Research Article
An Enhanced Deep Reinforcement Learning-Based Global Router for VLSI Design
Table 2
Comparison of wire length and congestion standard deviation of two reward functions.
| No. | Wire length (WL) | Congestion standard deviation (Std) | Optimization rate (%) | Function 1 | Function 2 | Function 1 | Function 2 | WL | Std |
| 1 | 165 | 165 | 0.95 | 0.85 | 0.00 | 10.53 | 2 | 168 | 165 | 0.94 | 0.94 | 1.79 | 0.00 | 3 | 257 | 248 | 1.30 | 1.12 | 3.50 | 7.44 | 4 | 249 | 245 | 1.23 | 1.16 | 0.40 | 5.69 | 5 | 277 | 274 | 1.31 | 1.23 | 1.08 | 2.38 | 6 | 293 | 290 | 1.32 | 1.23 | 1.02 | 6.82 | 7 | 467 | 466 | 0.83 | 0.81 | 0.21 | 4.71 | 8 | 521 | 504 | 0.95 | 0.89 | 3.26 | 6.32 | 9 | 937 | 934 | 1.36 | 1.29 | 0.32 | 7.19 | 10 | 801 | 794 | 1.16 | 1.09 | 0.87 | 6.03 | Average | | | | 1.25 | 5.71 |
|
|