Multi-objective optimization for draft scheduling of hot strip mill
Wei-gang Li , Xiang-hua Liu , Zhao-hui Guo
Journal of Central South University ›› 2012, Vol. 19 ›› Issue (11) : 3069 -3078.
Multi-objective optimization for draft scheduling of hot strip mill
A multi-objective optimization model for draft scheduling of hot strip mill was presented, rolling power minimizing, rolling force ratio distribution and good strip shape as the objective functions. A multi-objective differential evolution algorithm based on decomposition (MODE/D). The two-objective and three-objective optimization experiments were performed respectively to demonstrate the optimal solutions of trade-off. The simulation results show that MODE/D can obtain a good Pareto-optimal front, which suggests a series of alternative solutions to draft scheduling. The extreme Pareto solutions are found feasible and the centres of the Pareto fronts give a good compromise. The conflict exists between each two ones of three objectives. The final optimal solution is selected from the Pareto-optimal front by the importance of objectives, and it can achieve a better performance in all objective dimensions than the empirical solutions. Finally, the practical application cases confirm the feasibility of the multi-objective approach, and the optimal solutions can gain a better rolling stability than the empirical solutions, and strip flatness decreases from (0±163) IU to (0±45) IU in industrial production.
hot strip mill / draft scheduling / multi-objective optimization / multi-objective differential evolution algorithm based on decomposition (MODE/D) / Pareto-optimal front
| [1] |
|
| [2] |
|
| [3] |
|
| [4] |
|
| [5] |
|
| [6] |
|
| [7] |
|
| [8] |
|
| [9] |
|
| [10] |
|
| [11] |
|
| [12] |
|
| [13] |
|
| [14] |
|
| [15] |
LI Wei-gang, JIA Shu-jin, GUO Zhao-hui. A multi-objective differential evolution algorithm based on decomposition and its application [J]. Information and Control, accepted. (in Chinese) |
| [16] |
|
| [17] |
|
| [18] |
|
/
| 〈 |
|
〉 |