PSPierre Silvie

Pierre Silvie

*This is an algorithmically generated author record based on publicly available information.

Current Organizations / Institutes

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Pierre Silvie has a total of 73 co-authors. Here are the top co-authors by number of shared publications:


Latest Publications

  • Open Access

    Hybrid Neuro-Symbolic AI for Incremental Discovery and Decision-Making in Plant-based Crop Protection

    by Alain Gutierrez, Marianne Huchard, Pierre Martin, Abla Déla Mondédji, Diénaba Sall Sy, Pierre Silvie, Huaxi (Yulin) Zhang

    Designing agroecological crop protection strategies based on local resources remains a major challenge in the Global South. The Knomana initiative compiles scientific knowledge on plant-based alternatives to synthetic pesticides, describing protection systems that link a plant, a crop, and a pest, together with contextual information such as location, plant part, and extract type. To incrementally explore this multi-relational dataset and derive actionable insights, this paper presents a method enabling to explore the dataset, starting from its core model that is progressively enriched adding data tables, by presenting underlying regularities and generalizations expressed in natural language. To do so, this method combines the multi-relational extension (RCA) of Formal Concept Analysis (FCA), to extract the Duquenne-Guigues base of implications for each grouping of tables of the dataset, with a Large Language Model (LLM), that rephrases implications into natural language. A case study on Brassicaceae protection evaluates LLM-generated outputs against the judgments of computer scientists and entomologists. Qualitative and quantitative results show that hybridizing RCA and LLMs reliably preserves the formal content of the implications for logical validation, while making them more accessible to domain experts -- an appropriation that is already encouraging, though intelligibility and usefulness still leave room for improvement. Building on this, the proposed incremental exploration helps experts grasp the complexity of the dataset step by step. This work paves the way for AI-based decision-making on agroecology grounded in trade-offs.

  • Effect of maize seed treatment on oviposition preference, larval performance and foliar damage of the fall armyworm

    by Djiby Seye, Pierre Silvie, Thierry Brévault

    The fall armyworm (FAW), Spodoptera frugiperda (J. E. Smith; Lepidoptera: Noctuidae), is an invasive pest that has recently become a major worldwide threat for maize production. Greatest crop yield reductions occur following damage by FAW larvae at early vegetative plant stages, between the first and second week after plant emergence. In this study, field and semi‐field experiments were carried out to assess the effect of cyantraniliprole‐based seed treatment on the protection of early stages of maize plants against FAW and the associated mechanisms. In the field, maize seed treatment using cyantraniliprole (Fortenza®) significantly reduced the percentage of infested seedlings (77%) and the percentage of seedlings with severe damage (86%) up to 3 weeks after emergence. In a choice situation, semi‐field experiments showed that gravid moths preferred to lay eggs on plants from untreated seeds (68%) rather than on plants from treated seeds. To the best of our knowledge, this is the first evidence that insecticide residues present in plant tissues deter oviposition of Noctuid moths. Seed treatment with cyantraniliprole also reduced plant infestation (65%) 10 days after artificial inoculation of neonate larvae at 3 weeks after plant emergence, reducing the severity of leaf damage (by 67%). Insecticide seed treatment is a relevant tool for the integrated pest management of the FAW in high‐value crops such as sweet corn, especially for reducing foliar applications of insecticides during the most susceptible stages of the crop, as far as the risk of impacts on non‐target organisms is low and no alternative biocontrol option is available.


  • Open Access

    Cut off Behavior of Spodoptera frugiperda (Smith, 1797) (Lepidoptera: Noctuidae) in Soybean (Glycine max (L.) Merrill) Seedlings

    by Waldenio Antonio de Araújo, Paulo Eduardo Degrande, José Bruno Malaquias, Pierre Jean Silvie, Ana Maria Nascimento Scoton, Jéssica Karina da Silva Pachú


  • Plant-based extracts for cotton pest management in Sub-Saharan Africa: a review

    by Pierre Silvie

    Cotton crops are hampered by a complex of arthropod species, insects and mites that attack all plant organs. In sub-Saharan Africa, crop pest control mainly involves synthetic pesticide applications based on a treatment calendar consisting of 5–6 applications at 14-day intervals. Organic cotton production chains have however been set up to supply a niche market, with botanical extracts used for crop protection. This review presents published results of experiments conducted in sub-Saharan African countries. A total of 37 plant species were laboratory tested in research stations (24 trials) and village fields in Central and West African countries. Neem (Azadirachta indica) was the plant most commonly used in the form of seed-pressed oil. In Mali, this compound was combined with Carapa procera oil in organic cotton cropping conditions. Cassia nigricans is another species reported to be used in Mali, Burkina Faso and Benin. Aromatic species such as Ocimum gratissimum, Cymbopogon citratus, Citrus sp. were also tested. Further research could focus on species such as Anacardium occidentale and Hyptis suaveolens, which seem to be locally available. The use of essential oils does not appear to take priority over aqueous extracts, which could be tested in crop protection programmes involving partial substitution of synthetic insecticides.


  • Chapitre 46. Le management des connaissances liées aux usages des plantes

    by Pierre Silvie, Pierre Martin, Priscilla Keip, Marianne Huchard, Pascal Marnotte, Zakaria Ilboudo, Appolinaire Tagne, Samira Sarter

  • Dealing with Large Volumes of Complex Relational Data Using RCA

    by Agnès Braud, Xavier Dolques, Alain Gutierrez, Marianne Huchard, Priscilla Keip, Florence Le Ber, Pierre Martin, Cristina Nica, Pierre Silvie


  • Open Access

    Geographic Monitoring of Insecticide Resistance Mutations in Native and Invasive Populations of the Fall Armyworm

    by Sudeeptha Yainna, Nicolas Nègre, Pierre J. Silvie, Thierry Brévault, Wee Tek Tay, Karl Gordon, Emmanuelle Dalençon, Thomas Walsh, Kiwoong Nam

    Field evolved resistance to insecticides is one of the main challenges in pest control. The fall armyworm (FAW) is a lepidopteran pest species causing severe crop losses, especially corn. While native to the Americas, the presence of FAW was confirmed in West Africa in 2016. Since then, the FAW has been detected in over 70 countries covering sub-Saharan Africa, the Middle East, North Africa, South Asia, Southeast Asia, and Oceania. In this study, we tested whether this invasion was accompanied by the spread of resistance mutations from native to invasive areas. We observed that mutations causing Bt resistance at ABCC2 genes were observed only in native populations where the mutations were initially reported. Invasive populations were found to have higher gene numbers of cytochrome P450 genes than native populations and a higher proportion of multiple resistance mutations at acetylcholinesterase genes, supporting strong selective pressure for resistance against synthetic insecticides. This result explains the susceptibility to Bt insecticides and resistance to various synthetic insecticides in Chinese populations. These results highlight the necessity of regular and standardized monitoring of insecticide resistance in invasive populations using both genomic approaches and bioassay experiments.


  • Open Access

    Prototyping a Knowledge-Based System to Identify Botanical Extracts for Plant Health in Sub-Saharan Africa

    by Pierre J. Silvie, Pierre Martin, Marianne Huchard, Priscilla Keip, Alain Gutierrez, Samira Sarter

    Replacing synthetic pesticides and antimicrobials with plant-based extracts is a current alternative adopted by traditional and family farmers and many organic farming pioneers. A range of natural extracts are already being marketed for agricultural use, but many other plants are prepared and used empirically. A further range of plant species that could be effective in protecting different crops against pests and diseases in Africa could be culled from the large volume of knowledge available in the scientific literature. To meet this challenge, data on plant uses have been compiled in a knowledge base and a software prototype was developed to navigate this trove of information. The present paper introduces this so-called Knomana Knowledge-Based System, while providing outputs related to Spodoptera frugiperda and Tuta absoluta, two invasive insect species in Africa. In early October 2020, the knowledge base hosted data obtained from 342 documents. From these articles, 11,816 uses—experimental or applied by farmers—were identified in the plant health field. In total, 384 crop pest species are currently reported in the knowledge base, in addition to 1547 botanical species used for crop protection. Future prospects for applying this interdisciplinary output to applications under the One Health approach are presented.


  • Open Access

    Cabbage Production in West Africa and IPM with a Focus on Plant-Based Extracts and a Complementary Worldwide Vision

    by Abla Déla Mondédji, Pierre Silvie, Wolali Seth Nyamador, Pierre Martin, Lakpo Koku Agboyi, Komina Amévoin, Guillaume Koffivi Ketoh, Isabelle Adolé Glitho

    In urban and peri-urban areas in West Africa, the cabbage Brassica oleracea L. (Brassicaceae) is protected using repeated high doses of synthetic insecticides. After a brief description of available IPM components, this paper presents a literature review focused on the botanical extracts that have been experimented with at the laboratory or in the field in West Africa against major cabbage pests. The literature reviewed mentions 19 plant species from 12 families used for cabbage protection in the subregion. The species most used are Azadirachta indica, Capsicum frutescens, Ocimum gratissimum and Ricinus communis. An overview of the world literature showed that a total of 13 plant species belonging to 8 families used to control cabbage pests are reported from the rest of Africa, and 140 plant species belonging to 43 families from the rest of the world. The most commonly used and tested plant species against insect pests in the three geographical areas considered is A. indica.