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An agent for selecting optimal order set in EC marketplace

机译:在EC市场中选择最佳订单集的代理

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For most small manufacturing companies, the selection and completion of orders placed by buyers are closely linked to the load status of their production lines. The decision to accept an order, or the selection of optimal order set, critically depends on the production schedule when orders exceed production capacity. However, production scheduling is mainly performed by human experts, and small companies lack resources to implement such a task. As a result, most small manufacturers suffer from the difficulty to meet due dates or to make proper decision in accepting new orders. To address this problem, this paper develops an automatic agent that selects an optimal set of orders using commonly available Internet technology. The main engine of the selection agent is based on a typical job shop scheduling model, formulating and implementing it as an Integer Program (IP) model. We also translate IP into Genetic Algorithm (GA) to address its NP-hard problem. We conclude with a suggestion for an agent architecture that tackles Web-based order selection problems.
机译:对于大多数小型制造公司而言,购买者下达的订单的选择和完成与其生产线的负载状态密切相关。当订单超过生产能力时,接受订单的决定或选择最佳订单集就取决于生产进度。但是,生产调度主要是由人类专家执行的,而小公司则缺乏执行此任务的资源。结果,大多数小型制造商难以满足预定日期或做出接受新订单的适当决定。为了解决这个问题,本文开发了一种自动代理,该代理使用常用的Internet技术来选择一组最佳订单。选择代理程序的主要引擎基于典型的作业车间调度模型,并将其表述并实现为整数程序(IP)模型。我们还将IP转换为遗传算法(GA),以解决其NP难题。最后,我们提出了一种解决基于Web的订单选择问题的代理架构的建议。

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