587c1GJ53B51eUA1XCDRLRBEYJYzhaEy08VUqEcnEZhmVpi0lyh2BqJGGRijEW7otlU2UTBiPVERjqeUJy9g6zOSj3G4AoWEShgYtLZGhrkMEpGKaKcOUq-M9YXEDWpOrTnXVedwNwHhOvQVCkxSJkzripBVxGnA03fEy7rrxx9q6u-vpuuqaG7A_oWaKL8aFQWRuR-VbihaV8LA03vx96x7M9Qb9m_Tm8vZ6C-bxZ5XTZRtmitfS7iAMKdSu574PjbrW5A |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Electricity+Theft+Detection+in+AMI+Using+Customers%27+Consumption+Patterns&rft.jtitle=IEEE+transactions+on+smart+grid&rft.au=Jokar%2C+Paria&rft.au=Arianpoo%2C+Nasim&rft.au=Leung%2C+Victor+C.+M.&rft.date=2016-01-01&rft.pub=IEEE&rft.issn=1949-3053&rft.volume=7&rft.issue=1&rft.spage=216&rft.epage=226&rft_id=info:doi/10.1109%2FTSG.2015.2425222&rft.externalDocID=7108042 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1949-3053&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1949-3053&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1949-3053&client=summon |