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A Distribution-Free Measure of the Significance of CER Regression Fit Parameters Established Using General Error Regression Methods 用一般误差回归方法建立了CER回归拟合参数显著性的无分布度量
Pub Date : 2009-07-01 DOI: 10.1080/1941658X.2009.10462221
Timothy P. Anderson
Abstract General error regression methods (GERM) have given rise to a wide variety of functional forms for cost-estimating relationships but have so far lacked a means for evaluating the “significance” of the individual regression fit parameters in a way that is analogous to the roles played by the t-statistic and associated p-value in ordinary least squares (OLS) regression. This article attempts to remedy that situation by developing and describing an analogous “significance” metric for GERM regression fit parameters that is independent of the nature of the underlying error distribution. Significance metrics developed herein are comparable across CERs, regardless of the functional form of the regression equation or the underlying error specification. Moreover, they are developed heuristically, require no distributional assumptions, and provide a collection of simple metrics by which to judge the “significance” of the individual regression fit parameters. These metrics will be of benefit to anyone who uses GERM to develop CERs. The author is willing to share any data involved in thisd study.
一般误差回归方法(GERM)已经产生了各种各样的用于成本估算关系的函数形式,但迄今为止还缺乏一种方法来评估单个回归拟合参数的“显著性”,这种方法类似于普通最小二乘(OLS)回归中t统计量和相关p值所起的作用。本文试图通过开发和描述与潜在误差分布的性质无关的GERM回归拟合参数的类似“显著性”度量来纠正这种情况。无论回归方程的函数形式或潜在的误差说明如何,本文开发的显著性指标在cer之间具有可比性。此外,它们是启发式开发的,不需要分布假设,并提供了一组简单的指标,通过这些指标来判断单个回归拟合参数的“重要性”。这些度量对于任何使用GERM开发cer的人都是有益的。作者愿意分享本研究中涉及的任何数据。
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引用次数: 4
Title 10, Section 2366a Certification Requirements and Early Cost Estimating in the Army 标题10,第2366a节认证要求和陆军早期成本估算
Pub Date : 2009-07-01 DOI: 10.1080/1941658X.2009.10462220
Stephen Bagby
For the past few years Department of Defense (DoD) budget reductions have been looming just at the edge of the horizon, and now those budget limitations are upon us. The cost parameter will now play a greater role in the decision-making process than it did in the past. Leaders will rely on quality cost estimates to aid their decisions as competition for limited resources increases. The Army will have to provide cost estimates earlier in the lifecycle process and show proof that programs are funded in accordance with the estimates.
在过去的几年里,国防部(DoD)的预算削减已经隐约出现在地平线的边缘,现在这些预算限制已经摆在我们面前。与过去相比,成本参数现在将在决策过程中发挥更大的作用。随着对有限资源的竞争加剧,领导者将依靠质量成本估算来帮助他们做出决策。陆军将必须在生命周期过程的早期提供成本估算,并证明项目是根据估算提供资金的。
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引用次数: 1
Improved Performance and Cost in Cyclic Production Systems 改进循环生产系统的性能和成本
Pub Date : 2009-07-01 DOI: 10.1080/1941658X.2009.10462223
Thomas Whalen, Jan M. Smolarski, S. Samaddar
Abstract Increased competition has forced companies to focus more attention on producing at a globally competitive cost. To cope, firms focus on flexible manufacturing, integration, and automation to help ensure that firm-specific manufacturing environments remain competitive. Firms also focus on cost efficiencies, which enable them to be competitive over specific production runs and product life cycles. A common way of reducing cost at this level is to reduce set-up times. Previous research has shown that reduction of average machine setup time virtually guarantees lower production costs. The same is also true of the variance of machine setup time. However, recent research has found that reducing setup time, without any change in variance, can increase waiting time and work-in-process (WIP) inventory levels potentially reducing benefits from continuous improvement techniques. On the other hand, adding fixed idle time while holding the variance constant may reduce waiting time. The optimal fixed idle time depends only on the means and variances of setup, service, and arrival times. We show that an even greater reduction is achievable when the distribution of setup time is known by adding variable idle time, which is a non-increasing function of setup time, thereby reducing the combined setup time variance. We present procedures for finding the optimal variable idle time as a function of setup time. We also show how to implement our results.
日益激烈的竞争迫使企业更加注重以具有全球竞争力的成本进行生产。为了应对这种情况,企业专注于灵活制造、集成和自动化,以帮助确保企业特定的制造环境保持竞争力。公司还注重成本效率,这使他们在特定的生产运行和产品生命周期中具有竞争力。在这个级别降低成本的常见方法是减少设置时间。以前的研究表明,减少平均机器设置时间实际上保证了更低的生产成本。机器设置时间的变化也是如此。然而,最近的研究发现,在没有任何变化的情况下,减少设置时间可能会增加等待时间和在制品(WIP)库存水平,从而潜在地降低持续改进技术的收益。另一方面,在保持方差不变的情况下增加固定的空闲时间可以减少等待时间。最优的固定空闲时间仅取决于安装时间、服务时间和到达时间的平均值和方差。我们表明,当通过添加可变空闲时间(它是设置时间的一个不增加的函数)来知道设置时间的分布时,可以实现更大的减少,从而减少组合设置时间方差。我们提出了寻找作为设置时间函数的最优变量空闲时间的方法。我们还将展示如何实现我们的结果。
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引用次数: 0
Next Generation Software Estimating Framework: 25 Years and Thousands of Projects Later 下一代软件评估框架:25年和数千个项目之后
Pub Date : 2008-11-01 DOI: 10.1080/1941658X.2008.10462214
Mike Ross
Abstract It's about time we in the software development community revisit the assumptions, relationships, and flexibility contained in our currently available software estimating models. Most of the current models still implement fundamental relationships that are based on at least 25-years-old data and assumptions. In the meantime, data from many thousands of projects have since been collected and offer an opportunity to revisit old assumptions and relationships. This paper documents the basis, assumptions, and derivations behind a set of general software effort, duration, and defects estimating relationships that are based on the notion that software development is the cumulative effect of people laboring to do work (effort) over some duration (period of elapsed calendar time) that produces a desired software product (size or content) and unwanted byproducts (defects). This set of relationships is derived from several evidently good correlations, the primary three being 1) effort generally trends upward with increasing size, 2) duration generally trends upward with increasing effort, and 3) effort generally trends upward with increasing defects. This derivation ultimately yields three limited tradeoff relationships: one between effort and duration, one between cost and duration, and one between defects and duration.
现在是我们软件开发社区重新审视我们当前可用的软件评估模型中包含的假设、关系和灵活性的时候了。目前的大多数模型仍然基于至少25年前的数据和假设来实现基本关系。与此同时,从数千个项目中收集的数据为重新审视旧的假设和关系提供了机会。本文记录了一组通用软件工作、持续时间和缺陷评估关系背后的基础、假设和推导,这些关系是基于这样的概念,即软件开发是人们在一定的持续时间(经过的日历时间的一段时间)内努力工作(努力)的累积效应,这些持续时间产生了期望的软件产品(大小或内容)和不想要的副产品(缺陷)。这组关系来源于几个明显的良好的相关性,主要的三个是:1)工作量通常随着规模的增加而上升,2)持续时间通常随着工作量的增加而上升,以及3)工作量通常随着缺陷的增加而上升。这个推导最终产生了三个有限的权衡关系:一个是工作量和持续时间之间的关系,一个是成本和持续时间之间的关系,一个是缺陷和持续时间之间的关系。
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引用次数: 6
Quality Cost Estimates in the Quest for Contractor Equilibrium 寻求承包商平衡中的质量成本估算
Pub Date : 2008-11-01 DOI: 10.1080/1941658X.2008.10462213
R. Janda
Abstract In the Summer 2006 issue of The Journal of Parametrics, Rich Hartley, Deputy Assistant Secretary of the Air Force for Cost and Economics, began this series of essays on what constitutes a quality cost estimate with his insightful article, “What Are Quality Cost Estimates?” Rich staked out the high ground, providing guidance on what constitutes a high quality cost estimate, his perspective on cost analysis in source selections and where cost estimating is headed in the U.S. Air Force.
在2006年夏季的《参数学杂志》上,美国空军负责成本和经济的副助理部长Rich Hartley以他富有洞察力的文章《什么是质量成本估算?》开始了这一系列关于什么是质量成本估算的文章。Rich站在了制高点,提供了关于什么是高质量成本估算的指导,他对资源选择中的成本分析的看法,以及美国空军成本估算的方向。
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引用次数: 1
Empirical Evidence Relating Aircraft Age and Operating and Support Cost Growth 有关飞机机龄和运营及支持成本增长的经验证据
Pub Date : 2008-11-01 DOI: 10.1080/1941658X.2008.10462215
Eric M. Hawkes, E. White
Abstract Since the mid-1990's, senior Air Force leaders have pointed to an aging fleet for justification to procure new aircraft. They believe rising Operating and Support (O&S) costs are inhibiting new investments and leading the Air Force into a ‘death spiral’ (Tirpak 2006). Using 11 years of data from the Air Force Total Ownership Cost (AFTOC) database, this study investigates the relationship between aircraft age and ownership Cost Per Flying Hour (CPFH) cost growth from seventy four different airframes in the Air Force's inventory. The analysis reveals that cost growth follows a ‘bathtub’ curve where the burn-in, steady-state, and end-life display cost growth rates of 6.6%, 3.1%, and 6.9% respectively. Furthermore, the variability associated with this increase follows the same functional form as the cost growth. This research suggests that very young and very old aircraft exhibit significantly higher levels of cost growth and variability, but the magnitude of the cost growth and variability for old aircraft is relatively equal to that of young aircraft.
自20世纪90年代中期以来,美国空军高级领导人一直指出,美国空军机队老化是采购新飞机的理由。他们认为,不断上升的运营和支持(O&S)成本正在抑制新的投资,并导致空军进入“死亡螺旋”(Tirpak 2006)。使用来自空军总拥有成本(AFTOC)数据库11年的数据,本研究调查了空军库存中74种不同机身的飞机机龄与每飞行小时拥有成本(CPFH)成本增长之间的关系。分析显示,成本增长遵循“浴盆”曲线,其中老化、稳态和终止寿命的成本增长率分别为6.6%、3.1%和6.9%。此外,与这种增长相关的可变性遵循与成本增长相同的功能形式。这项研究表明,非常年轻和非常老的飞机表现出明显更高的成本增长和变异性水平,但老飞机的成本增长和变异性的幅度与年轻飞机相对相等。
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引用次数: 4
Using our Right Brains to Improve Space Project Cost Estimating 利用我们的右脑改进太空项目成本估算
Pub Date : 2008-11-01 DOI: 10.1080/1941658X.2008.10462217
J. Hamaker, P. Componation
Abstract If one asks knowledgeable observers of the space industry why similar space projects have different costs, the response is often: “Oh, it's the way the projects were managed.” The budgets are originally set for most of these projects using parametric cost models. These models use regression equations (called cost estimating relationships or CERs) to relate cost to space project independent variables. But these models seem to be usually built in a very left-brained construct—they work off of primarily technical variables such as mass, power, data rate, and the like. If management differences really drive cost, shouldn't these cost models contain management variables? Our paper describes the introduction of some unique engineering management variables—some right-brained factors—into the regressions to improve their predictive capabilities.
如果有人问航天业知识渊博的观察家,为什么类似的航天项目成本不同,答案往往是:“哦,这是项目管理方式的问题。”预算最初是使用参数成本模型为大多数这些项目设置的。这些模型使用回归方程(称为成本估算关系或CERs)将成本与空间项目的自变量联系起来。但这些模型似乎通常是建立在一个非常左脑的结构中——它们主要依靠技术变量,如质量、功率、数据速率等。如果管理差异真的驱动成本,这些成本模型不应该包含管理变量吗?本文介绍了在回归模型中引入一些独特的工程管理变量——一些右脑因素,以提高回归模型的预测能力。
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引用次数: 4
Engineering and Implementing RMS Engineering's DTC Metric 工程和实施RMS工程的DTC度量
Pub Date : 2008-11-01 DOI: 10.1080/1941658X.2008.10462216
Q. Redman, G. Stratton, E. Casey, Diana Patane
Abstract Architecting a product requires a defined set of requirements for the finished product, e.g., size, weight, volume, range, power, color, cost, payload, etc. One very necessary requirement is the anticipated product production cost. Failure to set the production cost requirements at design kick-off allows for unexpected and unacceptable production costs. Previously, all too often, programs were allowing establishment of the production cost goal to slip, or they would wait for their customer to establish it for them. Raytheon Missile Systems’ (RMS) Engineering Directorate has since specified that all development programs will now establish a production cost goal using the Design-to-Cost (DTC) metric described within this article and will monitor their design progress toward meeting this goal. Each program's DTC metric is now collected monthly and reviewed by senior management. This article will focus on the creation of the Design-to-Cost Metric (DTC), its purpose and its use at RMS. The DTC metric is designed to allow business-unit management to quickly review the status of their programs, as to how well the various program designs are progressing with respect to their ability to be produced at the specified value.
构建一个产品需要对成品有一组明确的需求,例如,尺寸、重量、体积、范围、功率、颜色、成本、有效载荷等。一个非常必要的要求是预期的产品生产成本。未能在设计开始时设定生产成本要求会导致意外和不可接受的生产成本。以前,通常情况下,程序允许建立生产成本目标,或者他们会等待客户为他们建立成本目标。雷神导弹系统公司(RMS)工程部已经明确指出,所有的开发项目现在将使用本文中描述的设计成本(DTC)度量标准建立一个生产成本目标,并将监控他们的设计进度以实现这一目标。每个项目的DTC指标现在每月收集一次,并由高级管理人员进行审查。本文将重点介绍设计到成本度量(DTC)的创建、它的目的和它在RMS中的使用。DTC度量被设计为允许业务单元管理快速地检查他们的计划的状态,以及各种计划设计的进展情况,以及它们在指定值上产生的能力。
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引用次数: 0
An Easy Way to Allocate Support Department Costs using the Reciprocal Method 利用互反法分配支持部门成本的简单方法
Pub Date : 2008-11-01 DOI: 10.1080/1941658X.2008.10462218
Gerald K. Debusk, T. Forsyth
Abstract Support department cost allocation is important to external and internal users of a company's financial information. It is widely recognized that the reciprocal method provides the most meaningful allocation because it fully recognizes services provided by support departments for other support departments. Despite its superiority over other methods, the reciprocal method is rarely applied in practice because of perceived complexities in its application. This article illustrates a simple method of applying the reciprocal method to allocate multiple support department costs using an Excel spreadsheet.
摘要支持部门成本分配是企业内部和外部财务信息使用者的重要信息。人们普遍认为,互惠法是最有意义的分配方法,因为它充分认可了支持部门为其他支持部门提供的服务。尽管倒数法比其他方法有优势,但由于其应用的复杂性,在实践中很少应用。本文演示了一种使用Excel电子表格应用互惠法分配多个支持部门成本的简单方法。
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引用次数: 0
Object-Oriented Software Cost Estimation Methodologies Compared 面向对象软件成本估算方法比较
Pub Date : 2008-03-01 DOI: 10.1080/1941658X.2008.10462210
D. Foley, Brenda K. Wetzel
Executive Summary Most commonly available software cost estimation methodologies and tools use either source lines of code (SLOC) or function point (FP) measures as the basis for the estimate. While these methodologies and tools may suffice for software projects that use structured software development techniques, when object-oriented (OO) techniques such as use-case modeling are employed, it is more effective to use a methodology that takes advantage of the information provided by the use cases, scenarios, and more in-depth object-oriented metrics. Furthermore, as an organization becomes proficient in developing object-oriented system software, the traditional metrics of SLOC and FPs become less useful because each individual line of code becomes less likely to be like the others. Using use cases as the basis for effort estimation is a valuable addition to the tools available to a project manager, particularly for those projects where use cases are produced as part of the life-cycle process. Though use cases have a wide range of interpretation, which makes it difficult for them to be used confidently as a sizing metric outside a relatively uniform group of applications and practitioners, with standardization similar to that used for function point analysis, this method has the potential to become a mature and widely accepted estimation tool. More in-depth OO metrics, such as the number of top-level classes, weighted methods per class, average depth of inheritance tree, and number of children per base class, can provide a more accurate estimate of the resulting effort required to build the system, but these metrics are typically not available until a little further along in the system life cycle — the high-level design. Virtually every estimation method is susceptible to error and requires accurate historical data for productivity to be useful within the context of an organization. A critical consideration for any estimation model and tool is the ability to calibrate the results to reflect an individual organization's historical productivity data. Other considerations for an effective estimation model and tool include a relatively minimal amount of formal training to use the tool, well-defined sizing inputs (to include a wizard and/or an automated data import/export mechanism), visibility into the estimating algorithm, and adequate documentation. An effective tool provides early estimates that can be refined as more data and detail are developed, provides accurate estimates, and allows for variation in resource expertise, application languages, platform, and reuse. Research on the effectiveness of using OO metrics to estimate effort and schedule is on-going, and validation is still in its infancy. OO size estimation models are continuing to evolve, along with automated tools to support the model calculations. Key to the effective use of these models and tools is the ability to capture project data from the tools that are used to document and anal
大多数常用的软件成本估算方法和工具使用源代码行(SLOC)或功能点(FP)度量作为估算的基础。虽然这些方法和工具可能足以满足使用结构化软件开发技术的软件项目,但是当使用面向对象(OO)技术(例如用例建模)时,使用利用由用例、场景和更深入的面向对象度量提供的信息的方法会更有效。此外,当一个组织精通开发面向对象的系统软件时,SLOC和FPs的传统度量变得不那么有用,因为每一行代码变得不太可能像其他代码一样。使用用例作为工作量估计的基础是对项目经理可用的工具的有价值的补充,特别是对于那些用例作为生命周期过程的一部分产生的项目。尽管用例具有广泛的解释范围,这使得它们很难在相对统一的应用程序和实践者群体之外被自信地用作规模度量标准,并且与用于功能点分析的标准化类似,但该方法具有成为成熟且被广泛接受的评估工具的潜力。更深入的OO指标,例如顶级类的数量、每个类的加权方法、继承树的平均深度和每个基类的子类数量,可以提供构建系统所需的最终工作量的更准确的估计,但是这些指标通常要到系统生命周期的较远阶段——高级设计阶段才可用。实际上,每一种评估方法都容易出错,并且需要准确的历史数据才能使生产力在组织环境中发挥作用。任何评估模型和工具的关键考虑因素是校准结果以反映单个组织的历史生产力数据的能力。对于有效的评估模型和工具的其他考虑因素包括使用该工具的相对最少的正式培训,定义良好的大小输入(包括向导和/或自动数据导入/导出机制),对评估算法的可见性,以及足够的文档。一个有效的工具提供早期的估计,可以随着开发更多的数据和细节进行细化,提供准确的估计,并允许资源专业知识、应用程序语言、平台和重用方面的变化。关于使用OO度量来估计工作量和进度的有效性的研究正在进行中,而验证仍处于起步阶段。OO大小估计模型正在继续发展,同时还有自动化工具来支持模型计算。有效使用这些模型和工具的关键是从用于记录和分析系统需求的工具中获取项目数据的能力。研究继续表明,使用任何结构化的、自动化的软件成本估算方法都比独立的开发人员特别估算更准确。对于基于SLOC和FPs的现有工具来说,一个不成熟的OO评估工具仍然是一个有价值的补充。
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引用次数: 1
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Journal of Cost Analysis and Parametrics
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