Journal of Industrial Information Integration最新文献_第10页

PFDup: Practical Fuzzy Deduplication for Encrypted Multimedia Data PFDup：加密多媒体数据的实用模糊重复数据删除

IF 15.7 1区计算机科学

Journal of Industrial Information Integration Pub Date : 2024-04-17 DOI: 10.1016/j.jii.2024.100613

Shuai Cheng , Zehui Tang , Shengke Zeng , Xinchun Cui , Tao Li

{"title":"PFDup: Practical Fuzzy Deduplication for Encrypted Multimedia Data","authors":"Shuai Cheng , Zehui Tang , Shengke Zeng , Xinchun Cui , Tao Li","doi":"10.1016/j.jii.2024.100613","DOIUrl":"https://doi.org/10.1016/j.jii.2024.100613","url":null,"abstract":"<div><p>Redundant data wastes cloud storage space, especially the multimedia data which comprises a large number of similar files and accounts for the majority of cloud storage. To protect privacy and eliminate redundancy in the cloud, fuzzy deduplication for encrypted multimedia data is practical and feasible. Unfortunately, existing fuzzy deduplications depend on aided server to be against security threats. In this paper, we propose a Practical Fuzzy Deduplication (PFDup) algorithm for encrypted multimedia data and it is secure against brute-force guessing attacks without additional independent severs. With our secure fuzzy deduplication technology, cloud storage can be significantly optimized by using Perceptual Hash (phash) to eliminate large quantities of identical even the similar multimedia data in a secure manner. In addition, PFDup protocol supports label consistency and a non-interactive Proof of Ownership (PO) in order to prevent the server–client collusion attacks. We conduct a series of experiments on numerous real-world datasets and the simulation results show that our deduplication rate for the similar images is over 91.5%.</p></div>","PeriodicalId":55975,"journal":{"name":"Journal of Industrial Information Integration","volume":"40 ","pages":"Article 100613"},"PeriodicalIF":15.7,"publicationDate":"2024-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140646825","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Estimating adaptation effort in industry 4.0-enabled systems: Introducing two complexity indices with an evolvable network graph approach 估算工业 4.0 系统中的适应努力：采用可进化网络图方法引入两个复杂性指标

IF 15.7 1区计算机科学

Journal of Industrial Information Integration Pub Date : 2024-04-17 DOI: 10.1016/j.jii.2024.100616

Mohammed M. Mabkhot, Pedro Ferreira, William Eaton, Niels Lohse

{"title":"Estimating adaptation effort in industry 4.0-enabled systems: Introducing two complexity indices with an evolvable network graph approach","authors":"Mohammed M. Mabkhot, Pedro Ferreira, William Eaton, Niels Lohse","doi":"10.1016/j.jii.2024.100616","DOIUrl":"10.1016/j.jii.2024.100616","url":null,"abstract":"<div><p>One of the key aims of Industry 4.0 is to create more responsive systems. Responsiveness enables coping with new market requirements or introducing new products, as demonstrated by the COVID-19 challenges. However, there are currently no effective methods for measuring the responsiveness or reconfigurability of a system, or for quantifying the effort required to adapt it from one state to another. Adapting a production cell from its current state to a new adapted state requires a significant amount of information about dismantling, reintegrating, and handling physical equipment, as well as updating the software controller. Practitioners often only consider adaptation options for simple process parametrization or at the end of a system's life cycle, overlooking many potential adaptation opportunities. This paper proposes an evolvable network graph approach for supporting reconfiguration decisions by estimating the effort required to adapt the physical structure. Two complexity indexes have been developed to quantify the adaptation activities. An estimation algorithm infers the effort from the difference in the adaptation graphs that represent alternative options. The approach is illustrated in a laboratory-scale cell and applied in two industrial-sized cells, quantifying adaptation times of approximately 58, 7, and 122 h, respectively. This is equivalent to £3129.6, £356.04, and £6118.8, utilizing average hourly rates for system integrators and equipment handlers. The results show that the approach can effectively quantify the adaptation effort for different equipment sizes and connections, estimating the adaptation cost and time from the graph change quickly at around a millisecond and with minimal computational resources.</p></div>","PeriodicalId":55975,"journal":{"name":"Journal of Industrial Information Integration","volume":"40 ","pages":"Article 100616"},"PeriodicalIF":15.7,"publicationDate":"2024-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2452414X24000608/pdfft?md5=86cd635a3387135606905aa8a6e76445&pid=1-s2.0-S2452414X24000608-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140775515","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Data-driven quasi-convex method for hit rate optimization of process product quality in digital twin 用数据驱动的准凸方法优化数字孪生中的过程产品质量命中率

IF 15.7 1区计算机科学

Journal of Industrial Information Integration Pub Date : 2024-04-16 DOI: 10.1016/j.jii.2024.100610

Yang Yang , Jian Wu , Xiangman Song , Derun Wu , Lijie Su , Lixin Tang

{"title":"Data-driven quasi-convex method for hit rate optimization of process product quality in digital twin","authors":"Yang Yang , Jian Wu , Xiangman Song , Derun Wu , Lijie Su , Lixin Tang","doi":"10.1016/j.jii.2024.100610","DOIUrl":"10.1016/j.jii.2024.100610","url":null,"abstract":"<div><p>Hit rate is an important quantitative criterion for the process product quality prediction of the integrated industrial processes. The hit rate indicates the percentage of product quantities accepted by the downstream process within the controlled range of the product quality. The optimization model of the hit rate criterion is a non-convex intractable problem. In order to improve the hit rate of the predicted product quality, we define a hit rate optimization problem, and propose a data-driven quasi-convex approach, which converts the original problem into a set of convex feasible problems and achieves the optimal hit rate. The proposed approach combines factorial hidden Markov models, multitask elastic net and quasi-convex optimization. In order to illustrate the advantages of the proposed approach, a Monte Carlo simulation experiment is designed to verify the convex optimization property. Another experiment is carried out on two actual steel production datasets for the temperature prediction in molten iron dispatch. The results confirm that the proposed approach not only exhibits superior performance with the controlled hit rate, but also improves the hit rate by at least 41.11 % and 31.01 %, respectively, compared with the classical models on two real datasets.</p></div>","PeriodicalId":55975,"journal":{"name":"Journal of Industrial Information Integration","volume":"41 ","pages":"Article 100610"},"PeriodicalIF":15.7,"publicationDate":"2024-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140793217","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

An advanced cooperative multi-hive drone swarm system for global dynamic multi-source information awareness 用于全球动态多源信息感知的先进多蜂巢无人机群合作系统

IF 15.7 1区计算机科学

Journal of Industrial Information Integration Pub Date : 2024-04-08 DOI: 10.1016/j.jii.2024.100608

Jinkun Men , Chunmeng Zhao

{"title":"An advanced cooperative multi-hive drone swarm system for global dynamic multi-source information awareness","authors":"Jinkun Men , Chunmeng Zhao","doi":"10.1016/j.jii.2024.100608","DOIUrl":"https://doi.org/10.1016/j.jii.2024.100608","url":null,"abstract":"<div><p>With the advancement of unmanned aerial vehicle technology, dynamic monitoring with drones has been widely adopted to enhance multi-source information awareness capabilities. The cooperative strategy among drones still poses a significant challenge. Redundant actions within the drone swarm system can lead to a noticeable decrease in awareness performance. In this work, an advanced cooperative multi-hive drone swarm system is developed, which integrates multiple drones for information awareness and multiple hives for battery replacement. The system response is modeled by a series of discrete system state-action sequence, which follows a parallel system state transition mode. A well-designed simulated annealing-based hybrid algorithm (SA-HA) is developed for system response optimization, of which the simulated annealing process is adopted to coordinate two heuristic operators. To avoid redundant actions, an asynchronous cooperation mechanism (ACM) is proposed to strengthen the collaboration among agents in staggered system time intervals. Computational results indicate that the involvement of ACM can extract more problem-specific knowledge, which makes SA-HA easier to get high-quality system state-action sequences. Through the system redundancy analysis, we found that properly configured drones and hives can achieve high-efficiency global dynamic multi-source information awareness. The proposed system can provide pivotal support for regional situation awareness and analysis.</p></div>","PeriodicalId":55975,"journal":{"name":"Journal of Industrial Information Integration","volume":"40 ","pages":"Article 100608"},"PeriodicalIF":15.7,"publicationDate":"2024-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140548264","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

An integrated temporal and spatial synchronization for two-echelon vehicle routing problem in waste collection system 垃圾收集系统中双机群车辆路由问题的综合时空同步方法

IF 15.7 1区计算机科学

Journal of Industrial Information Integration Pub Date : 2024-04-06 DOI: 10.1016/j.jii.2024.100611

Golman Rahmanifar , Mostafa Mohammadi , Mostafa Hajiaghaei-Keshteli , Gaetano Fusco , Chiara Colombaroni

{"title":"An integrated temporal and spatial synchronization for two-echelon vehicle routing problem in waste collection system","authors":"Golman Rahmanifar , Mostafa Mohammadi , Mostafa Hajiaghaei-Keshteli , Gaetano Fusco , Chiara Colombaroni","doi":"10.1016/j.jii.2024.100611","DOIUrl":"https://doi.org/10.1016/j.jii.2024.100611","url":null,"abstract":"<div><p>This paper presents a two-echelon vehicle routing problem (2E-VRP) with vehicle synchronization at meeting points for the reverse logistic network to collect waste in the urban area. Low-capacity vehicles are utilized to perform collection only in the inner part of the city because of restricted access and limited infrastructure to be expanded. While, high-capacity vehicles are used to transform waste from the border of the inner city to the recycling centers located outside of city. Vehicles of the first and second echelons visit each other at meeting points, which do not have storage capacity mainly because of environmental and social consequences of the transshipment of waste. The timing aspect plays a critical role at meeting points to ensure the reasonable sequence of operations. So, temporal synchronization, a critical aspect of 2E-VRP, is considered in this paper, as well as minimization of waiting time of vehicles in meeting points to avoid long dwelling time. Moreover, because the previous study of 2E-VRP has not dealt with space limitation of meeting points, this paper presents a 2E-VRP that incorporates temporal synchronization, waiting time, and temporal capacity simultaneously for the first time to address a more practical model. To solve the mentioned problem a set of capable and latest metaheuristics are proposed as well as the hybrid ones to probe their efficiency and reasonably construct high quality routes. Moreover, the impact of the temporal capacity is investigated compared to temporal synchronization without considering temporal capacity.</p></div>","PeriodicalId":55975,"journal":{"name":"Journal of Industrial Information Integration","volume":"40 ","pages":"Article 100611"},"PeriodicalIF":15.7,"publicationDate":"2024-04-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140555725","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A digital shadow approach for enhancing process monitoring in wire arc additive manufacturing using sensor fusion 利用传感器融合加强线弧快速成型制造过程监控的数字影像方法

IF 15.7 1区计算机科学

Journal of Industrial Information Integration Pub Date : 2024-04-06 DOI: 10.1016/j.jii.2024.100609

Haochen Mu , Fengyang He , Lei Yuan , Philip Commins , Donghong Ding , Zengxi Pan

{"title":"A digital shadow approach for enhancing process monitoring in wire arc additive manufacturing using sensor fusion","authors":"Haochen Mu , Fengyang He , Lei Yuan , Philip Commins , Donghong Ding , Zengxi Pan","doi":"10.1016/j.jii.2024.100609","DOIUrl":"https://doi.org/10.1016/j.jii.2024.100609","url":null,"abstract":"<div><p>With the development of Industry 4.0 and smart manufacturing, improving production automation, intelligence, and digitalization has become a research trend in the Wire Arc Additive Manufacturing (WAAM) field. This study introduces a digital shadow that aims to improve the adaptiveness and dimensionality of monitoring systems in WAAM. Three sensors are used in the digital shadow: a welding electric signal sensor, a camera, and a laser profilometer to collect welding current and voltage data, image data, and point cloud data. The collected multi-scaled data are time and spatially synchronized by sampling multiple points along the welding path. Three ML algorithms are used for decision-making: Multi-layer Perceptron (MLP) classifier and YOLOv5 are used for time and spatial-scale detection, respectively, and a Variational Autoencoder (VAE) is used for the decision-level fusion. The system performance is then tested to detect defects and geometric errors in practical experiments and the results show that the overall F1 score is 0.791, including detecting, classifying, and analyzing the cause of defects. Additionally, the total predicting time is within 0.5 s, which is suitable for an in-process monitoring system.</p></div>","PeriodicalId":55975,"journal":{"name":"Journal of Industrial Information Integration","volume":"40 ","pages":"Article 100609"},"PeriodicalIF":15.7,"publicationDate":"2024-04-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2452414X24000530/pdfft?md5=afd94347db3fd70aee553ff3a272ca89&pid=1-s2.0-S2452414X24000530-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140546282","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Recognition and optimisation method of impact deformation patterns based on point cloud and deep clustering: Applied to thin-walled tubes 基于点云和深度聚类的冲击变形模式识别与优化方法：应用于薄壁管

IF 15.7 1区计算机科学

Journal of Industrial Information Integration Pub Date : 2024-04-01 DOI: 10.1016/j.jii.2024.100607

Chengxing Yang , Zhaoyang Li , Ping Xu , Huichao Huang

{"title":"Recognition and optimisation method of impact deformation patterns based on point cloud and deep clustering: Applied to thin-walled tubes","authors":"Chengxing Yang , Zhaoyang Li , Ping Xu , Huichao Huang","doi":"10.1016/j.jii.2024.100607","DOIUrl":"https://doi.org/10.1016/j.jii.2024.100607","url":null,"abstract":"<div><p>The recognition and clustering of deformation modes are key to constructing impact deformation constraints for thin-walled structures. This paper transforms the clustering and recognition problem of structural impact deformation modes into a problem of clustering and recognition of point cloud sequences based on pseudo-labels. The effectiveness of the method is assessed, and the experimental results show that the accuracy of the proposed method can reach up to 92.17 % when using a pre-training deep neural network feature extractor, which is not only close to the 98.50 % accuracy of supervised learning classification models but also has a 16.84 % improvement in accuracy compared to the deep clustering method based on K-Means. Under different clustering conditions, the proposed method can effectively classify and recognise samples with similar deformation modes and has the ability to summarise and induce new deformation modes when the number of clusters exceeds the number of manual labels. Furthermore, this paper presents a multi-objective optimisation method for structural crashworthiness under impact deformation constraints based on the NSGA-II algorithm. This method constructs impact deformation constraints using surrogate models and deformation clustering and recognition models. The experimental results show that the proposed method can effectively constrain the generation of the population. It is found that there are a large number of Pareto solutions that do not belong to the expected impact deformation mode under the condition of no deformation mode constraint. In contrast, almost all the obtained Pareto solutions conform to the expected impact deformation mode under the condition of deformation mode constraint. In summary, under the condition of impact deformation constraint, the obtained Pareto solutions can satisfy the crashworthiness requirements while conforming to the expected impact deformation mode.</p></div>","PeriodicalId":55975,"journal":{"name":"Journal of Industrial Information Integration","volume":"40 ","pages":"Article 100607"},"PeriodicalIF":15.7,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140557657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Fuzzy reliability evaluation and machine learning-based fault prediction of wind turbines 风力涡轮机的模糊可靠性评估和基于机器学习的故障预测

IF 15.7 1区计算机科学

Journal of Industrial Information Integration Pub Date : 2024-03-25 DOI: 10.1016/j.jii.2024.100606

Jinjing An , Xin Hu , Li Gong , Zhuo Zou , Li-Rong Zheng

{"title":"Fuzzy reliability evaluation and machine learning-based fault prediction of wind turbines","authors":"Jinjing An , Xin Hu , Li Gong , Zhuo Zou , Li-Rong Zheng","doi":"10.1016/j.jii.2024.100606","DOIUrl":"10.1016/j.jii.2024.100606","url":null,"abstract":"<div><p>The swift growth of the wind power industry necessitates comprehensive evaluation and efficient fault prediction of wind turbines. Given the challenges of integration and optimization of reliability evaluation and fault prediction models, a systematic method of reliability fuzzy evaluation and fault prediction based on the Supervisory Control and Data Acquisition (SCADA) data is proposed. A mid-to-long-term reliability fuzzy evaluation model is constructed using Fuzzy Comprehensive Evaluation (FCE). The mid-term evaluation results in ten failure modes reveal that the model's hazard ranking results match the situation better than the RPN method. And the long-term evaluation results of 5 years in the operating mode show that the model effectively gathers the evaluation information each year and provides a clear and accurate reflection of reliability. Meanwhile, fault prediction is studied using alarm logs because they are better at expressing the status of wind turbines than monitoring data. And the tree-based algorithms and unsupervised statistical learning methods are used to mine the mapping relationship between input variables and predefined tags. The fault prediction achieves both accuracy and recall of 0.784 and saves over 163k Euros based on local wind turbine maintenance expenditures. Overall, the reliability evaluation and fault prediction complement each other, which may either affect future wind farm management or prevent unnecessary maintenance costs.</p></div>","PeriodicalId":55975,"journal":{"name":"Journal of Industrial Information Integration","volume":"40 ","pages":"Article 100606"},"PeriodicalIF":15.7,"publicationDate":"2024-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140406839","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Industry 4.0 data security: A cybersecurity frameworks review 工业 4.0 数据安全：网络安全框架审查

IF 15.7 1区计算机科学

Journal of Industrial Information Integration Pub Date : 2024-03-22 DOI: 10.1016/j.jii.2024.100604

Marion Toussaint , Sylvère Krima , Hervé Panetto

引用次数: 0

Automated generation of OPC UA information models — A review and outlook 自动生成 OPC UA 信息模型--回顾与展望

IF 15.7 1区计算机科学

Journal of Industrial Information Integration Pub Date : 2024-03-21 DOI: 10.1016/j.jii.2024.100602

Axel Busboom

{"title":"Automated generation of OPC UA information models — A review and outlook","authors":"Axel Busboom","doi":"10.1016/j.jii.2024.100602","DOIUrl":"https://doi.org/10.1016/j.jii.2024.100602","url":null,"abstract":"<div><p>OPC Unified Architecture (OPC UA) is widely considered a key enabler of “Industry 4.0” and one of the most promising standardized platforms for industrial communications from sensor to cloud. One of its key features is a powerful framework for information modeling that allows to compose semantic models and enables self-describing information provisioning. However, building OPC UA information models can be a tedious task, requiring deep understanding of both the OPC UA meta-model and the application domain to be modeled. Therefore, a wide range of methods for automatically generating OPC UA information models has been described in the literature, either from relational databases, from application-domain specific models, tools, or languages, or by aggregating multiple component-level models into a single, system-level information model. This paper reviews the state-of-the-art in tools and methods for automated generation of OPC UA information models. It is argued that enriching the tool landscape and interoperability, in particular with industrial engineering tools, will be a prerequisite for unleashing the full potential of OPC UA.</p></div>","PeriodicalId":55975,"journal":{"name":"Journal of Industrial Information Integration","volume":"39 ","pages":"Article 100602"},"PeriodicalIF":15.7,"publicationDate":"2024-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2452414X24000463/pdfft?md5=13158c7a392c49ac48699a6a35344376&pid=1-s2.0-S2452414X24000463-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140290732","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0