Machines agricoles et numérique au service de l'agroécologie pour repenser la protection des cultures au-delà des seuls pesticides

Intensive agriculture in temperate regions has reached a historical turning point, as the dominant chemical and mechanised model is approaching its environmental and health limits. Digital technologies and agricultural machinery can support a systemic transition towards agroecology by making crop health drivers—such as abiotic stresses, pest pressures and soil fertility dynamics—visible and manageable. This enables adaptive and differentiated management, in which pesticides are used only as a last resort when biological regulation processes are insufficient. Modular machinery and lightweight robotics facilitate plant monitoring within intentionally heterogeneous cropping systems, enhancing complementarities, biological regulation and risk distribution, with potential gains in productivity over the growing season. By supporting crop diversity and active prophylaxis, technology can strengthen key pillars of agroecology. However, this transition relies on co-design with farmers, value-chain reorganisation and appropriate governance of agricultural data. The objective is not to replace farmers, but to empower them to manage biological complexity and develop resilient and sustainable farming systems, while avoiding a drift towards further standardisation and industrialisation.

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Publication Details

Journal
INRIA a CCSD electronic archive server
Published
2026-09-14
DOI
https://doi.org/10.17180/ciag-2026-vol114-art02
Primary Topic
Smart Agriculture and AI
Type
article
Field-Weighted Citation Impact
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Machines agricoles et numérique au service de l'agroécologie pour repenser la protection des cultures au-delà des seuls pesticides

Xavier Reboud
INRIA a CCSD electronic archive server
Smart Agriculture and AI
article

Machines agricoles et numérique au service de l'agroécologie pour repenser la protection des cultures au-delà des seuls pesticides

Xavier Reboud
article en

Abstract

Intensive agriculture in temperate regions has reached a historical turning point, as the dominant chemical and mechanised model is approaching its environmental and health limits. Digital technologies and agricultural machinery can support a systemic transition towards agroecology by making crop health drivers—such as abiotic stresses, pest pressures and soil fertility dynamics—visible and manageable. This enables adaptive and differentiated management, in which pesticides are used only as a last resort when biological regulation processes are insufficient. Modular machinery and lightweight robotics facilitate plant monitoring within intentionally heterogeneous cropping systems, enhancing complementarities, biological regulation and risk distribution, with potential gains in productivity over the growing season. By supporting crop diversity and active prophylaxis, technology can strengthen key pillars of agroecology. However, this transition relies on co-design with farmers, value-chain reorganisation and appropriate governance of agricultural data. The objective is not to replace farmers, but to empower them to manage biological complexity and develop resilient and sustainable farming systems, while avoiding a drift towards further standardisation and industrialisation.

INRIA a CCSD electronic archive server
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Smart Agriculture and AI
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Machines agricoles et numérique au service de l'agroécologie pour repenser la protection des cultures au-delà des seuls pesticides — Xavier Reboud · INRIA a CCSD electronic archive server (2026) | TGRS Research Map | TGRS