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A CommonKADS Model Framework for Web Based Agricultural Decision Support System

机译:基于Web的农业决策支持系统的CommonKADS模型框架。

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Increased demand of farm products and depletion of natural resources compel the agriculture community to increase the use of Information and Communication Technology (ICT) in various farming processes. Agricultural Decision Support Systems (DSS) proved useful in this regard. The majority of available Agricultural DSSs are either crop or task specific. Less emphasis has been placed on the development of comprehensive DSS, which are non-specific regarding crops or farming processes. The crop or task specific DSSs are mainly developed with rule based or knowledge transfer based approaches. The DSSs based on these methodologies lack the ability for scaling up and generalization. The Knowledge engineering modeling approach is more suitable for the development of large and generalized DSS. Unfortunately the model based knowledge engineering approach is not much exploited for the development of Agricultural DSS. CommonKADS is one of the popular modeling frameworks used for the development of Knowledge Based System (KBS). The paper presents the organization, agent, task, communication, knowledge and design models based on the CommonKADS approach for the development of scalable Agricultural DSS. A specific web based DSS application is used for demonstrating the multi agent CommonKADS modeling approach. The system offers decision support for irrigation scheduling and weather based disease forecasting for the popular crops of India. The proposed framework along with the required expert knowledge, provides a platform on which the larger DSS can be built for any crop at a given location.
机译:农产品需求的增加和自然资源的枯竭迫使农业界在各种农业生产过程中增加对信息和通信技术(ICT)的使用。农业决策支持系统(DSS)在这方面被证明是有用的。大多数可用的农业DSS是针对作物或特定任务的。较少强调开发综合的DSS,对于作物或耕种过程而言,DSS是非特定的。特定于作物或任务的DSS主要使用基于规则或基于知识转移的方法来开发。基于这些方法的DSS缺乏按比例放大和概括的能力。知识工程建模方法更适合于大型和通用DSS的开发。不幸的是,基于模型的知识工程方法并未被广泛用于农业DSS的开发。 CommonKADS是用于开发基于知识的系统(KBS)的流行建模框架之一。本文介绍了基于CommonKADS方法开发可扩展农业DSS的组织,代理,任务,沟通,知识和设计模型。基于Web的特定DSS应用程序用于演示多代理CommonKADS建模方法。该系统为印度流行作物的灌溉计划和基于天气的疾病预报提供决策支持。提议的框架以及所需的专家知识,提供了一个平台,可以在该平台上为给定位置的任何作物构建较大的DSS。

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