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Modelling farmers action: decision rules capture methodology and formalisation structure: a case of biomass flow operations in dairy farms of a tropical island

机译:对农民行动进行建模:决策规则捕获方法和形式化结构:在一个热带岛屿的奶牛场中进行生物质流操作的案例

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摘要

Studies on decision-making processes are generally aimed at identifying farmers' needs and predicting farmers' reactions to technical innovations. In the present paper we study these decision-making processes, with reference to dairy farms, to build a whole-farm computer model (WFM) which simulates farmers' actions. In this study, (i) a multi-tool and multi-step methodology is proposed, which can also be qualified as an iterative and interactive methodology to reveal decision rules and (ii) a generic structure to formalise how action is conducted, tenned 'structure for action modelling' (SAM). In the case of forage crop-dairy cattle systems, we have tested the current methodology to capture the decision rules and the SAM to represent action concerning farm management. An 'immersion' approach, inspired by the ethnographic approach has been adapted to access operational technical decisions (taken on a daily basis). This study helped in understanding how detailed and large approaches can be complementary and can facilitate identification of what can be generalised in a conceptual model. To define the generic structure (SAM), a set of descriptive variables concerning technical operations has been selected. The conceptual model generated is composed of decision rules reconstructed by researchers with farmers' committed participation. The validation method is based on participatory approaches and on comparing of actions simulated by the model with practices on the ground. Not contesting the fact that farmers plan their action, this study also revealed the importance of adjustments in action. For example, 20 to 55% of the time the planned food ration is not distributed to the milking cows because of forage unavailability. We also discuss how this structure can facilitate integration of decision mechanisms in biophysical models and how such an integration of adjustment decision rules can produce more realistic simulations of technical actions. Error of biotechnical evaluations done by the WFM is reduced from about 25% to about 10% with the application of the proposed method.
机译:有关决策过程的研究通常旨在确定农民的需求并预测农民对技术创新的反应。在本文中,我们参考奶牛场研究了这些决策过程,以建立一个模拟农民行为的全农场计算机模型(WFM)。在这项研究中,(i)提出了一种多工具,多步骤的方法论,该方法也可以被视为一种迭代和交互的方法论,以揭示决策规则;(ii)一种通用的结构,可以规范采取行动的方式,即“动作建模的结构”(SAM)。对于草料农用奶牛系统,我们已经测试了当前的方法来捕获决策规则,并测试了SAM来代表有关农场管理的行动。受人种学方法启发的“沉浸式”方法已被改编为访问运营技术决策(每天进行)。这项研究有助于了解详细的方法和大型的方法可以如何互补,并且可以帮助确定在概念模型中可以概括的内容。为了定义通用结构(SAM),已选择了一组与技术操作有关的描述性变量。生成的概念模型由研究人员在农民的积极参与下重建的决策规则组成。验证方法基于参与性方法,并将模型模拟的动作与实际操作进行比较。这项研究没有质疑农民计划其行动的事实,也揭示了调整行动的重要性。例如,由于无法获得饲草,有20%至55%的时间没有将计划的食物配给给奶牛。我们还将讨论这种结构如何促进生物物理模型中决策机制的集成,以及这种调整决策规则的集成如何产生对技术动作的更真实的模拟。通过使用所提出的方法,由WFM完成的生物技术评估的误差从大约25%减小到大约10%。

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