notesum.ai
Published at November 9CROPS: A Deployable Crop Management System Over All Possible State Availabilities
cs.AI
Released Date: November 9, 2024
Authors: Jing Wu1, Zhixin Lai1, Shengjie Liu1, Suiyao Chen1, Ran Tao1, Pan Zhao1, Chuyuan Tao1, Yikun Cheng1, Naira Hovakimyan1
Aff.: 1Institution not specified
| Florida Case | N Input (kg/ha) | Irrigation (L/m2) | Yield (kg/ha) | RF1 | RF2 | RF3 | RF4 |
| Empirical Baseline | 360 | 394 | 10772 | 984 | 1417 | 1269 | 700 |
| Policy1: Traditional Agent | 200 | 120 | 10852 | 1425 | 1557 | 1538 | 1267 |
| Policy1: LM-based Agent | 122 | 192 | 11402 | 1464 | 1675 | 1590 | 1337 |
| Policy1: CROPS Agent (Ours) | 200 | 186 | 12281 | 1578 | 1782 | 1736 | 1420 |
| Policy2: Traditional Agent | 200 | 732 | 11244 | 813 | 1619 | 971 | 655 |
| Policy2: LM-based Agent | 160 | 510 | 11474 | 1126 | 1687 | 1252 | 999 |
| Policy2: CROPS Agent (Ours) | 160 | 762 | 13417 | 1155 | 1993 | 1281 | 1028 |
| Policy3: Traditional Agent | 19920 | 108 | 10865 | -1.4e4 | -1.4e4 | 1598 | -3.0e4 |
| Policy3: LM-based Agent | 10000 | 264 | 13152 | -6.1e3 | -5.8e3 | 1788 | -1.4e4 |
| Policy3: CROPS Agent (Ours) | 10120 | 144 | 13789 | -5.9e3 | -5.8e3 | 2020 | -1.3e3 |
| Policy4: Traditional Agent | 160 | 102 | 10358 | 1398 | 1510 | 1524 | 1272 |
| Policy4: LM-based Agent | 160 | 36 | 10192 | 1428 | 1468 | 1555 | 1302 |
| Policy4: CROPS Agent (Ours) | 160 | 36 | 10161 | 1439 | 1479 | 1565 | 1313 |