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New on arXiv 63RSS 2027 · December 4 deadline

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FIELD STUDY / 04

Agriculture

From sowing to weeding and harvest

How can robots take on farm work while protecting the crop?

A solar-powered FarmDroid FD20 seeding and weeding robot in a field of young crops
An official field photograph of FarmDroid FD20, which uses recorded seed positions for subsequent mechanical weeding.FarmDroid (new tab)

UNDERSTAND THE FIELD

Beyond the name of a technology, look at the work it changes.

Editorial selection · source snapshot 23 Oct 2026

THE BIG PICTURE

The big picture

Agricultural robots work with the seasons and the condition of crops. They use recorded seed positions for weeding, locate fruit among leaves and travel along soil tracks and crop rows. Light, soil and growth stages change the conditions of otherwise repetitive work.

THE OPEN PROBLEM

The challenge ahead

Distinguishing crops from weeds, reaching occluded fruit and responding to changing ground and growth conditions. Read crop damage and human interventions alongside travel distance.

IN THE WORLD

Where the work leads

Explore mechanical weeding using seed positions, precision weeding with a quadruped, dual-arm apple harvesting and navigation within and beyond crop rows.

BEYOND THE OVERVIEW

A closer look at the work

Weeding planning begins with sowing

Sowing and weed removal happen at different times, but FD20 connects them through recorded seed positions. A planting record and the current condition of the crop are different information: a saved coordinate does not establish germination or present plant size. When reading this case, separate planting distance, recorded location and subsequently observed growth. This reveals what the machine can reuse and what must be checked again. Planning a route to the end of a field and defining the working area around an individual crop are distinct problems. Agricultural precision therefore includes how a record beginning with one seed informs the next operation, alongside navigation accuracy.

Soil and crops change around the same coordinates

Following the same route does not guarantee identical weeding conditions. FarmDroid's technical guidance identifies hard soil and weeds tangled around a tool among possible causes of errors. Growing crops also change the space the tool must avoid. Alongside travel speed, examine the worked soil, the area left around crops and sections needing another pass. An editorial comparison of two days covering the same area could record soil conditions and growth stages as well as running time. This is a way to interpret results, not a replacement for operating instructions. For solar-powered equipment, weather and energy demand are also operating conditions. Field performance becomes clearer when the area covered is considered together with crop protection and continuity of work.

WHAT TO LOOK FOR

What to notice in the next story

  1. Check which crops and planting methods the system is designed for.

  2. Look at how seed locations recorded during sowing guide later weeding.

  3. Consider how crop growth, soil and weather change the conditions for fieldwork.

READ THE ORIGINAL

Sources behind this perspective

Open resources selected as a starting point for this field. The originals describe the experimental conditions and scope of the work.

TALOS / ROBOTICS, IN PERSPECTIVEFields collection