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Quantitative Assessment of Generative Large Language Models on Design Pattern Application
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作者 Dae-Kyoo Kim 《Computers, Materials & Continua》 2025年第3期3843-3872,共30页
Design patterns offer reusable solutions for common software issues,enhancing quality.The advent of generative large language models(LLMs)marks progress in software development,but their efficacy in applying design pa... Design patterns offer reusable solutions for common software issues,enhancing quality.The advent of generative large language models(LLMs)marks progress in software development,but their efficacy in applying design patterns is not fully assessed.The recent introduction of generative large language models(LLMs)like ChatGPT and CoPilot has demonstrated significant promise in software development.They assist with a variety of tasks including code generation,modeling,bug fixing,and testing,leading to enhanced efficiency and productivity.Although initial uses of these LLMs have had a positive effect on software development,their potential influence on the application of design patterns remains unexplored.This study introduces a method to quantify LLMs’ability to implement design patterns,using Role-Based Metamodeling Language(RBML)for a rigorous specification of the pattern’s problem,solution,and transformation rules.The method evaluates the pattern applicability of a software application using the pattern’s problem specification.If deemed applicable,the application is input to the LLM for pattern application.The resulting application is assessed for conformance to the pattern’s solution specification and for completeness against the pattern’s transformation rules.Evaluating the method with ChatGPT 4 across three applications reveals ChatGPT’s high proficiency,achieving averages of 98%in conformance and 87%in completeness,thereby demonstrating the effectiveness of the method.Using RBML,this study confirms that LLMs,specifically ChatGPT 4,have great potential in effective and efficient application of design patterns with high conformance and completeness.This opens avenues for further integrating LLMs into complex software engineering processes. 展开更多
关键词 design patterns large language models pattern application pattern-based refactoring quantitative assessment
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Derivation of Simplified Models of Plan View Pattern Control Function for Plate Mill 被引量:7
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作者 JIAO Zhi-jie HU Xian-lei ZHAO Zhong LIU Xiang-hua WANG Guo-dong 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2007年第4期20-23,共4页
The plan view pattern control theoretical models were simplified. Under the condition of constant volume for the plan view pattern compensation, the relation between the thickness and the length can be simplified to t... The plan view pattern control theoretical models were simplified. Under the condition of constant volume for the plan view pattern compensation, the relation between the thickness and the length can be simplified to the linearity in the segment for the plan view pattern control function. The compensation volume can be dispersed for easy calculation. By comparing the model calculation result with the actual result, it was concluded that the simplified model can be used for the online control process. 展开更多
关键词 plan view pattern control theoretical model simplified model
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Meta-model Based Model Organization and Transformation of Design Pattern Units in MDA
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作者 杨长春 赵子艺 孙婧 《Journal of Measurement Science and Instrumentation》 CAS 2010年第2期183-187,共5页
To achieve the purpose of applying design patterns which are various in ldnd and constant in changing in MDA from idea and application, one way is used to solve the problem of pattern disappearance which occurs at the... To achieve the purpose of applying design patterns which are various in ldnd and constant in changing in MDA from idea and application, one way is used to solve the problem of pattern disappearance which occurs at the process of pattern instantiation, to guarantee the independence of patterns, and at the same time, to apply this process to multiple design pattems. To solve these two problons, the modeling method of design pattern traits based on meta-models is adopted, i.e., to divide the basic operations into atoms in the metamodel tier and then combine the atoms to complete design pattem units meta-models withtout business logic. After one process of conversion, the purpose of making up various pattem traits meta-model and dividing business logic and pattern logic is achieved. 展开更多
关键词 MDA PIM design pattern model organization
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Software Composition Using Behavioral Models of Design Patterns
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作者 Sargon Hasso Carl Robert Carlson 《Journal of Software Engineering and Applications》 2014年第2期104-117,共14页
Given a set of requirements structured as design problems, we can apply design patterns to solve each problem individually. Much of the published literature on design patterns addresses this problem—pattern associati... Given a set of requirements structured as design problems, we can apply design patterns to solve each problem individually. Much of the published literature on design patterns addresses this problem—pattern association;however, there is no systematic and practical way that shows how to integrate those individual solutions together. We propose a compositional model based on design patterns by abstracting their behavioral model using role modeling constructs. This approach describes how to transform a design pattern into a role model that can be used to assemble a software application. The role model captures the behavioral relationship between participant components in the design pattern. Our approach offers a complete practical design and implementation strategies, adapted from DCI (Data, Context, and Interaction) architecture. We demonstrate our technique by presenting a simple case study complete with design and implementation code. We also present a simple to follow process that provides guidelines of what to do and how to do it. 展开更多
关键词 SOFTWARE COMPOSITION design patternS Integration Role model ARCHITECTURE DCI ARCHITECTURE System Responsibilities TRAITS
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Model-View-Controller设计模式实例研究 被引量:12
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作者 李赤林 王琳 《计算机与现代化》 2003年第3期12-14,18,共3页
从MVC的起源谈起,以一个十分简单的Java例子来说明MVC的设计方式,最后以图解的方式揭示了MVC在实际运用中所采用的具体做法。
关键词 model-view-CONTROLLER 实例 软件设计模式 面向对象 图形界面
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Trend analysis and comparison of basic parameters for tunnel blast design models 被引量:8
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作者 Khalili Soroush Yavary Mehdi Ebrahimabadi Arash 《International Journal of Mining Science and Technology》 SCIE EI CSCD 2015年第4期595-599,共5页
One of the most important factors influencing on a tunnel blast efficiency is the proper design of blasting pattern. Among blasting parameters, blasthole diameter and tunnel face area are more significant so that any ... One of the most important factors influencing on a tunnel blast efficiency is the proper design of blasting pattern. Among blasting parameters, blasthole diameter and tunnel face area are more significant so that any change in these parameters could finally affect on specific charge and specific drilling. There are mainly two groups of methods for tunnel blast design categorized based on the parallel cuts and angular cuts. In this research, a software for tunnel blast design was developed to analyze the effect and sensitiveness of blasthole diameter and the tunnel face area on blasting results in different blast design models. Using the software, it is quickly possible to determine specific charge, specific drilling and number of blastholes for each blast design model. The relations between both of blasthole diameters and the tunnel face area with the above parameters in different blast design models were then investigated to yield a set of equations with the highest correlations to compare the methods. The results showed that angular method requires more blasthole numbers than parallel method in similar condition(blasthole diameter and tunnel face area). Moreover, the specific charge values yielded by the two methods are approximately the same and very close together. 展开更多
关键词 Blasting pattern Tunnel blast design models Specific drilling Specific charge
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Width Compensation and Correction for the Plan View Pattern Control Function on Plate Mill 被引量:5
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作者 Zhi-Jie Jiao Chun-Yu He +1 位作者 Zhong Zhao Jing-Guo Ding 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2013年第5期31-35,共5页
Research works on width compensation and correction were carried out in order to eliminate the effects of the PVPC ( plan view pattern control) on width accuracy of plate mill. The thickness correction calculation f... Research works on width compensation and correction were carried out in order to eliminate the effects of the PVPC ( plan view pattern control) on width accuracy of plate mill. The thickness correction calculation formula was derived for compensation the width deviation caused by PVPC function, and the formula is unified under the thinning and thickening conditions. In order to improve the width calculation accuracy, width spread calculation process was modified with dividing one large reduction pass to several small reduction calculation steps. The thickness wedge was simplified to rectangle based on the volume constant principle, and the width spread model for PVPC was constructed. The width compensation and correction for the PVPC functions are used for the online control process, and the Product dimension accuracy is improved. With the decrease of Crop losses, the Droduct yield was increased with 0. 2%. 展开更多
关键词 Lplate mill plan view pattern control width correction and compensation width spread model
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Calculation of Taper Rolling Time in Plan View Pattern Control Process 被引量:3
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作者 JIAO Zhi-jie HU Xian-lei ZHAO Zhong LIU Xiang-hua WANG Guo-dong 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2006年第5期1-3,共3页
The forward slip model with adhesion was used to derive the formula of calculating taper rolling time. The relation between the rolling time and the taper length and the relation between the rolling time and the taper... The forward slip model with adhesion was used to derive the formula of calculating taper rolling time. The relation between the rolling time and the taper length and the relation between the rolling time and the taper thickness can be obtained. The numerical solution for this formula was used on site. According to the simulation result, the roll gap value should be changed linearly with rolling time. 展开更多
关键词 plan view pattern control forward slip model TAPER time calculation
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Optimization of integrated geological-engineering design of volume fracturing with fan-shaped well pattern 被引量:2
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作者 TANG Jizhou WANG Xiaohua +2 位作者 DU Xianfei MA Bing ZHANG Fengshou 《Petroleum Exploration and Development》 SCIE 2023年第4期971-978,共8页
According to the variable toe-to-heel well spacing, combined with the dislocation theory, discrete lattice method, and finite-element-method(FEM) based fluid-solid coupling, an integrated geological-engineering method... According to the variable toe-to-heel well spacing, combined with the dislocation theory, discrete lattice method, and finite-element-method(FEM) based fluid-solid coupling, an integrated geological-engineering method of volume fracturing for fan-shaped well pattern is proposed considering the geomechanical modeling, induced stress calculation, hydraulic fracturing simulation, and post-frac productivity evaluation. Besides, we propose the differential fracturing design for the conventional productivity-area and the potential production area for fan-shaped horizontal wells. After the fracturing of the conventional production area for H1 fan-shaped well platform, the research shows that the maximum reduction of the horizontal principal stress difference in the potential productivity-area is 0.2 MPa, which cannot cause the stress reversal, but this reduction is still conducive to the lateral propagation of hydraulic fractures. According to the optimized fracturing design, in zone-Ⅰ of the potential production area, only Well 2 is fractured, with a cluster spacing of 30 m and an injection rate of 12 m^(3)/min per stage;in zone-Ⅱ, Well 2 is fractured before Well 3, with a cluster spacing of 30 m and an injection rate of 12 m^(3)/min per stage. The swept area of the pore pressure drop in the potential production area is small, showing that the reservoir is not well developed. The hydraulic fracturing in the toe area can be improved by, for example, properly densifying the fractures and adjusting the fracture distribution, in order to enhance the swept volume and increase the reservoir utilization. 展开更多
关键词 shale oil fan-shaped well pattern horizontal well geological model hydraulic fracturing productivity evaluation integrated geological-engineering design
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A NEW SYSTEM FOR COMPUTER AIDED PATTERN DESIGN——CAPDS
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作者 张伯钧 邵世煌 《Journal of China Textile University(English Edition)》 EI CAS 1990年第4期37-44,共8页
This paper proposes a new computer aided pattern design system(CAPDS)in which a uniformmathematical expression is used to construct different objects. In the geometric model, 3 B-splineis adopted as a line model. The ... This paper proposes a new computer aided pattern design system(CAPDS)in which a uniformmathematical expression is used to construct different objects. In the geometric model, 3 B-splineis adopted as a line model. The new system with uniform mathematical expression has the distin-guishing features: curve smoothness and fidelity, convenience to process graphic data in thedatabase and etc.. This paper presents the data structure, the program structure and also the implementation. 展开更多
关键词 COMPUTER aided design data recording design proposals pattern design geometric model data structure
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Three-dimensional Simulation and Pattern Making of Collar Using Geometric Model
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作者 张明杰 侯东昱 +1 位作者 周爱英 Yoshio Shimizu 《Journal of Donghua University(English Edition)》 EI CAS 2001年第3期53-57,共5页
An algorithm is presented for computationally simulating collars and drafting patterns. The collar shape was modeled by three-dimensional Bezier patch. Changing the position of consol points of the patch can interacti... An algorithm is presented for computationally simulating collars and drafting patterns. The collar shape was modeled by three-dimensional Bezier patch. Changing the position of consol points of the patch can interactively control the collar shape. Using triangular surface developing method, patterns of various styles of stand collar and separating collar were drafted. As the subsystem of 3D apparel design system, an interactive collar design system is constructed. To inspect the practical usage, we reproduced the collars using these patterns drafted by the interactive collar design system.Comparing with simulated collars, the system demonstrated well and we found it is more reliable and accurate than the method of handwork. 展开更多
关键词 collar pattern making CLOTHING model 3D APPAREL design.
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Application of Design Patterns in Process of Large-Scale Software Evolving
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作者 Wei WANG Hai ZHAO +7 位作者 Hui LI Peng LI Dong YAO Zheng LIU Bo LI Shuang YU Hong LIU Kunzhan YANG 《Journal of Software Engineering and Applications》 2010年第1期58-64,共7页
To search for the Design Patterns’ influence on the software, the paper abstracts the feature models of 9 kinds of classic exiting design patterns among the 23 kinds and describes the features with algorithm language... To search for the Design Patterns’ influence on the software, the paper abstracts the feature models of 9 kinds of classic exiting design patterns among the 23 kinds and describes the features with algorithm language. Meanwhile, searching for the specific structure features in the network, the paper designs 9 matching algorithms of the 9 kinds design patterns mentioned above to research on the structure of the design patterns in the software network. At last, the paper analyzes the evolving trends of the software scale and the application frequency of the 9 kinds of design patterns as the software evolves, and search for the rules how these design patterns are applied into 4 kinds of typical software. 展开更多
关键词 design pattern FEATURE model SOFTWARE Network EVOLVING TRENDS
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“传统纹样+AI”模式下的湖南茶叶包装创新设计研究
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作者 石丹丹 万长林 肖宇强 《食品与机械》 北大核心 2026年第1期238-242,共5页
探究“传统纹样+AI”新模式下湖南茶叶包装的创新设计形式。基于“传统纹样+AI”模式下的Stable Diffusion模型技术,对马王堆丝织品刺绣纹样进行创新转化,并应用在君山银针茶叶包装设计中。研究结果表明,通过Stable Diffusion模型技术... 探究“传统纹样+AI”新模式下湖南茶叶包装的创新设计形式。基于“传统纹样+AI”模式下的Stable Diffusion模型技术,对马王堆丝织品刺绣纹样进行创新转化,并应用在君山银针茶叶包装设计中。研究结果表明,通过Stable Diffusion模型技术成功实现了马王堆丝织品刺绣纹样的智能生成,将生成后的纹样应用于君山银针茶叶包装设计,形成了风格鲜明、辨识度高的包装方案,且纹样与茶叶产品属性、包装结构适配度良好,有效实现了传统纹样在茶叶包装中的创新性应用。 展开更多
关键词 传统纹样 AI 包装设计 马王堆 刺绣纹样 SD模型
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基于扩散模型微调范式的蜡染图案生成设计研究
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作者 汪鑫月 吕健 +2 位作者 侯宇康 周鑫 林俊希 《包装工程》 北大核心 2026年第2期223-231,共9页
目的为了探究人工智能视域下民族图案的智能设计方法和策略,以蜡染图案为例,提出了一种基于扩散模型微调范式的蜡染图案生成设计方法。方法首先,以小规模含有文本标注的实物蜡染样本数据集训练蜡染风格化LoRA模型;其次,以稳定扩散模型S... 目的为了探究人工智能视域下民族图案的智能设计方法和策略,以蜡染图案为例,提出了一种基于扩散模型微调范式的蜡染图案生成设计方法。方法首先,以小规模含有文本标注的实物蜡染样本数据集训练蜡染风格化LoRA模型;其次,以稳定扩散模型SDXL作为蜡染图案生成的基线模型,使用低秩自适应LoRA方式对SDXL注入可训练层进行微调训练;最后,为解决传统扩散模型生成图像的随机性,引入控制网络ControlNet对输入图像提取边缘特征信息,作为条件引导控制扩散模型生成个性化的蜡染图案。结果实验结果表明,能够通过文本条件或图像条件生成具有高真实感的蜡染风格创新图案,相较于SD1.5和CycleGAN两种图像生成模型,在FID和SSIM指标上均取得了更好的结果,验证了方法的可行性和有效性。结论以蜡染图案的智能创新设计为例,将生成式AI应用于传统民族图案领域,对民族图案的现代设计转化和发展具有重要意义。 展开更多
关键词 生成式AI 扩散模型 低秩自适应 智能设计 民族图案 蜡染图案
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融合可拓语义的苗族绣染纹样研究
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作者 贾珍慧 杨馨 李柯 《西部皮革》 2026年第1期125-128,共4页
文章旨在引入可拓语义理论,构建苗族绣染纹样创新设计的方法体系。研究通过符号学解析提取纹样的形态与文化基因,并建立“形态—语义”物元模型,运用可拓变换法则驱动纹样的逻辑化创新。结果表明,该方法能系统提炼纹样核心要素,并生成... 文章旨在引入可拓语义理论,构建苗族绣染纹样创新设计的方法体系。研究通过符号学解析提取纹样的形态与文化基因,并建立“形态—语义”物元模型,运用可拓变换法则驱动纹样的逻辑化创新。结果表明,该方法能系统提炼纹样核心要素,并生成既传承文化基因又契合现代审美的设计系列。研究为非遗纹样的活化传承与设计转化提供了理论支持与实践路径。 展开更多
关键词 可拓语义 苗族绣染纹样 物元模型 设计创新 非物质文化遗产
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A UML profile for framework modeling 被引量:1
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作者 徐小良 汪乐宇 周泓 《Journal of Zhejiang University Science》 CSCD 2004年第1期92-98,共7页
The current standard Unified Modeling Language(UML) could not model framework flexibility and extendibility adequately due to lack of appropriate constructs to distinguish framework hot-spots from kernel elements. A n... The current standard Unified Modeling Language(UML) could not model framework flexibility and extendibility adequately due to lack of appropriate constructs to distinguish framework hot-spots from kernel elements. A new UML profile that may customize UML for framework modeling was presented using the extension mechanisms of UML, providing a group of UML extensions to meet the needs of framework modeling. In this profile, the extended class diagrams and sequence diagrams were defined to straightforwardly identify the hot-spots and describe their instantiation restrictions. A transformation model based on design patterns was also put forward, such that the profile based framework design diagrams could be automatically mapped to the corresponding implementation diagrams. It was proved that the presented profile makes framework modeling more straightforwardly and therefore easier to understand and instantiate. 展开更多
关键词 Object oriented frameworks Unified modeling Language(UML) UML profile Hot spots design patterns
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Reflective State Pattern with Dynamic Constructiveness
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作者 Jiang Hong 1, He Ke\|qing 1, Ying Shi 2 1.College of Computer,Wuhan University,Wuhan 430072,China 2.State Key Laboratory of Software Engineering,Wuhan University,Wuhan 430072,China 《Wuhan University Journal of Natural Sciences》 CAS 2001年第Z1期191-199,共9页
After discussing the reflective method of structure and behavior in the State design pattern based on Role Object pattern and the Reflective pattern of software architecture, this paper proposes a reflective state pat... After discussing the reflective method of structure and behavior in the State design pattern based on Role Object pattern and the Reflective pattern of software architecture, this paper proposes a reflective state pattern with dynamic constructiveness. This paper explains the meta level and the base level, which are two levels of this pattern, and specifies the relation of two levels by using Meta Object Protocol (MOP). Then it discusses mechanism of interception and reification for reflecting base object from Meta object. Finally this paper gives an example of network server for applying the Reflective State pattern. 展开更多
关键词 role model state design pattern reflective pattern role object pattern
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Application of Digital Technology in Road and Bridge Design
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作者 Bai Fan 《Journal of Architectural Research and Development》 2024年第4期92-99,共8页
With the development and progress of science and technology,road and bridge design has experienced rapid development,from the initial manual drawing design to the popularity of Computer-Aided Design(CAD),and then to t... With the development and progress of science and technology,road and bridge design has experienced rapid development,from the initial manual drawing design to the popularity of Computer-Aided Design(CAD),and then to today’s digital software design era.Early designers relied on hand-drawn paper design forms which was time-consuming and error-prone.Digital support for road and bridge design not only saves the design time but the design quality has also achieved a qualitative leap.This paper engages in the application of digital technology in road and bridge design,to provide technical reference for China’s road and bridge engineering design units,to promote the popularity of Civil3D and other advanced design software in the field of engineering design and development,ultimately contributing to the sustainable development of China’s road and bridge engineering. 展开更多
关键词 Road and bridge design Digital technology Civil3D modelLING Three-dimensional view Earth calculation
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大模型背景下面向系统观的实验教学改革初探 被引量:1
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作者 穆玲玲 张行进 +1 位作者 职为梅 周丽娟 《计算机教育》 2025年第7期116-121,共6页
分析基于系统观的实验教学现状,提出大模型背景下基于系统观的实验教学改革思路。以汇编语言为例,从知识点、任务设计原则等方面阐述该实验教学的具体实施过程,最后以近两年的学生成绩对比说明改革效果。
关键词 大语言模型 计算机实验教学 实验设计 系统思维 汇编语言
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