Energy Storage Controller Synthesis for Power Systems With Temporal Logic Specifications

被引:12
作者
Xu, Zhe [1 ]
Julius, Agung [1 ]
Chow, Joe H. [1 ]
机构
[1] Rensselaer Polytech Inst, Dept Elect Comp & Syst Engn, Troy, NY 12180 USA
来源
IEEE SYSTEMS JOURNAL | 2019年 / 13卷 / 01期
基金
美国国家科学基金会;
关键词
Controller synthesis; differential-algebraic equations; energy storage systems (ESSs); temporal logic;
D O I
10.1109/JSYST.2017.2758358
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present an energy storage controller synthesis method for power systems with respect to metric temporal logic (MTL) specifications. The power systems with both constant impedance loads and constant power loads are modeled as a set of differential-algebraic equations. After a fault is cleared, with uncertainties in the fault clearing time, the generator machine angles and rotor speed deviations will enter a set of postfault initial states. We use the robust neighborhood approach to cover this set using the initial robust neighborhoods of finitely many simulated postfault trajectories. These simulated postfault trajectories meet the frequency regulation requirements specified in MTL as they are driven by the optimal control input signals obtained through a functional gradient descent approach. In this way, all the possible postfault trajectories with the given uncertainties in the fault clearing time are guaranteed to satisfy the MTL specification. Furthermore, we learn a piecewise linear control law from the data of the simulated trajectories to generate a feedback controller.
引用
收藏
页码:748 / 759
页数:12
相关论文
共 33 条
[1]  
Abbas Houssam, 2014, 2014 American Control Conference, P2312, DOI 10.1109/ACC.2014.6859453
[2]  
Abbas H, 2013, P AMER CONTR CONF, P4405
[3]   Reachability Analysis of Nonlinear Differential-Algebraic Systems [J].
Althoff, Matthias ;
Krogh, Bruce H. .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2014, 59 (02) :371-383
[4]  
Annpureddy Y., 2011, S TALIRO TOOL TEMPOR, P254
[5]   A bounded-error approach to piecewise affine system identification [J].
Bemporad, A ;
Garulli, A ;
Paoletti, S ;
Vicino, A .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2005, 50 (10) :1567-1580
[6]  
Bennett K. P., 2013, OPTIMIZATION METHODS, V3, P27
[7]   Traffic Network Control From Temporal Logic Specifications [J].
Coogan, Samuel ;
Gol, Ebru Aydin ;
Arcak, Murat ;
Belta, Calin .
IEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS, 2016, 3 (02) :162-172
[8]   A Feedback Linearization Control Scheme for the Integration of Wind Energy Conversion Systems into Distribution Grids [J].
Delfino, Federico ;
Pampararo, Fabio ;
Rossi, Mansueto .
IEEE SYSTEMS JOURNAL, 2012, 6 (01) :85-93
[9]  
Donze A., 2015, ARCH CPSWEEK
[10]  
Fainekos GE, 2006, LECT NOTES COMPUT SC, V4262, P178