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Building a Computerized System to Measure the Forecasting Methods and Evaluate the Efficiency for an Industrial Product

机译:构建计算机化系统以衡量预测方法并评估工业产品的效率

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摘要

A forecasting is defined as an attempt to estimate the market need of a particular product or service or a combination of goods over a future period of time. The demand forecasting process is one of the important activities that precede the planning process for capacity and production. The importance of this activity requires determining what to forecast how it is being forecast and the time period covered by the forecast. The desired accuracy in forecasting results depends primarily on the value of the physical product because forecasting error slightly burdens production system. The objective of this study is to build a computerized system using visual basic with access database and integrate the system with Excel program to analyze the data and represent it graphically to calculate the different forecasting methods to forecast the demand of a particular product for a future period of time and evaluate the efficiency the solution using the evaluation criteria which are: Mean Squared Error (MSE), Mean Absolute Deviation (MAD), Mean Absolute Percent Error (MAPE), Largest Absolute Deviation (LAD). This study will use data collected from one of the main companies in Iraq. The data include the order unit of the product. Data analysis will be held using three individual forecasting methods. Due to the limitation of the time, the study will focus on one of the series of the product of the company only.
机译:预测被定义为试图估计特定产品或服务的市场需求或货物结合在未来的时间内。需求预测过程是能力和生产计划过程中的重要活动之一。这项活动的重要性要求确定预测预测的预测和预测所涵盖的时间段。预测结果中所需的准确性主要取决于物理产品的价值,因为预测误差略微负担了生产系统。本研究的目的是使用Visual Basic使用Access数据库构建计算机化系统,并将系统与Excel程序集成,以分析数据,并以图形方式表示,以计算未来特定产品需求的不同预测方法使用评估标准的时间和评估解决方案的效率,即:均方误差(MSE),平均绝对偏差(MAD),意味着绝对百分比误差(MAPE),绝对偏差(LAD)。本研究将使用从伊拉克主要公司收集的数据。数据包括产品的订单单元。数据分析将使用三种个人预测方法进行。由于时间的限制,该研究将专注于公司的一系列产品。

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