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Special issue on “Artificial Intelligence and Knowledge Discovery in Concurrent Engineering” “并行工程中的人工智能与知识发现”特刊
Pub Date : 2022-08-27 DOI: 10.1177/1063293x221121816
In the current digital era, the data captured during a product development process will grow from a large set of existing data sources to a new set of intermediate big data in every stream from product requirements, to conceptual design into manusfctutring details. In order to process the big set of product and process data and to extract the necessary knowledge from the intermediate set of new data, it is necessary to employ the modern computing facilities, such as Artificial Intelligence (AI) schemes, knowledge discovery, machine-learning procedures and deep-learning procedures. Further, efficient handling of the digital data using the traditional approaches is tedious and time consuming. Hence, various computing procedures and facilities need to be combined with concurrent product development process and tools to handle the processing of the big data in an efficient manner. This Special Issue (SI) aims to collect the cutting edge research works related to recent advancements in the applications of AI and its associated knowledge discovery schemes from various domains, such as design, engineering, manufacturing, quality, industrial and from various industries such as business, consumer, aerospace, defense, automotive, transportation, energy, life sciences, and medical fields. Authors are encouraged to submit their extended version of the research works to be presented in “International Conference on Artificial Intelligence and Knowledge Discovery in Concurrent Engineering”, aka ICECONF 2023 to be held in Chennai India from Jan 5–7, 2023 for this special issue. The topic of interest of the SI includes;
在当前的数字时代,在产品开发过程中捕获的数据将从现有的大量数据源增长到从产品需求到概念设计到制作细节的每一个流中的一组新的中间大数据。为了处理大的产品和过程数据集,并从中间的新数据集中提取必要的知识,有必要使用现代计算设施,如人工智能(AI)方案、知识发现、机器学习程序和深度学习程序。此外,使用传统方法有效地处理数字数据既繁琐又耗时。因此,需要将各种计算程序和设施与并行的产品开发过程和工具相结合,以高效地处理大数据。本期特刊(SI)旨在收集与人工智能应用及其相关知识发现方案的最新进展相关的前沿研究工作,涉及各个领域,如设计、工程、制造、质量、工业以及各个行业,如商业、消费、航空航天、国防、汽车、交通、能源、生命科学和医疗领域。我们鼓励作者提交他们的研究作品的扩展版本,以在“并行工程中的人工智能和知识发现国际会议”(即ICECONF 2023)上发表,该会议将于2023年1月5日至7日在印度金奈举行。SI感兴趣的主题包括:
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引用次数: 0
Concurrent product-process-supply chain strategy formulation for small medium enterprises 中小企业并行产品-流程-供应链战略制定
Pub Date : 2022-08-23 DOI: 10.1177/1063293X221118356
F. Trapsilawati, Subagyo, Dimas Ardy Firmansyah, N. Masruroh, I. B. Dharma, B. Wibowo
Small-medium enterprises (SMEs) have the potentials to translate ideas into innovative products in a quick and efficient manner. Therefore, they should be supported to transform into well-established companies. However, SMEs often lack knowledge regarding operation and management. This study proposes three-dimensional concurrent engineering (3DCE) approach to help SMEs accelerate their growth through differentiation and efficiency, leading to high-quality yet low-cost products with efficient delivery. This study aimed to develop a strategic formulation framework incorporating the 3DCE concept in product functionality, concurrent process design, and appropriate supply chain solutions. The framework has been developed and implemented in food and beverage SME. Strategy development follows the traditional approach, including environmental analysis, strategy formulation, and strategy mapping. However, the result of environmental analysis extracted in the form of SWOT and Grand Strategy matrices are specifically piled into concurrent strategic theme covering the concurrent product, process, and supply chain aspects. Predominantly, product features covering the product innovation and functionality and process features covering segmentation-based and cross-functional process designs were tailored with innovative supply chain solutions based on the segmented model. The detailed framework and its implementation are highlighted accordingly.
中小型企业(SMEs)有潜力以快速和有效的方式将想法转化为创新产品。因此,应该支持他们转型为成熟的公司。然而,中小企业往往缺乏经营管理知识。本研究提出三维并行工程(3DCE)方法,帮助中小企业通过差异化和效率来加速成长,从而获得高质量、低成本、高效交付的产品。本研究旨在开发一个战略制定框架,将3DCE概念纳入产品功能,并发流程设计和适当的供应链解决方案。该框架已在食品和饮料中小企业中得到开发和实施。战略发展遵循传统的方法,包括环境分析、战略制定和战略绘图。然而,以SWOT和大战略矩阵的形式提取的环境分析结果被专门堆积成并发战略主题,涵盖并发产品,过程和供应链方面。主要是,涵盖产品创新的产品特征和涵盖基于分段和跨职能流程设计的功能和流程特征,采用基于分段模型的创新供应链解决方案进行定制。重点介绍了详细的框架及其实施情况。
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引用次数: 1
Game-relationship-based remanufacturing scheduling model with sequence-dependent setup times using improved discrete particle swarm optimization algorithm 基于博弈关系的序列依赖再制造调度模型的改进离散粒子群优化算法
Pub Date : 2022-08-23 DOI: 10.1177/1063293X221120072
Shuai Zhang, H. Xu, Hua Zhang, Sihan Yang
Remanufacturing has become a Frontier technology in sustainable manufacturing and enables end-of-life products to be restored to their new conditions. Although remanufacturing scheduling has been widely investigated, the relationship between remanufacturers and customers is rarely examined. Therefore, a new game-relationship-based remanufacturing scheduling model with sequence-dependent setup times is proposed herein. In the model, the relationship between the remanufacturer and customers is constructed as a non-cooperative game, and the interval due dates are set based on the uncertain product quality to achieve effective remanufacturing and improve customer satisfaction. Multiple remanufacturing lines differentiated based on the quality grade of products are integrated into the proposed model. In addition, sequence-dependent setup times are considered in the model, which depend on the similarity between two adjacent tasks processed on a reprocessing unit. An improved discrete particle swarm optimization algorithm is proposed to obtain Nash equilibrium solutions via an efficient global search structure and a local search strategy. The algorithm is embedded with the Nash equilibrium solution evaluation method and integrated with multiple genetic operators to update the particles. The performance of the proposed algorithm in solving the proposed model is verified via a comparison with three baseline algorithms for managing different problem instances.
再制造已经成为可持续制造的前沿技术,它使报废产品能够恢复到新的状态。虽然再制造调度已被广泛研究,但很少研究再制造商与顾客之间的关系。为此,本文提出了一种新的基于博弈关系的装配时间依赖于序列的再制造调度模型。该模型将再制造商与顾客之间的关系构建为非合作博弈关系,并基于产品质量的不确定性设定间隔到期日,以实现有效的再制造,提高顾客满意度。将基于产品质量等级的多条再制造线整合到该模型中。此外,该模型还考虑了序列相关的设置时间,这取决于在一个再处理单元上处理的两个相邻任务之间的相似性。提出了一种改进的离散粒子群优化算法,通过高效的全局搜索结构和局部搜索策略获得纳什均衡解。该算法嵌入纳什均衡解评价方法,并结合多个遗传算子对粒子进行更新。通过与管理不同问题实例的三种基线算法的比较,验证了所提算法在解决所提模型方面的性能。
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引用次数: 2
A framework for an effective virtual commissioning of agent-based cyber-physical production systems integrated into manufacturing facilities 集成到制造设施中的基于代理的网络物理生产系统的有效虚拟调试框架
Pub Date : 2022-08-22 DOI: 10.1177/1063293X221121819
Abdelhamid Bendjelloul, B. Mihoubi, M. Gaham, M. Moufid, B. Bouzouia
The rise of the fourth industrial revolution and the interest in autonomous production led to increased adoption of Cyber-Physical Production Systems (CPPS) in the industry. Due to the significant suitability of Multi-Agent Systems in building cyber-physical production systems compliant with the Reference Architectural Model Industry 4.0 (RAMI 4.0), more CPPS are being realized using Industrial Agents. Because of their complexity, guidelines for conducting virtual commissioning of agent-based CPPS are required. This paper proposes a novel framework for the virtual commissioning of agent-based CPPS. The framework contributions reside in incorporating both high-level and low-level control verification and validation (V&V) and employing two combined SIL and HIL approaches during the virtual commissioning of agent-based CPPS. The feasibility of the framework was demonstrated during the V&V of an agent-based CPPS on an industrial-scale laboratory robotized production cell. The framework had a significant impact on reducing the cost and efforts of the agent-based CPPS virtual commissioning.
第四次工业革命的兴起以及人们对自主生产的兴趣,促使业界越来越多地采用网络物理生产系统(CPPS)。由于多代理系统在构建符合工业4.0参考架构模型(RAMI 4.0)的网络物理生产系统方面具有重要的适用性,因此越来越多的CPPS正在使用工业代理来实现。由于其复杂性,需要对基于代理的CPPS进行虚拟调试的指导方针。提出了一种新的基于agent的CPPS虚拟调试框架。该框架的贡献在于,在基于代理的CPPS虚拟调试期间,结合了高级和低级控制验证和验证(V&V),并采用了两种SIL和HIL相结合的方法。在工业规模的实验室机器人生产单元上,基于agent的CPPS的V&V验证了该框架的可行性。该框架对降低基于代理的CPPS虚拟调试的成本和工作量产生了重大影响。
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引用次数: 1
A new remanufacturing system scheduling model with diversified reprocessing routes using a hybrid meta-heuristic algorithm 利用混合元启发式算法建立了具有多种再制造路径的再制造系统调度模型
Pub Date : 2022-08-18 DOI: 10.1177/1063293X221114666
Jun Wang, Xiangqi Liu, Wenyu Zhang, Junliang Xu
With the increasingly serious problem of environmental pollution and resource scarcity, remanufacturing has become one of the popular research fields to solve these issues. However, the practical information of end-of-life products is different (e.g. type and degree of damage) because of their various operation conditions, which complicates the reprocessing routes. Therefore, a new remanufacturing system scheduling model is proposed in this study that considers not only the coordination of remanufacturing subsystems but also job-shop-type reprocessing shops related to the diversified reprocessing routes. A hybrid meta-heuristic algorithm combining differential evolution algorithm and biogeography-based optimization algorithm through a new representation scheme is presented to address the model efficiently. Furthermore, the basic algorithms are improved by integrating the self-adaptive parameters, efficient migration and mutation operators, local search strategy, and restart strategy. Simulation experiments are performed to demonstrate the effectiveness and practicality of the proposed method compared with four baseline algorithms.
随着环境污染和资源短缺问题的日益严重,再制造已成为解决这些问题的热门研究领域之一。然而,由于使用条件的不同,报废产品的实际信息(如损坏类型和程度)也不同,这使得再处理路线变得复杂。因此,本文提出了一种新的再制造系统调度模型,该模型不仅考虑了再制造子系统之间的协调,而且考虑了与多种再加工路线相关的作业车间型再加工车间。提出了一种将差分进化算法与基于生物地理的优化算法相结合的混合元启发式算法,通过一种新的表示方式有效地求解该模型。在此基础上,结合自适应参数、高效迁移和变异算子、局部搜索策略和重启策略对基本算法进行了改进。仿真实验验证了该方法与四种基准算法的有效性和实用性。
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引用次数: 2
Selecting and balancing market portfolio using artificial intelligence and fuzzy multiobjective decision-making model 基于人工智能和模糊多目标决策模型的市场组合选择与平衡
Pub Date : 2022-08-17 DOI: 10.1177/1063293X221115768
Wen-Lung Shih, Chiu-Chi Wei, Hsien-Hong Lin, Pin-Hsiang Chang
Most enterprises focus on product portfolio management (PPM) and exclude market portfolio management, and individual markets are selected solely based on financial performance which may not be appropriate because other factors may dictate the outcome of the market selection. This study proposes a market portfolio model that considers market share, market growth, market competition, market risk, and market cost to maximize overall profit. A three-stage approach is proposed to identify potential product markets using an AI algorithm. A set of the most promising market is then determined based on the results of Stage 1 using a fuzzy multi-objective mathematical programming model by concurrently maximizing the total market share and market growth, and minimizing the market competition and market risk. A single-objective mathematical programming model is then used to determine a market portfolio to maximize the total profit using the results for Stage 2. The single-objective model is tested using two sets of threshold constraints. The balance of the market portfolio is discussed and the results are compared. The novelty of the article: (1) the first study involves a product market portfolio, (2) the decision of market selection is scientific (using AI instead of personal judgment), holistic (factors include market share, growth, competition, risk, cost, and profit) and optimized (using mathematical optimization), and (3) the market portfolio maximizes total profit. (4) the proposed method produces a portfolio with a higher profit than the TOPSIS method.
大多数企业关注的是产品组合管理(PPM),而忽略了市场组合管理,单个市场的选择仅仅基于财务绩效,这可能是不合适的,因为其他因素可能决定市场选择的结果。本文提出了一个考虑市场份额、市场增长、市场竞争、市场风险和市场成本的市场投资组合模型,以实现整体利润最大化。提出了一种使用人工智能算法识别潜在产品市场的三阶段方法。然后,根据第一阶段的结果,利用模糊多目标数学规划模型,通过同时最大化市场总份额和市场增长,最小化市场竞争和市场风险,确定一组最有前景的市场。然后使用单目标数学规划模型来确定市场投资组合,以利用阶段2的结果最大化总利润。使用两组阈值约束对单目标模型进行了测试。讨论了市场投资组合的均衡问题,并对结果进行了比较。本文的新颖性:(1)第一个研究涉及产品市场组合,(2)市场选择决策是科学的(使用人工智能代替个人判断),整体的(因素包括市场份额,增长,竞争,风险,成本和利润)和优化的(使用数学优化),(3)市场组合使总利润最大化。(4)所得的投资组合收益高于TOPSIS方法。
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引用次数: 0
Customer’s opinion mining from online reviews using intelligent rules with machine learning techniques 使用智能规则和机器学习技术从在线评论中挖掘客户意见
Pub Date : 2022-08-12 DOI: 10.1177/1063293X221120084
Sadhana Sa, Sabena S, S. L, K. A
In the field of marketing, many surveys were conducted to analyze the customer satisfaction on products in their online purchases. But the real view of customers about the product is mirrored in the customer’s online reviews (COR) given by them, while they purchase the product online. This paper is the one for analyzing and distinguishing the real view about the customer satisfaction by reviewing their opinions for the product which they buy. As a part of opinion mining, the polarity of the specific word is extracted and classifies the review as positive or negative using Naïve Bayes classifier. And this creates a genuine view about the product from the customer point of view. The real opinion about the customer view on online shopping is going to be distinguished according to the intelligent rules generated based on the hypothesis. Intelligent rules help to classify the reviews by extracting the real opinion of the customer based on the feature they specified for the product which is purchased by the consumer. This kind of feature-based review classification supports the purchase of new users when they approach online shopping. This work also projects the customer view about which feature they really need and also feel good, from their review representation.
在市场营销领域,人们进行了许多调查来分析顾客在网上购物时对产品的满意度。但是客户对产品的真实看法反映在他们在线购买产品时给出的在线评论(COR)中。本文是通过对顾客对所购买产品的评价来分析和区分顾客满意度的真实观点。作为意见挖掘的一部分,提取特定词的极性,并使用Naïve贝叶斯分类器将评论分类为正面或负面。这就从顾客的角度创造了一个关于产品的真实观点。根据基于假设生成的智能规则来区分顾客对网上购物的真实看法。智能规则通过根据消费者为购买的产品指定的特征提取客户的真实意见来帮助对评论进行分类。这种基于特征的评论分类支持新用户在进行在线购物时进行购买。这项工作还从客户的评论表示中投射出他们真正需要并且感觉良好的特性。
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引用次数: 4
Cuckoo Search Optimization based PI Controller Tuning for Hopper Tank System 基于布谷鸟搜索优化的PI控制器整定料斗系统
Pub Date : 2022-08-09 DOI: 10.1177/1063293X221114937
Vinothkumar C, E. C
The paper work focuses on soft computing and Conventional controller tuning approach to design of PI controller, for a nonlinear hopper tank liquid level control system process Industries. The automation industries provide conventional techniques where it is impossible to maintain its settling time which motivates to do the research in this field. The system processes the combination of a conical and cylindrical tank for providing Multi-region based mathematical modelling to obtain the first order with delay time (FOPDT) process transfer function model. The Ziegler Nichols, Cohen-coon, Tyreus Luben, CHR (Chien, Hrones, and Reswick), IMC (Internal Model Control), Direct Synthesis, FOPI(Fractional Order PI) Conventional tuning formulae and Cuckoo Search Optimization (CSO) algorithm are used to optimize the servo regulatory responses of PI controller. The integral and proportional gain of the PI controller is said to produce the fastest settling time and reduces the error using performance indices and achieves Liquid Level control in hopper tank. Comparison is made for the various conventional controller tuning methods with Cuckoo Search Optimization tuning responses and identified to CSO-PI method offers enhanced Optimized Performance of settling time which was about 105.58 s which is relatively less while comparing to Conventional PI controller tuning methods for a different region based system.
本文的工作重点是采用软计算和常规控制器整定方法来设计PI控制器,用于过程工业中的非线性料斗液位控制系统。自动化行业提供的传统技术无法保持其稳定时间,这促使人们在这一领域进行研究。该系统对锥形罐和圆柱形罐的组合进行加工,提供基于多区域的数学建模,得到一阶带延迟时间(FOPDT)过程传递函数模型。采用Ziegler Nichols, Cohen-coon, Tyreus Luben, CHR (Chien, Hrones, and Reswick), IMC(内模控制),直接合成,FOPI(分数阶PI)常规调谐公式和布谷鸟搜索优化(CSO)算法来优化PI控制器的伺服调节响应。PI控制器的积分和比例增益可以产生最快的沉降时间,并减少性能指标的误差,实现了料斗槽的液位控制。通过对各种传统控制器整定方法与布谷鸟搜索优化整定响应的比较,发现CSO-PI方法具有更强的优化性能,其稳定时间约为105.58 s,与传统PI控制器整定方法相比,对于不同区域的系统,该方法的稳定时间相对较短。
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引用次数: 1
Special issue on intelligent computing and communication in industrial internet of things 工业物联网中的智能计算与通信特刊
Pub Date : 2022-08-08 DOI: 10.1177/1063293X221120648
K. Vijayakumar
The proposed special issue focuses on collecting the research articles on recent advancements in the research domains, like intelligent computing, communication and IIoT applications. The selected articles in this issue are closely related to the theme of the special issue. It provides a cutting edge research works from a set of carefully selected researchers. This editorial presents the outline of the research articles associated with the special issue.
拟出版的特刊重点收集有关智能计算、通信和工业物联网应用等研究领域最新进展的研究文章。本期精选的文章与特刊的主题密切相关。它提供了一组精心挑选的研究人员的前沿研究成果。这篇社论概述了与特刊有关的研究文章。
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引用次数: 1
Modeling and optimization of concurrent execution process of coupled design-construction tasks under design-build mode 设计-建造模式下设计-建造耦合任务并发执行过程建模与优化
Pub Date : 2022-08-06 DOI: 10.1177/1063293X221117865
Ting Wang, Jingchun Feng
Concurrent execution of design and construction tasks is an important way to realize the integration of them in design-build (DB) mode, but it may bring about period risk due to multiple rework and frequent information transfer in local scope. To solve this problem, this study constructs a concurrent execution strategy model from the perspective of quantitative analysis with the decision goal of minimizing the total execution duration. The results show that: first, when the probability of information change between design and construction tasks decreases gradually, the optimal overlap degree increases and the optimal parallelism decreases. Second, learning effect can effectively shorten the minimum duration corresponding to the optimal overlap degree under any degree of parallelism. Thirdly, with the decrease of the probability of information change between design and construction tasks and the strengthening of learning effect, the shortening rate of the actual execution duration corresponding to the optimal parallelism will be gradually greater than the increasing rate of the actual execution duration. The findings of the study provide suggestions for exploring the mechanism of concurrent execution in DB mode, and also provide countermeasures for better realization of integration of design and construction in DB mode.
设计与施工任务并行执行是设计-建造(DB)模式中实现设计-建造一体化的重要途径,但由于多次返工和局部范围内信息传递频繁,可能带来工期风险。为了解决这一问题,本研究从定量分析的角度构建了以最小化总执行时间为决策目标的并行执行策略模型。结果表明:第一,当设计与施工任务之间信息变化的概率逐渐减小时,最优重叠度增大,最优并行度减小;第二,学习效应可以有效缩短任意平行度下最优重叠度对应的最小持续时间。第三,随着设计与施工任务之间信息变化概率的降低和学习效应的增强,最优并行度对应的实际执行工期的缩短速率将逐渐大于实际执行工期的增加速率。研究结果为探索DB模式下并行执行机制提供了建议,也为更好地实现DB模式下设计与建设的一体化提供了对策。
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引用次数: 1
期刊
Concurrent Engineering
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