Wave energy converter control by wave prediction and dynamic programming

被引:142
作者
Li, Guang [1 ]
Weiss, George [2 ]
Mueller, Markus [3 ]
Townley, Stuart [3 ]
Belmont, Mike R. [1 ]
机构
[1] Univ Exeter, Coll Engn Math & Phys Sci, Exeter EX4 4QF, Devon, England
[2] Tel Aviv Univ, Fac Engn, IL-69978 Tel Aviv, Israel
[3] Univ Exeter, Environm & Sustainabil Inst, Cornwall TR10 9EZ, England
基金
英国工程与自然科学研究理事会; 以色列科学基金会;
关键词
Wave energy; Constrained optimal control; Bang-bang control; Dynamic programming; Deterministic sea wave prediction; CONSTRAINED OPTIMAL-CONTROL; CRESTED OCEAN WAVES; MODEL; DEVICES;
D O I
10.1016/j.renene.2012.05.003
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We demonstrate that deterministic sea wave prediction (DSWP) combined with constrained optimal control can dramatically improve the efficiency of sea wave energy converters (WECs), while maintaining their safe operation. We focus on a point absorber WEC employing a hydraulic/electric power take-off system. Maximizing energy take-off while minimizing the risk of damage is formulated as an optimal control problem with a disturbance input (the sea elevation) and with both state and input constraints. This optimal control problem is non-convex, which prevents us from using quadratic programming algorithms for the optimal solution. We demonstrate that the optimum can be achieved by bang bang control. This paves the way to adopt a dynamic programming (DP) algorithm to resolve the on-line optimization problem efficiently. Simulation results show that this approach is very effective, yielding at least a two-fold increase in energy output as compared with control schemes which do not exploit DSWP. This level of improvement is possible even using relatively low precision DSWP over short time horizons. A key finding is that only about 1 second of prediction horizon is required, however, the technical difficulties involved in obtaining good estimates necessitate a DSWP system capable of prediction over tens of seconds. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:392 / 403
页数:12
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