The stochastic nature of power-grid frequency in South Africa

被引:5
|
作者
Gorjao, Leonardo Rydin [1 ,2 ]
Maritz, Jacques [3 ]
机构
[1] Norwegian Univ Life Sci, Fac Sci & Technol, N-1432 As, Norway
[2] OsloMet Oslo Metropolitan Univ, Dept Comp Sci, N-0130 Oslo, Norway
[3] Univ Free State, Dept Engn Sci, ZA-9301 Bloemfontein, South Africa
来源
JOURNAL OF PHYSICS-COMPLEXITY | 2023年 / 4卷 / 01期
关键词
power-grid frequency; Fokker-Planck equation; Langevin process; multiplicative noise; SYNCHRONIZATION; POPULATIONS; MODEL;
D O I
10.1088/2632-072X/acb629
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this work, we explore two mechanisms that explain non-Gaussian behaviour of power-grid frequency recordings in the South African grid. We make use of a Fokker-Planck approach to power-grid frequency that yields a direct relation between common model parameters such as inertia, damping, and noise amplitude and non-parametric estimations of the same directly from power-grid frequency recordings. We propose two explanations for the non-Gaussian leptokurtic distributions in South Africa: the first based on multiplicative noise in power-grid frequency recordings, which we observe in South Africa; the second based on the well-known scheduled and unscheduled load shedding and rolling blackouts that beset South Africa. For the first we derive an analytic expression of the effects of multiplicative noise that permits the estimation of all statistical moments-and discuss drawbacks in comparison with the data; for the second we employ a simple numerical analysis with a modular power grid of South Africa. Both options help understand the statistics of power-grid frequency in South Africa-particularly the presence of heavy tails.
引用
收藏
页数:13
相关论文
共 50 条
  • [31] Power-Grid Controller Anomaly Detection with Enhanced Temporal Deep Learning
    He, Zecheng
    Raghavan, Aswin
    Hu, Guangyuan
    Chai, Sek
    Lee, Ruby
    2019 18TH IEEE INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS/13TH IEEE INTERNATIONAL CONFERENCE ON BIG DATA SCIENCE AND ENGINEERING (TRUSTCOM/BIGDATASE 2019), 2019, : 160 - 167
  • [32] On the Role of Power-Grid and Communication-System Interdependencies on Cascading Failures
    Rahnamay-Naeini, Mahshid
    Hayat, Majeed M.
    2013 IEEE GLOBAL CONFERENCE ON SIGNAL AND INFORMATION PROCESSING (GLOBALSIP), 2013, : 527 - 530
  • [33] Resilient Interconnected Power-Grid Control Using Sliding Mode Approach
    Mahmoud, Gafary
    El Mezyani, Touria
    2024 IEEE TEXAS POWER AND ENERGY CONFERENCE, TPEC, 2024, : 233 - 238
  • [34] On-chip power-grid simulation using latency insertion method
    Lalgudi, Subramanian N.
    Swaminathan, Madhavan
    Kretchmer, Yaron
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2008, 55 (03) : 914 - 931
  • [35] CPINDEX: Cyber-Physical Vulnerability Assessment for Power-Grid Infrastructures
    Vellaithurai, Ceeman
    Srivastava, Anurag
    Zonouz, Saman
    Berthier, Robin
    IEEE TRANSACTIONS ON SMART GRID, 2015, 6 (02) : 566 - 575
  • [36] Community consistency determines the stability transition window of power-grid nodes
    Kim, Heetae
    Lee, Sang Hoon
    Holme, Petter
    NEW JOURNAL OF PHYSICS, 2015, 17
  • [37] Optimal Operation by Recurrent Neural Networks for a Renewable Energy Power-Grid
    Kimura, Keisuke
    Kimura, Takayuki
    6TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND INTELLIGENT SYSTEMS, AND THE 13TH INTERNATIONAL SYMPOSIUM ON ADVANCED INTELLIGENT SYSTEMS, 2012, : 55 - 59
  • [38] Power-Grid Dispatching Method Considering Heat-Power Coupling Characteristics of CHP Units
    Guan, Sensen
    Wang, Kun
    E, Zhijun
    Hu, Qingbo
    Wang, Shan
    Fang, Jiuwen
    Chen, Rong
    Lu, Fei
    Yang, Bangyu
    Liu, Ming
    2019 5TH INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND MATERIAL APPLICATION, 2020, 440
  • [39] Spontaneous synchrony in power-grid networks (vol 9, pg 191, 2013)
    Motter, Adilson E.
    Myers, Seth A.
    Anghel, Marian
    Nishikawa, Takashi
    NATURE PHYSICS, 2019, 15 (01) : 103 - 103
  • [40] Localizing Power-Grid Forced Oscillations Based on Harmonic Analysis of Synchrophasor Data
    Roy, Sandip
    Ju, Wenyun
    Nayak, Neeraj
    Lesieutre, Bernard
    2021 55TH ANNUAL CONFERENCE ON INFORMATION SCIENCES AND SYSTEMS (CISS), 2021,