供水系统项目 "S "曲线近似中的物流模型与 Gompertz 模型的比较

Juan Enrique Merizalde, Paula Andrea Bermeo, Juan Carlos Osorio, Fernando Francisco Castro, Mauricio Bolívar Cely
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引用次数: 0

摘要

工程项目的成功在很大程度上取决于良好的规划。大多数工程师使用 S 曲线来估算执行时间变量与可用于施工的资金之间的关系。从数学上讲,可用于上述估算的函数是那些通过笛卡尔平面原点的函数,考虑到在项目初始时使用的成本为零,它们也是递增的,在达到估计的执行时间时,预计已经使用了分配给工程的总金额。这项调查始于 2019 年,当时采集了几个已执行的供水系统的表格,根据这些数据,用最小二乘法调整的逻辑方程对规划曲线进行建模,并用新项目进行验证,以分析其有效性。现在,在 2023 年,新项目的数据被添加进来,并根据 Gompertz 曲线建立了一个新的模型,该曲线的图形与 Logistic 曲线相似,但不同之处在于时间间隔开始和结束时的曲率并不总是相同,这与 Logistic 方程模型的情况不同。结论是,对于这类方法而言,冈波兹模型确实优于逻辑方程模型,并介绍了一种用于决策的工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
LOGISTICS MODEL VS GOMPERTZ MODEL IN APPROXIMATION OF “S” CURVES IN WATER SUPPLY SYSTEMS PROJECTS
Much of the success of an engineering project depends on good planning. Most engineers use an S curve to estimate the relationship between the execution time variables and the financial resources available for construction. Mathematically speaking, the functions that can be used for said estimation are those that pass through the origin of the Cartesian plane, given that at the initial time of the project the cost used is zero, they are also increasing and upon reaching the estimated execution time it is expected to have used the total amount assigned for the work. This investigation began in 2019 where the forms of several executed water supply systems were taken and with this data, the planning curve was modeled with a logistic equation adjusted with least squares and validated with new projects to analyze its effectiveness. Now in 2023, data from new projects is added and a new model was made based on the Gompertz curve that has a graph similar to the logistic curve, but with the difference that the curvature at the beginning and end of the time interval it is not always the same, as is the case with the logistic equation model, and it is expected that this characteristic will improve the approximation to the real execution curve of the project. It is concluded that the Gompertz model is indeed better than the logistic equation model for this type of approach and a tool is presented that is used for decision making.
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