Incremental Model Building Homotopy Approach for Solving Exact AC-Constrained Optimal Power Flow

Alternating-Current Optimal Power Flow (AC-OPF) is framed as a NP-hard non-convex optimization problem that solves for the most economical dispatch of grid generation given the AC-network and device constraints. Although there are no standard methodologies for obtaining the global optimum for the problem, there is considerable interest from planning and operational engineers in finding a local optimum. Nonetheless, solving for the local optima of a large AC-OPF problem is challenging and time-intensive, as none of the leading non-linear optimization toolboxes can provide any timely guarantees of convergence. To provide robust local convergence for large complex systems, we introduce a homotopy-based approach that solves a sequence of primal-dual interior point problems. We utilize the physics of the grid to develop the proposed homotopy method and demonstrate the efficacy of this approach on U.S. Eastern Interconnection sized test networks.

[1]  Steven H. Low,et al.  Convex Relaxation of Optimal Power Flow—Part II: Exactness , 2014, IEEE Transactions on Control of Network Systems.

[2]  Paul A. Trodden,et al.  Local Solutions of the Optimal Power Flow Problem , 2013, IEEE Transactions on Power Systems.

[3]  Jean Maeght,et al.  AC Power Flow Data in MATPOWER and QCQP Format: iTesla, RTE Snapshots, and PEGASE , 2016, 1603.01533.

[4]  Thomas J. Overbye,et al.  Grid Structural Characteristics as Validation Criteria for Synthetic Networks , 2017, IEEE Transactions on Power Systems.

[5]  Thomas F. Coleman,et al.  An Interior Trust Region Approach for Nonlinear Minimization Subject to Bounds , 1993, SIAM J. Optim..

[6]  Konstantin Turitsyn,et al.  Numerical polynomial homotopy continuation method to locate all the power flow solutions , 2014, 1408.2732.

[7]  Gabriela Hug,et al.  Robust Convergence of Power Flow Using TX Stepping Method with Equivalent Circuit Formulation , 2018, 2018 Power Systems Computation Conference (PSCC).

[8]  Pascal Van Hentenryck,et al.  A Linear-Programming Approximation of AC Power Flows , 2012, INFORMS J. Comput..

[9]  Gabriela Hug,et al.  Robust Power Flow and Three-Phase Power Flow Analyses , 2018, IEEE Transactions on Power Systems.

[10]  B. Stott,et al.  Further developments in LP-based optimal power flow , 1990 .

[11]  Javad Lavaei,et al.  Convexification of optimal power flow problem , 2010, 2010 48th Annual Allerton Conference on Communication, Control, and Computing (Allerton).

[12]  Marko Jereminov,et al.  Equivalent Circuit Formulation for Solving AC Optimal Power Flow , 2019, IEEE Transactions on Power Systems.

[13]  M. B. Cain,et al.  History of Optimal Power Flow and Formulations , 2012 .

[14]  Javad Lavaei,et al.  Homotopy Method for Finding the Global Solution of Post-contingency Optimal Power Flow , 2020, 2020 American Control Conference (ACC).

[15]  Tomas Tinoco De Rubira,et al.  Improving the robustness of Newton-based power flow methods to cope with poor initial points , 2013, 2013 North American Power Symposium (NAPS).

[16]  Sara Weiss Fundamentals Of Computer Aided Circuit Simulation , 2016 .

[17]  Chen-Sung Chang,et al.  Toward a CPFLOW-based algorithm to compute all the type-1 load-flow solutions in electric power systems , 2005, IEEE Transactions on Circuits and Systems I: Regular Papers.

[18]  Lorenz T. Biegler,et al.  Global optimization of Optimal Power Flow using a branch & bound algorithm , 2012, 2012 50th Annual Allerton Conference on Communication, Control, and Computing (Allerton).

[19]  Lorenz T. Biegler,et al.  On the implementation of an interior-point filter line-search algorithm for large-scale nonlinear programming , 2006, Math. Program..

[20]  R. Jabr Radial distribution load flow using conic programming , 2006, IEEE Transactions on Power Systems.

[21]  R D Zimmerman,et al.  MATPOWER: Steady-State Operations, Planning, and Analysis Tools for Power Systems Research and Education , 2011, IEEE Transactions on Power Systems.

[22]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.

[23]  Eugene L. Allgower,et al.  Numerical continuation methods - an introduction , 1990, Springer series in computational mathematics.

[24]  Amritanshu Pandey,et al.  Evaluating Feasibility within Power Flow , 2018 .

[25]  S. Cvijic,et al.  Applications of Homotopy for solving AC Power Flow and AC Optimal Power Flow , 2012, 2012 IEEE Power and Energy Society General Meeting.

[26]  Javad Lavaei,et al.  Convex Relaxation for Optimal Power Flow Problem: Mesh Networks , 2015, IEEE Transactions on Power Systems.

[27]  Tao Wang,et al.  Novel Homotopy Theory for Nonlinear Networks and Systems and Its Applications to Electrical Grids , 2018, IEEE Transactions on Control of Network Systems.

[28]  Venkataramana Ajjarapu,et al.  The continuation power flow: a tool for steady state voltage stability analysis , 1991 .

[29]  S. Low,et al.  Zero Duality Gap in Optimal Power Flow Problem , 2012, IEEE Transactions on Power Systems.