Performance evaluation of 3DCAD systems based on unified automatic test, cloud model and variable weight AHP

IF 3 3区 计算机科学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Jin Cheng , Hao Lv , Huqiang Ye , Zhenyu Liu , Jinsong Feng , Jianrong Tan
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引用次数: 0

Abstract

Performance, typically measured in terms of accuracy, efficiency and resource occupation of various modeling operations, is a key factor for assessing the quality of 3DCAD systems, hence it is necessary to scientifically and impartially evaluate the performance of different 3DCAD systems for CAD companies to understand the gap between their systems and leading ones. In view of these considerations, a performance evaluation framework is proposed for 3DCAD systems based on unified automatic test, cloud model and variable weight analytic hierarchy process (AHP). First, an automatic test tool and a series of test cases are developed for the unified automatic performance test of various 3DCAD systems so that the test data can be efficiently achieved. In the acquisition of the performance test data, the fluctuation of hardware performance and the random resource allocation of operating systems will cause the uncertainty of 3DCAD systems itself and the instability of the test environment. To accurately modeling these uncertainties, a novel self-subtracted backward cloud generator (SSBCG) is proposed, based on which the performance indexes of 3DCAD systems can be characterized as cloud models and the uncertainty of system performance is distinguished from the external instability of the test environment by the entropy and hyper entropy of cloud models. Additionally, a variable weight AHP considering both the credibility and relative importance of the performance indexes is put forward to calculate the overall performance score of 3DCAD systems. Finally, the feasibility, effectiveness and engineering practicability of the proposed performance evaluation framework for 3DCAD systems is verified through a case study.
基于统一自动测试、云模型和变权层次分析法的3DCAD系统性能评价
性能是评估3DCAD系统质量的关键因素,通常以各种建模操作的准确性、效率和资源占用来衡量。因此,CAD公司有必要科学、公正地评估不同3DCAD系统的性能,以了解其系统与领先系统的差距。基于此,提出了一种基于统一自动测试、云模型和变权层次分析法(AHP)的3DCAD系统性能评价框架。首先,开发了一套自动测试工具和一系列测试用例,用于对各种3DCAD系统进行统一的自动性能测试,从而有效地获取测试数据。在性能测试数据的采集过程中,硬件性能的波动和操作系统资源的随机分配会造成3DCAD系统本身的不确定性和测试环境的不稳定性。为了准确地对这些不确定性进行建模,提出了一种新的自减后向云发生器(SSBCG),在此基础上将3DCAD系统的性能指标表征为云模型,并通过云模型的熵和超熵来区分系统性能的不确定性与测试环境的外部不稳定性。此外,提出了一种同时考虑性能指标可信度和相对重要性的变权层次分析法来计算3DCAD系统的整体性能评分。最后,通过实例验证了所提出的3DCAD系统性能评价框架的可行性、有效性和工程实用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Computer-Aided Design
Computer-Aided Design 工程技术-计算机:软件工程
CiteScore
5.50
自引率
4.70%
发文量
117
审稿时长
4.2 months
期刊介绍: Computer-Aided Design is a leading international journal that provides academia and industry with key papers on research and developments in the application of computers to design. Computer-Aided Design invites papers reporting new research, as well as novel or particularly significant applications, within a wide range of topics, spanning all stages of design process from concept creation to manufacture and beyond.
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