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TS-MAMP: A Remanufactured Agricultural Robot Using Second-Life EV Components and NMS-Free On-Device Weed Detection

First seen · 8/3/2026, 10:10 PMLatest activity · 8/3/2026, 10:10 PM

The paper presents TS-MAMP, a modular agricultural robot remanufactured from retired low-speed electric-vehicle components. Matched 48 V BLDC hub motors and screened lead-acid battery modules are integrated into a truss chassis with a component-and-chassis BOM below USD 450, excluding perception and weeding modules. The platform supports a 1200–2000 mm continuously adjustable track width, at least 200 kg static load, and module replacement in five minutes or less. Its NMS-free YOLOv10n detector reaches 80.87% mAP@0.5 and 58.41% mAP@0.5:0.95 on the Wanxi Crop-Weed dataset, with FP16 TensorRT deployment on a Jetson Nano.

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  1. AggregatorarXiv8/3, 10:10 PMnot independentRepresentative
    TS-MAMP: A Remanufactured Agricultural Robot Using Second-Life EV Components and NMS-Free On-Device Weed Detection