The role of automatic differentiation in power system analysis

被引:17
作者
Ibsais, A
Ajjarapu, V
机构
[1] Department of Electrical and Computer Engineering, Iowa State University, Ames
关键词
automatic differentiation; forward mode; reverse mode; sensitivity; continuation power flow;
D O I
10.1109/59.589610
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, automatic differentiation of algorithms is utilized in power system analysis. Automatic differentiation is a computational tool to obtain the derivatives and the value of the function systematically without providing explicit expressions for the derivatives. The method is reliable and produces accurate derivatives instantaneously without the need for hand-coding the derivatives. The method is applied to compute the Jacobian and sensitivities in the continuation power flow [1]. An automatic differentiation package: (ADIFOR) [2] that exploits sparsity techniques is used for our application.
引用
收藏
页码:592 / 597
页数:6
相关论文
共 13 条
  • [1] THE CONTINUATION POWER FLOW - A TOOL FOR STEADY-STATE VOLTAGE STABILITY ANALYSIS
    AJJARAPU, V
    CHRISTY, C
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1992, 7 (01) : 416 - 423
  • [2] ALVARADO F, 1987, PICA 87 MONTREAL CAN
  • [3] Alvarado F. L., 1988, International Journal of Applied Engineering Education, V4, P519
  • [4] GENERAL-PURPOSE SYMBOLIC SIMULATION TOOLS FOR ELECTRIC-NETWORKS
    ALVARADO, FL
    LIU, YR
    [J]. IEEE TRANSACTIONS ON POWER SYSTEMS, 1988, 3 (02) : 689 - 697
  • [5] COMPUTING LARGE SPARSE JACOBIAN MATRICES USING AUTOMATIC DIFFERENTIATION
    AVERICK, BM
    MORE, JJ
    BISCHOF, CH
    CARLE, A
    GRIEWANK, A
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1994, 15 (02) : 285 - 294
  • [6] BATTULA S, 1993, THESIS IOWA STATE U
  • [7] BISCHOF C, 1990, SCI PROG, V1, P1
  • [8] CMAPBELL S, 1994, IEEE T AUTOMATIC CON, V39
  • [9] ESTIMATION OF SPARSE JACOBIAN MATRICES AND GRAPH-COLORING PROBLEMS
    COLEMAN, TF
    MORE, JJ
    [J]. SIAM JOURNAL ON NUMERICAL ANALYSIS, 1983, 20 (01) : 187 - 209
  • [10] GRIEWANK A, 1990, AUTOMATIC DIFFERENTI