Can machine learning models provide accurate fertilizer recommendations? DOI Creative Commons
Takashi Tanaka, G.B.M. Heuvelink, Taro Mieno

и другие.

Precision Agriculture, Год журнала: 2024, Номер 25(4), С. 1839 - 1856

Опубликована: Март 25, 2024

Abstract Accurate modeling of site-specific crop yield response is key to providing farmers with accurate economically optimal input rates (EOIRs) recommendations. Many studies have demonstrated that machine learning models can accurately predict yield. These also been used analyze the effect fertilizer application on and derive EOIRs. But prediction still provide highly inaccurate This study quantified uncertainty generated when using methods model response. The uses real on-farm precision experimental data evaluate influence choice algorithms covariate selection EOIR prediction. winter wheat, inputs considered are a slow-release basal NPK 25–6–4 top-dressed 17–0–17. Random forest, XGBoost, support vector regression, artificial neural network were trained 255 sets covariates derived from combining eight different soil properties. Results indicate both predicted EOIRs associated gained profits sensitive algorithm selection. coefficients variation all possible combinations ranged 13.3 31.5% for fertilization 14.2 30.5% top-dressing. findings while be useful predicting levels, it must caution in making rate

Язык: Английский

Climate change impacts on crop yields DOI
Ehsan Eyshi Rezaei, Heidi Webber, Senthold Asseng

и другие.

Nature Reviews Earth & Environment, Год журнала: 2023, Номер 4(12), С. 831 - 846

Опубликована: Ноя. 14, 2023

Язык: Английский

Процитировано

216

Agroecology for a Sustainable Agriculture and Food System: From Local Solutions to Large-Scale Adoption DOI Creative Commons
Frank Ewert, Roland Baatz, Robert Finger

и другие.

Annual Review of Resource Economics, Год журнала: 2023, Номер 15(1), С. 351 - 381

Опубликована: Июль 12, 2023

Agroecology is often considered as the ultimate and most comprehensive solution to many challenges of agricultural food system, also referred agri-food system. This review investigates what extent agroecology can become mainstream model for transforming agriculture toward more sustainable resilient systems within given economic political context. We find that enhancing will require a fully integrated multiscale approach from farm region globe. The must consider relevant processes relationships, actors stakeholders well drivers, sustainability indicators, respective assessment methods across all scales. Giving specific attention drivers related economy, technology, policy we point out needs be economically viable farmers other system actors. In particular, new emerging technologies digitalization breeding should consideration in agroecological transformation. stress need an analytical operational framework adequate design suggest six areas needed support large-scale adoption agroecology.

Язык: Английский

Процитировано

80

Digital innovations for sustainable and resilient agricultural systems DOI Creative Commons
Robert Finger

European Review of Agricultural Economics, Год журнала: 2023, Номер 50(4), С. 1277 - 1309

Опубликована: Июнь 27, 2023

Abstract Digitalisation is rapidly transforming the agri-food sector. This paper investigates emerging opportunities, challenges and policy options. We show that digital innovations can contribute to more sustainable resilient agricultural systems. For example, enable increased productivity, reduced environmental footprints higher resilience of farms. However, these optimistic outcomes increasing digitalisation sector will not emerge on their own, but this development comes with several challenges, costs risks, e.g. in economic, social ethical dimensions. provide recommendations explore opportunities avoid risks. Moreover, we discuss implications for future research economics.

Язык: Английский

Процитировано

73

Key research challenges to supporting farm transitions to agroecology in advanced economies. A review DOI Creative Commons
Lorène Prost, Guillaume Martin, Rémy Ballot

и другие.

Agronomy for Sustainable Development, Год журнала: 2023, Номер 43(1)

Опубликована: Янв. 10, 2023

Abstract In response to the sustainability issues that agriculture faces in advanced economies, agroecology has gained increasing relevance scientific, political, and social debates. This promoted discussion about transitions agroecology, which represents a significant advancement. Accordingly, it become growing field of research. We reviewed literature on support farm economies order identify key research challenges suggest innovative paths. Our findings can be summarized as follows: (1) Research supports exploration definition desired futures, whether based future-oriented modeling or expert-based foresight approaches, should more explicitly include level. It stimulate creativity design ability farmers other stakeholders, also address representation power among them. (2) creates awareness assesses farms before, during after transition requires holistic dynamic assessment frameworks. These frameworks need flexible adapt diversity global local challenges. Their uncertainty due feedback loops emergent properties transitions. (3) analyzes focus dynamics change processes by valuing what happens farms. especially give credence on-farm experiments conducted develop new tools methods (e.g., for strategic monitoring) these is first review scientific studies agroecology. Overall, indicates challenge system boundaries, temporal horizons, dimensions agricultural researchers usually consider. this context, require changes current organization funding encourage longer term adaptive configurations.

Язык: Английский

Процитировано

43

Towards sustainable crop protection in agriculture: A framework for research and policy DOI Creative Commons
Robert Finger, Jaap Sok, Emmanuel Ahovi

и другие.

Agricultural Systems, Год журнала: 2024, Номер 219, С. 104037 - 104037

Опубликована: Июнь 20, 2024

Язык: Английский

Процитировано

17

The adoption of pesticide-free wheat production and farmers' perceptions of its environmental and health effects DOI Creative Commons
Robert Finger, Niklas Möhring

Ecological Economics, Год журнала: 2022, Номер 198, С. 107463 - 107463

Опубликована: Май 9, 2022

The reduction of pesticide use is a prime issue on policy agendas worldwide. However, existing policies often fail to promote widespread adoption low-pesticide or no-pesticide production practices. Therefore, in order overcome this obstacle, it important understand why farmers hesitate more sustainable pest management. To end, we investigate the relationship between farmers' perception adverse environmental and human health effects generated by pesticides their decision participate novel, pesticide-free wheat standard Switzerland. Survey data from 1073 producers reveals that 14% are early adopters program further 44% intend switch scheme following growing seasons. We find who perceive risks for environment be higher also likely adopt production. Our results suggest large-scale requires broad set (policy) instruments beyond purely financial incentives. findings thus have implications design schemes.

Язык: Английский

Процитировано

40

Pesticide reduction amidst food and feed security concerns in Europe DOI Creative Commons
Kevin Schneider, Jesús Barreiro‐Hurlé,

Emilio Rodríguez‐Cerezo

и другие.

Nature Food, Год журнала: 2023, Номер 4(9), С. 746 - 750

Опубликована: Сен. 21, 2023

Abstract Recent studies have estimated the potential yield impacts of pesticide reductions in European Union. While these estimates guide policy design, they are often based on worst-case assumptions and rarely account for positive ecological feedbacks that would contribute to sustainable crop yields long term.

Язык: Английский

Процитировано

38

Promoting sustainable smallholder farming via multistakeholder collaboration DOI Creative Commons
Zhichao An, Yi Yang, Xue Yang

и другие.

Proceedings of the National Academy of Sciences, Год журнала: 2024, Номер 121(21)

Опубликована: Май 16, 2024

Transforming smallholder farms is critical to global food security and environmental sustainability. The science technology backyard (STB) platform has proved be a viable approach in China. However, STB traditionally focused on empowering farmers by transferring knowledge, wide-scale adoption of more sustainable practices technologies remains challenge. Here, we report long-term project scale-up for expanding upgrading the original (STB 2.0). We created formalized standardized process which engage collaborate with farmers, including integrating their feedback via equal dialogues designing promoting technologies. Based 288 site-year field trials three regions North China Plain over 5 y, find that cocreated through this were easily accepted increased crop yields nitrogen factor productivity 7.2% 28.1% wheat production 11.4% 27.0% maize production, respectively. In these broadly, “one-stop” multistakeholder program involving local government agencies, enterprises, universities, farmers. was shown much effective than traditional extension methods applied at STB, yielding substantial economic benefits. Our study contributes an important case agriculture. 2.0 being explored emphasizes dialogue collaboration, investment. These lessons may provide value research practitioners.

Язык: Английский

Процитировано

15

Co-designing a landscape experiment to investigate diversified cropping systems DOI Creative Commons
Kathrin Grahmann, Moritz Reckling, Ixchel M. Hernández-Ochoa

и другие.

Agricultural Systems, Год журнала: 2024, Номер 217, С. 103950 - 103950

Опубликована: Апрель 13, 2024

Intensive food and feed production in sole-cropped, large fields with high fertilizer pesticide inputs to achieve yields, has contributed detrimental environmental impacts. To move towards more sustainable agricultural landscapes, cropping system diversification been suggested as a promising practice for which the use of digital technologies could be potentially beneficial. Understanding impact diversified, newly arranged systems their management requires long-term experimental data at landscape scale practical experiences using are hardly available. Experimental platforms an setup farmers' involvement meet such demands but have not set up many regions nor process designing described systematically. The overall objective this study was describe how platform can co-designed jointly by researchers practitioners understand practices compared current Eastern Brandenburg, Germany. Specifically, we aimed re-design intensively managed field into smaller segments that called patches assess potential co-created experiment focussing on both, practitioners´ scientists´ perspective. We used DEED research cycle (Describe, Explain, Explore Design) conceptual framework co-design patchCROP within commercial farm. Patches were implemented 0.5 ha original based yield soil maps advanced cluster analysis considered heterogeneity. narrow crop sequence diversified integrating new crops, cover crops flower strips five-year rotation. cultivate patches, machinery during first years will replaced over time autonomous robots. Workshops various methods SWOT adjust reduction. revealed opportunities drawbacks develop participative manner from both scientific farming found farmer-centric position focused mainly economic return feasibility future operations field. perspective other hand needs potentials about evaluating dynamic, interdependent or opposing natural processes interactions like productivity, biodiversity ecosystem service changes context. Co-designed experiments simultaneously developed services beyond level, performance quality multiple scales, implications actors. This is step forward extend systems-based single plot on-farm environment, allowing exploration measures long run.

Язык: Английский

Процитировано

10

The LTAR Common Experiment: Facilitating improved agricultural sustainability through coordinated cross‐site research DOI Creative Commons
Mark A. Liebig, Lori Abendroth, G. Philip Robertson

и другие.

Journal of Environmental Quality, Год журнала: 2024, Номер 53(6), С. 787 - 801

Опубликована: Окт. 15, 2024

Long-term research is essential for guiding the development of agroecosystems to meet escalating production demands in a manner that environmentally sound and socially acceptable. Research must integrate biophysical socioeconomic factors provide geographically scalable knowledge involves stakeholders across research-education-extension-policy spectrum. In response this need, Long-Term Agroecosystem (LTAR) network developed "Common Experiment," which seeks develop disseminate multi-region, science-based information enable implementation visionary agricultural innovations while simultaneously promoting food security, well-being, environmental quality, climate adaptation mitigation. The core design Common Experiment contrasts prevailing alternative/aspirational systems, with latter including novel hypothesized advance sustainable intensification locally appropriate ways. Treatments represent diversity systems under cropland, grazing land, integrated crop/grazing land management. Where possible, treatments are evaluated at multiple spatial scales (e.g., from plot enterprise) designed evolve over course experiment stakeholder input. A common assessment framework guides data collection complemented by metric-specific protocols an emerging management infrastructure. Currently, there large differences among sites application experimental degree engagement; largely grounded pragmatic issues related access, site expertise, resource availability. full potential LTAR may be realized strategic investments capacity.

Язык: Английский

Процитировано

8