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Utilizing Heuristics and Metaheuristics for Solving the Set Covering Problem 利用启发式方法和元启发式方法解决集合覆盖问题
Q4 Engineering Pub Date : 2024-07-10 DOI: 10.24840/2183-6493_0010-001_002474
Lourenço Sousa de Pinho
A basic combinatorial optimization problem, the Set Covering Problem (SCP) finds extensive use in computer science, operations research, and logistics, among other domains. The SCP’s goal is to determine the smallest number of subsets, or sets, needed to cover every element precisely once given a finite set of items and a collection of subsets of these elements. Numerous practical uses for the SCP exist, such as crew scheduling, truck routing, and facility locating.This paper focuses on obtaining feasible solutions, applying to the obtained solutions constructive heuristics (CH), followed by a redundancy elimination procedure to remove unnecessary sets. To further optimize the quality of the solution, a local search method is also implemented based on the First and Best improvement algorithms. Additionally, the Greedy Randomized Adaptive Search Procedure (GRASP) and Variable Neighborhood Search (VNS) metaheuristics are designed and implemented. Each implemented heuristic underwent testing across 42 instances, with the average deviation from the optimal solution calculated for each instance. The GRASP heuristic demonstrated the most favorable performance, achieving a maximum deviation of 2.26% from the optimal solution, while the VNS approach yielded a maximum deviation of 11.46% from the optimal solution at its best.
集合覆盖问题(SCP)是一个基本的组合优化问题,广泛应用于计算机科学、运筹学和物流等领域。SCP 的目标是在给定有限项目集和这些项目的子集集合的情况下,确定精确覆盖每个元素所需的最小子集或集合数。SCP 有许多实际用途,如船员调度、卡车路由和设施定位等。本文的重点是获得可行的解决方案,对所获得的解决方案应用建设性启发式方法 (CH),然后通过冗余消除程序去除不必要的集合。为了进一步优化解决方案的质量,还在第一和最佳改进算法的基础上实施了局部搜索法。此外,还设计并实施了贪婪随机自适应搜索程序(GRASP)和可变邻域搜索(VNS)元启发式。所实施的每种启发式都在 42 个实例中进行了测试,并计算了每个实例与最优解的平均偏差。GRASP 启发式表现最出色,与最优解的最大偏差为 2.26%,而 VNS 方法与最优解的最大偏差为 11.46%。
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引用次数: 0
A Comparative Analysis of Machine Learning Models in News Categorization 新闻分类中机器学习模型的比较分析
Q4 Engineering Pub Date : 2024-07-10 DOI: 10.24840/2183-6493_0010-003_002464
M. H. Zolfagharnasab, Siavash Damari
The constant stream of news nowadays highlights the necessity for meticulous assessment to ensure that the information accurately reaches its intended audience with the least amount of delay least delay. Despite the flexibility and efficiency of Deep Learning (DL) models, their intricate training and substantial resource demands pose significant challenges for their deployment in real-time applications. In this regard, this study evaluates the performance of resource-efficient Machine Learning (ML) techniques – Multinomial Naive Bayes (MNB), Random Forest (RF), Support Vector Machine (SVM), and Logistic Regression (LR) – in categorizing news. Based on the results, all the evaluated models attain a commendable level of accuracy in news categorization. Notably, the SVM excels, achieving an accuracy rate of 98% and a mean squared error of 0.28. This performance exemplifies the robust effectiveness of classical ML models in the categorization of news, particularly when enhanced by a suitably tailored preprocessing pipeline.
如今,新闻源源不断,这凸显了进行细致评估的必要性,以确保信息在最少延迟的情况下准确送达目标受众。尽管深度学习(DL)模型具有灵活性和高效性,但其复杂的训练和大量的资源需求为其在实时应用中的部署带来了巨大挑战。为此,本研究评估了资源节约型机器学习(ML)技术--多项式直觉贝叶斯(MNB)、随机森林(RF)、支持向量机(SVM)和逻辑回归(LR)--在新闻分类方面的性能。从结果来看,所有评估模型在新闻分类方面都达到了值得称赞的准确度。值得注意的是,SVM 的准确率高达 98%,平均平方误差为 0.28。这一表现充分体现了经典 ML 模型在新闻分类中的强大功效,尤其是在通过适当定制的预处理管道进行增强的情况下。
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引用次数: 0
Pompan: A bread production alternative using apple pomace Pompan:利用苹果渣生产面包的替代品
Q4 Engineering Pub Date : 2024-04-18 DOI: 10.24840/2183-6493_0010-002_002611
Beatriz Coelho, Inês Oliveira, Isabel Mota, João Nunes, Sofia Coelho, Tiago Mendes
This work consists of developing a product that uses apple leftovers. The product selected was bread baked with a flour mixture of 5% (by mass) apple flour to wheat flour. Besides providing an easy-to-use solution for leftovers, this mixture also provides a higher fiber content to the food. After the process was designed, it was concluded that producing 5.4 million breads per year with about 23 tons of apple pomace was possible. In the end, the economic analysis was done, and the process should return a profit at the beginning of the second year, having an NPV of 0.88 M€, an IRR of 27.8% and a payback time of almost 4 years.
这项工作包括开发一种使用苹果残渣的产品。所选产品是用苹果粉与小麦粉 5%(质量比)的混合粉烘焙的面包。这种混合物除了为剩菜剩饭提供了一种易于使用的解决方案外,还为食品提供了更高的纤维含量。工艺设计完成后,得出的结论是,每年用约 23 吨苹果渣生产 540 万个面包是可行的。最后,还进行了经济分析,该工艺在第二年年初就会产生利润,净现值为 88 万欧元,内部收益率为 27.8%,投资回收期将近 4 年。
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引用次数: 0
PHArmed: A Biological Process for PHA Production from Apple Waste Residues PHArmed:利用苹果废渣生产 PHA 的生物工艺
Q4 Engineering Pub Date : 2024-04-17 DOI: 10.24840/2183-6493_0010-002_002577
Maria Teresa Oliveira, José Francisco Marques, Markus Driller, Rita Sousa Branco, Sofia Pinto, Rita Barros
PHArmed is an innovative Portuguese company responsible for producing PHA in its rawest form, using renewable carbon sources from apple residues. With the increasing environmental urge to find alternatives to regular plastic and an existing expensive way of producing PHA, PHArmed solves both issues with a biodegradable and cheaper product, with biocompatible properties that make it viable for both medical and pharmaceutical industries. Using apple waste from other companies reduces production costs and helps solve the issue regarding waste treatment. After a complete definition of the manufacturing process, the industrial plant would be installed in Pombal, near two large apple waste-producing companies, with a work team of 15 operators. An economic assessment was performed, and an initial 11.8 M€ investment was estimated for the first year. The project was shown to be economically viable and capable of generating a financial surplus, reaching a break-even point after six years.
PHArmed 是葡萄牙的一家创新型公司,负责利用苹果残渣中的可再生碳源生产最原始的 PHA。随着寻找普通塑料替代品的环保呼声日益高涨,以及现有生产 PHA 的昂贵方式,PHArmed 以一种可生物降解且成本更低的产品解决了这两个问题,其生物相容性使其在医疗和制药行业都具有可行性。使用其他公司的苹果废料可降低生产成本,并有助于解决废物处理问题。在对生产流程进行完整定义后,工业工厂将安装在庞巴尔,靠近两家生产苹果废料的大型公司,并配备一支由 15 名操作员组成的工作团队。项目进行了经济评估,预计第一年的初始投资为 1 180 万欧元。结果表明,该项目在经济上是可行的,能够产生财务盈余,并在六年后达到盈亏平衡点。
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引用次数: 0
Editoral 出版商
Q4 Engineering Pub Date : 2024-04-17 DOI: 10.24840/2183-6493_0010-002_002615
Cláudia Gomes Silva, Y. Manrique, Ricardo Santos
Product Engineering is an essential component in engineering training. The jobs in the Chemical Engineering sector have been evolving from commodities production to product development, particularly in countries such as Portugal, where the scale of production is more adapted to customized or medium-sized series than mass production. So, in 2009, the Master’s in Chemical Engineering Programme at the Faculty of Engineering of the University of Porto (FEUP) started a course on Product Engineering. In 2022, a special issue in the U.Porto Journal of Engineering was published, which included a series of selected works developed within the Product Engineering course at FEUP (Silva et al. 2022). The same methodology for product development laid in four cornerstones was kept in this course:Identification of market NEEDS;Coming up with several technical solutions to meet those NEEDS (IDEAS);The process of screening a small set of the best IDEAS (SELECTION);The study of the implementation of IDEAS considers time to market, industrial process design, regulation, Intellectual Property Rights, and economic analysis (MANUFACTURE).In the last edition of the Product Engineering course (2023-24), integrated process simulation tools, namely Super Pro Designer and ASPEN, were used by the students. This enabled the students to apply know-how acquired during the Chemical Engineering course and to obtain a more accurate design of the processes and CAPEX and OPEX estimation. Thus, this second Special Issue includes some of the works already incorporating this new feature.
产品工程是工程培训的重要组成部分。化学工程领域的工作一直在从商品生产向产品开发演变,特别是在葡萄牙这样的国家,其生产规模更适合定制或中型批量生产,而不是大规模生产。因此,波尔图大学工程学院(FEUP)化学工程硕士课程于 2009 年开设了产品工程课程。2022 年,《波尔图大学工程学杂志》出版了一期特刊,其中收录了一系列在波尔图大学工程学院产品工程课程内开发的精选作品(Silva 等人,2022 年)。该课程保留了以四个基石为基础的产品开发方法:确定市场需求;提出满足这些需求的若干技术解决方案(创意);筛选一小部分最佳创意的过程(选择);对创意实施的研究,包括上市时间、工业流程设计、法规、知识产权和经济分析(制造)。在上一期产品工程课程(2023-24 年)中,学生使用了综合工艺模拟工具,即 Super Pro Designer 和 ASPEN。这使学生能够应用在化学工程课程中获得的知识,并获得更准确的工艺设计以及 CAPEX 和 OPEX 估算。因此,本第二期特刊收录了一些已采用这一新功能的作品。
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引用次数: 0
Can a mathematical model describe the main problems of the modern world? 数学模型能否描述现代世界的主要问题?
Q4 Engineering Pub Date : 2024-04-11 DOI: 10.24840/2183-6493_0010-001_002344
Ioannis Rizos, Nikolaos Gkrekas
This article focuses on the transformation of current global problems into mathematical data and the drawing of conclusions from the results. After a theoretical introduction that clarifies the philosophy of the above approach and provides an innovative description of the mathematical model concept, a method for describing and analyzing crises is presented, with the goal of measuring its influence on the observable system, whether at the EU, global, or other levels. Converting social issues into quantitative data provides a systematic assessment of the severity of crises and allows for comparisons across different crises and systems. The main conclusion of the article is that a mathematical model, such as the one introduced here, could, to some extent, describe, as a first approach, global problems and their interrelationship, and thus be useful to policy makers.
本文的重点是将当前的全球性问题转化为数学数据,并从结果中得出结论。在阐明上述方法的理念并对数学模型概念进行创新性描述的理论介绍之后,提出了一种描述和分析危机的方法,目的是衡量危机对可观测系统的影响,无论是在欧盟、全球还是其他层面。将社会问题转化为定量数据,可对危机的严重程度进行系统评估,并可对不同危机和系统进行比较。文章的主要结论是,像本文介绍的数学模型在某种程度上可以作为第一种方法描述全球问题及其相互关系,从而对政策制定者有所帮助。
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引用次数: 0
Effect of Aging Heat Treatment in an Al-4008 Produced by Liquid Metal Printing 液态金属印刷生产的 Al-4008 中老化热处理的影响
Q4 Engineering Pub Date : 2024-02-06 DOI: 10.24840/2183-6493_0010-001_002060
Catarina Ladeiro, Francisca Nunes, Mariana Trindade, Jose M. Costa
In today's world, additive manufacturing (AM) is one of the most popular technologies and has the potential to revolutionize the manufacturing industry. As one of the most recent advances in this industry, liquid metal printing has a growing value in the engineering field. This study aims to evaluate the effect of two heat treatment conditions in an Al-4008 alloy produced by this technique in the microstructure and mechanical properties. It was concluded that the heat treatment (HT) enhances the Si particle coalescence and Fe-rich intermetallic compound precipitation, increasing the sample hardness significantly (50%). Density analysis showed a slight porosity decrease with HT. Tensile tests indicated heat-treated, same-directionally pulled samples exhibited brittleness compared to as-printed ones, while HT increased both yield strength (245 MPa) and ultimate tensile strength (294 MPa).
在当今世界,快速成型制造(AM)是最流行的技术之一,并有可能彻底改变制造业。作为该行业的最新进展之一,液态金属打印在工程领域的价值日益凸显。本研究旨在评估两种热处理条件对用该技术生产的 Al-4008 合金的微观结构和机械性能的影响。结果表明,热处理(HT)可增强硅颗粒凝聚和富铁金属间化合物析出,显著提高样品硬度(50%)。密度分析表明,热处理后孔隙率略有下降。拉伸试验表明,热处理后的同向拉伸样品与原样相比表现出脆性,而 HT 则提高了屈服强度(245 兆帕)和极限拉伸强度(294 兆帕)。
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引用次数: 0
Effect of Aging Heat Treatment in an Al-4008 Produced by Liquid Metal Printing 液态金属印刷生产的 Al-4008 中老化热处理的影响
Q4 Engineering Pub Date : 2024-02-06 DOI: 10.24840/2183-6493_0010-001_002060
Catarina Ladeiro, Francisca Nunes, Mariana Trindade, Jose M. Costa
In today's world, additive manufacturing (AM) is one of the most popular technologies and has the potential to revolutionize the manufacturing industry. As one of the most recent advances in this industry, liquid metal printing has a growing value in the engineering field. This study aims to evaluate the effect of two heat treatment conditions in an Al-4008 alloy produced by this technique in the microstructure and mechanical properties. It was concluded that the heat treatment (HT) enhances the Si particle coalescence and Fe-rich intermetallic compound precipitation, increasing the sample hardness significantly (50%). Density analysis showed a slight porosity decrease with HT. Tensile tests indicated heat-treated, same-directionally pulled samples exhibited brittleness compared to as-printed ones, while HT increased both yield strength (245 MPa) and ultimate tensile strength (294 MPa).
在当今世界,快速成型制造(AM)是最流行的技术之一,并有可能彻底改变制造业。作为该行业的最新进展之一,液态金属打印在工程领域的价值日益凸显。本研究旨在评估两种热处理条件对用该技术生产的 Al-4008 合金的微观结构和机械性能的影响。结果表明,热处理(HT)可增强硅颗粒凝聚和富铁金属间化合物析出,显著提高样品硬度(50%)。密度分析表明,热处理后孔隙率略有下降。拉伸试验表明,热处理后的同向拉伸样品与原样相比表现出脆性,而 HT 则提高了屈服强度(245 兆帕)和极限拉伸强度(294 兆帕)。
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引用次数: 0
Design and Optimization of a Gripper Clamp 夹具的设计与优化
Q4 Engineering Pub Date : 2024-02-02 DOI: 10.24840/2183-6493_0010-001_002059
Mariana Cunha, Sofia Alves, Jose M. Costa
Additive Manufacturing, among the many developing advanced manufacturing technologies, stands out as the one with the greatest potential for changing the distribution of manufacturing, society, and sustainability. To produce sustainable and competitive products, component material and design selection is an essential and critical topic in the industry. The production of parts designed using the Design for Additive Manufacturing methodology (DfAM) has grown in popularity in recent years. Topological optimization can be used as a design tool in the early stages of the design process to meet strength and endurance requirements on a component level. This study explores the topology optimization of a gripper clamp through nTopology and Fusion 360, using AISI 316L stainless steel as material, for possible production through Additive Manufacturing. The final component demonstrated reliable results.
在众多发展中的先进制造技术中,快速成型制造技术最有可能改变制造业、社会和可持续发展的分布。要生产出具有可持续性和竞争力的产品,部件材料和设计的选择是行业中一个至关重要的关键课题。近年来,采用增材制造设计方法(DfAM)设计的零部件生产越来越受欢迎。拓扑优化可用作设计流程早期阶段的设计工具,以满足部件级别的强度和耐久性要求。本研究以 AISI 316L 不锈钢为材料,通过 nTopology 和 Fusion 360 对夹钳进行拓扑优化,以便通过快速成型技术进行生产。最终组件显示了可靠的结果。
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引用次数: 0
Design and Optimization of a Gripper Clamp 夹具的设计与优化
Q4 Engineering Pub Date : 2024-02-02 DOI: 10.24840/2183-6493_0010-001_002059
Mariana Cunha, Sofia Alves, Jose M. Costa
Additive Manufacturing, among the many developing advanced manufacturing technologies, stands out as the one with the greatest potential for changing the distribution of manufacturing, society, and sustainability. To produce sustainable and competitive products, component material and design selection is an essential and critical topic in the industry. The production of parts designed using the Design for Additive Manufacturing methodology (DfAM) has grown in popularity in recent years. Topological optimization can be used as a design tool in the early stages of the design process to meet strength and endurance requirements on a component level. This study explores the topology optimization of a gripper clamp through nTopology and Fusion 360, using AISI 316L stainless steel as material, for possible production through Additive Manufacturing. The final component demonstrated reliable results.
在众多发展中的先进制造技术中,快速成型制造技术最有可能改变制造业、社会和可持续发展的分布。要生产出具有可持续性和竞争力的产品,部件材料和设计的选择是行业中一个至关重要的关键课题。近年来,采用增材制造设计方法(DfAM)设计的零部件生产越来越受欢迎。拓扑优化可用作设计流程早期阶段的设计工具,以满足部件级别的强度和耐久性要求。本研究以 AISI 316L 不锈钢为材料,通过 nTopology 和 Fusion 360 对夹钳进行拓扑优化,以便通过快速成型技术进行生产。最终组件显示了可靠的结果。
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引用次数: 0
期刊
U.Porto Journal of Engineering
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