Table 5 Decision making towards sustainable architecture.

From: On-device AI for climate-resilient farming with intelligent crop yield prediction using lightweight models on smart agricultural devices

Feature/model

Importance decision score

Energy usage

Water saved during irrigation

Temperature

0.17

–

–

Soil moisture

0.37

–

–

Humidity/rainfall

0.13/ 0.26

–

–

Proposed random forest classifier

90.1% predicted yield

0.5W

25%

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