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Vendor Assessment and procurement decision making through Data Mining In Aviation Industry

机译:通过航空行业数据挖掘供应商评估和采购决策

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Aviation Industry is a mix of intricate engineering processes, elaborated procurement procedures and complex management decision making strategies. Information in form of data needs to be stored for variety of raw materials along with numerous production operation and processes for the entire life cycle of each aircraft. Its nature may be in form of aircraft materials requirement, manufacturing processes, testing results and performance evaluation history. Procurement managers are faced with regular decision making situations prior to approaching vendors for material specifications, costs, transportation modes as well as change requirement by designer. Therefore, they need to maintain a regularly updated database management system for procurement research and actual transactions. The database may also include information about time change items during the service life of aircraft. They also need to forecast demands based on historical knowledge through mining data from these databases. A number of standard and customized software applications for data storing and retrieval are already in use in aviation industry. However the literature for mining this data for decision making and analysis for various requirements of aviation industry is very limited. This research is focused on mining relevant data from such data bases and utilizing it for decision making process. A case study of typical aircraft industry was selected for extraction of data. A variety of statistical tools have been applied on extracted data for decision making for procurement and demand forecasting.
机译:航空工业是复杂工程流程的混合,精心制定的采购程序和复杂的管理决策策略。数据形式的信息需要为各种原材料储存,以及每种飞机的整个生命周期的许多生产操作和工艺。其性质可能是飞机材料要求,制造过程,测试结果和绩效评估史的形式。在接近供应商之前,采购管理人员面临着定期决策情况,以获得材料规格,成本,运输方式以及设计师的变化要求。因此,他们需要维护定期更新的数据库管理系统,用于采购研究和实际交易。数据库还可以包括关于飞机使用寿命期间的时间改变项目的信息。他们还需要通过从这些数据库中挖掘数据来根据历史知识进行预测。用于数据存储和检索的许多标准和定制软件应用程序已经在航空业中使用。然而,用于挖掘这种数据的文献,用于各种各样的航空行业要求的决策和分析非常有限。本研究专注于从这些数据库采集相关数据并利用它进行决策过程。选择了对典型飞机行业的案例研究,用于提取数据。采购和需求预测决策的提取数据已应用各种统计工具。

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