Relevant bibliographies by topics / Digital Manufacturing System

Contents

  1. Journal articles
  2. Dissertations / Theses
  3. Books
  4. Book chapters
  5. Conference papers
  6. Reports

Academic literature on the topic 'Digital Manufacturing System'

Author: Grafiati
Published: 3 June 2025
Last updated: 31 July 2025

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Journal articles on the topic "Digital Manufacturing System"

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HIBINO, Hironori. "Manufacturing System Simulation on Digital Engineering(Digital Engineering)." Journal of the Society of Mechanical Engineers 106, no. 1013 (2003): 276–80. http://dx.doi.org/10.1299/jsmemag.106.1013_276.

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Yamamoto, Hidehiko, Etsuo Marui, and Kenichi Oota. "Development of Network System For Sequence Circuit By Database(Digital design and digital manufacturing)." Proceedings of International Conference on Leading Edge Manufacturing in 21st century : LEM21 2005.1 (2005): 29–34. http://dx.doi.org/10.1299/jsmelem.2005.1.29.

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Monsone, Cristina Rosaria, and János Jósvai. "Challenges of Digital Twin System." Acta Technica Jaurinensis 12, no. 3 (2019): 252–67. http://dx.doi.org/10.14513/actatechjaur.v12.n3.514.

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Today’s manufacturing and assembly systems have to be flexible to adapt quickly to an increasing number and variety of products. The Industry 4.0 conceptualization has several potentials, i.e. flexibility in business and manufacturing processes, where the intelligent and interconnected systems, in particular the Cyber-Physical Production System (CPPS), play a vital role in the whole lifecycle of eco-designed products. In particular, the CPPS represents a suitable way for manufacturers that want to involve their customers, delivering instructions to machines about their specific orders and foll
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Wang, Qi Feng. "Green Manufacturing-Oriented Digital System and Operation Technologies for Manufacturing Enterprises." Applied Mechanics and Materials 20-23 (January 2010): 40–44. http://dx.doi.org/10.4028/www.scientific.net/amm.20-23.40.

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Green manufacturing (GM) is a sustainable manufacturing mode which comprehensive considers the environmental impact and resource consumption. Based on the analysis of state-of-the-art of digital technologies application in GM, this paper provides a green manufacturing-oriented digital system framework from the integration point of GM and digital manufacturing. The green manufacturing-oriented digital system framework is consists of five components which include the basic database for green manufacturing, software supporting layer for green manufacturing oriented digital system, digital system
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Ashiku, Lirim, and Cihan H. Dagli. "System of Systems (SoS) Architecture for Digital Manufacturing Cybersecurity." Procedia Manufacturing 39 (2019): 132–40. http://dx.doi.org/10.1016/j.promfg.2020.01.248.

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Reshetnikova, E., P. Bochkarev, and G. Gumarov. "Digital transformation of machining workshop’s manufacturing system." Journal of Physics: Conference Series 2131, no. 3 (2021): 032099. http://dx.doi.org/10.1088/1742-6596/2131/3/032099.

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Abstract The article proposes the method of intellectualization workshop’s manufacturing system. The digital technology is widely developed today so intellectualization of manufacturing system is relevant today. The use of AMT-supported manufacturing process in manufacturing system contributes to obtaining advantages in material and financial terms and reducing the cost of time resources.The use of automation technology in workshop process assumes cutbacks to its funding and ensures its digitalization. The digitalization is aimed at eliminating production errors and shortcomings already at the
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Fujii, Susumu. "Manufacturing System in Digital Information Network Era." IEEJ Transactions on Industry Applications 121, no. 1 (2001): 1–2. http://dx.doi.org/10.1541/ieejias.121.1.

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Gohari, Hossein, Cody Berry, and Ahmad Barari. "A Digital Twin for Integrated Inspection System in Digital Manufacturing." IFAC-PapersOnLine 52, no. 10 (2019): 182–87. http://dx.doi.org/10.1016/j.ifacol.2019.10.020.

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Hosomi, Yusuke, and Hideki Aoyama. "Identification System of Machining Errors Based on Analysis of Machined Shape(Digital design and digital manufacturing)." Proceedings of International Conference on Leading Edge Manufacturing in 21st century : LEM21 2005.1 (2005): 63–66. http://dx.doi.org/10.1299/jsmelem.2005.1.63.

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Liu, Chuang, Jun Biao Wang, and Xian Jie Zhang. "Digital Manufacturing System of Aircraft Wing Integral Panel." Advanced Materials Research 97-101 (March 2010): 2732–35. http://dx.doi.org/10.4028/www.scientific.net/amr.97-101.2732.

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The function model of digital manufacturing system of aircraft wing integral panel is proposed using IDEF0. The digital integral panel manufacturing subsystems including process design, manufacturing model definition, tooling design and manufacturing, process information management, fabrication and inspection are described. In this system, the integral panel is formed by shot peen forming process, and the corresponding approach to solve some key manufacturing problems is described. The part manufacturing model is presented to represent the intermediate part in the fabrication process. The info
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Dissertations / Theses on the topic "Digital Manufacturing System"

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Martin, Timothy Patrick. "Flexible manufacturing system software development using simulation." Thesis, Virginia Polytechnic Institute and State University, 1985. http://hdl.handle.net/10919/101236.

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This paper presents a hierarchical modeling method that can be used to simulate a Flexible Manufacturing System (FMS) at all levels of detail. The method was developed specifically to aid the software development needed for the hierarchy of computers that are present in an FMS. The method was developed by modeling an existing FMS. The models developed of the existing FMS are described in detail to provide an example of how to model other FMSs. The basic building blocks needed for designing other FMSs with this modeling method are provided. The models were written in the SIMAN simulation lang
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Shao, Min 1975. "Digital factory : real time information system implementation in a traditional manufacturing environment." Thesis, Massachusetts Institute of Technology, 2006. http://hdl.handle.net/1721.1/37244.

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Thesis (M.B.A.)--Massachusetts Institute of Technology, Sloan School of Management; and, (S.M.)--Massachusetts Institute of Technology, Dept. of Electrical Engineering and Computer Science; in conjunction with the Leaders for Manufacturing Program at MIT, 2006.<br>Includes bibliographical references (p. 47-48).<br>The Internet and emerging technologies such as RFID have been making profound impacts on operations of traditional manufacturing companies. Advances in these fields have opened up possibilities for significant improvements in process, productivity, quality, and communication. The abi
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Bachnak, Rafic A. "Development of a stereo-based multi-camera system for 3-D vision." Ohio : Ohio University, 1989. http://www.ohiolink.edu/etd/view.cgi?ohiou1172005477.

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Paz, Alvarez Alfonso. "Deviation occurrence analysis in a human intensive production environment by using MES data." Thesis, KTH, Industriell produktion, 2018. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-230674.

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Despite decades of automation initiatives, manual assembly still represents one of the most cost-effective approaches in scenarios with high product variety and complex geometry. It represents 50% of total production time and 20% of total production cost. Understanding human performance and its impact in the assembly line is key in order to improve the overall performance of an assembly line. Along this thesis work, by studying the deviations occurring in the line, it is aimed to understand how human workers are affected by certain functioning aspects of the assembly line. To do so, three diff
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BERTI, FRANCESCA. "Technical change and digital transformation. Firms’ performance and behavior in an innovation ecosystem." Doctoral thesis, Università Politecnica delle Marche, 2021. http://hdl.handle.net/11566/291117.

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Questa ricerca ha lo scopo di esplorare, attraverso quattro diversi paper, l’impatto della Digital Transformation sul comportamento e la performance delle imprese innovative, in particolare piccole e medie imprese (PMI). Nel primo articolo, si è cercato di fornire un breve excursus, attraverso una disanima della letteratura, sui meccanismi alla base dei processi di creazione di valore delle imprese attive in un ambiente innovativo, tenendo in particolare considerazione le cosiddette managerial dynamic capabilities. Si è cercato di dimostrare come le tecnologie digitali, quali IoT, Big Data
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Pystina, Xeniya. "Systèmes de Jumeau Numérique pour les systèmes de production : Application sur le manufacturing lab." Electronic Thesis or Diss., Lyon, INSA, 2024. http://www.theses.fr/2024ISAL0137.

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Les systèmes de production traditionnels rencontrent de nombreux défis lors de leur transition vers l'Industrie 4.0 (I4.0). Ils doivent s’adapter rapidement aux fluctuations de la demande, aux perturbations des chaînes d’approvisionnement et aux pannes d’équipements. La digitalisation des actifs est cruciale pour garantir une communication fluide et une intégration homogène des données à travers les chaînes de valeur. Cela implique une réorganisation des machines et équipements en intégrant des technologies comme l’Internet des objets (IoT), l’analyse des données et l’intelligence artificielle
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KLINGA, PETTER, and ERIK STORÅ. "Vilka utmaningar och hinder möter större tillverkande företag vid implementering av digital och smart teknik samt hur kan dessa åtgärdas? : En studie kring den pågående digitala transformationen av tillverkningsindustrin." Thesis, KTH, Industriell produktion, 2018. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-233206.

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Den globala industrin har under det senaste decenniet genomgått en enorm digital transformation, där tillämpandet av digitala och smarta verktyg inom företag aldrig har varit mer påtagligt. Under november 2011 presenterades begreppet Industrial 4.0 i en artikel skriven av den Tyska regeringen som beskriver en teknikintensiv strategi för år 2020 och omfattar vad idag betraktas som den fjärde industriella revolutionen. Industri 4.0 utgörs till stor del av integrationsprocessen mellan teknik och övrig verksamhet inom ett tillverkningsföretag, vilket i sin tur ger upphov till teknik såsom; automat
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BLOMKVIST, YLVA, and LOENBOM LEO ULLEMAR. "Improving supply chain visibility within logistics by implementing a Digital Twin : A case study at Scania Logistics." Thesis, KTH, Skolan för industriell teknik och management (ITM), 2020. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-279054.

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As organisations adapt to the rigorous demands set by global markets, the supply chains that constitute their logistics networks become increasingly complex. This often has a detrimental effect on the supply chain visibility within the organisation, which may in turn have a negative impact on the core business of the organisation. This paper aims to determine how organisations can benefit in terms of improving their logistical supply chain visibility by implementing a Digital Twin — an all-encompassing virtual representation of the physical assets that constitute the logistics system. Furtherm
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Metral, Boris. "Systèmes photoamorceurs et modèle pour la fabrication additive par photopolymérisation." Thesis, Mulhouse, 2020. https://www.learning-center.uha.fr/.

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Les technologies de photopolymérisation en cuve émergent rapidement dans le domaine de la fabrication additive. Pour suivre cette expansion rapide du marché, des résines photosensibles très efficaces et abordables sont nécessaires. Dans ce travail, nous introduisons un nouveau système photoamorceur à trois composants (3K PIS) basé sur le colorant Safranine O (SFH+) qui a été identifié comme un composé très efficace dans plusieurs 3K PIS pour les processus de photopolymérisation.Le colorant est combiné avec un sel de tétraphénylborate (TPB) comme donneur d'électrons et un dérivé de la triazine
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Bleu, Jean-Jacques. "Réseaux de télécommunication en productique : Application, intégration paramètrée des communications pour le pilotage d'ateliers flexibles." Nancy 1, 1987. http://www.theses.fr/1987NAN10371.

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La conduite d'ateliers flexibles est assurée par un système informatique exécutant les instructions d'un logiciel de pilotage. Les équipements hétérogènes de production commandes en général par un ordinateur doivent échanger des informations sur un réseau de télécommunication
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Books on the topic "Digital Manufacturing System"

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T, Leondes Cornelius, ed. Stochastic techniques in digital signal processing systems. Academic Press, 1994.

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T, Leondes Cornelius, ed. Digital and numeric techniques and their applications in control systems. Academic Press, 1993.

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T, Leondes Cornelius, ed. Analysis and control system techniques for electric power systems. Academic Press, 1991.

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Amit, R. K., Kulwant S. Pawar, R. P. Sundarraj, and Svetan Ratchev, eds. Advances in Digital Manufacturing Systems. Springer Nature Singapore, 2023. http://dx.doi.org/10.1007/978-981-19-7071-9.

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T, Leondes Cornelius, ed. System identification and adaptive control. Academic Press, 1987.

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T, Leondes Cornelius, ed. Robust control system techniques and applications. Academic Press, 1992.

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Rosen, D. W. (David W.) and Stucker B. (Brent), eds. Additive manufacturing technologies: Rapid prototyping to direct digital manufacturing. Springer, 2010.

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Kumar, Kaushik, Divya Zindani, and J. Paulo Davim, eds. Digital Manufacturing and Assembly Systems in Industry 4.0. CRC Press, 2019. http://dx.doi.org/10.1201/9780429464768.

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Wang, Lihui. Collaborative design and planning for digital manufacturing. Springer, 2009.

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Velu, Rajkumar, Karupppasamy Subburaj, and Anand Kumar Subramaniyan, eds. Digital Design and Manufacturing of Medical Devices and Systems. Springer Nature Singapore, 2023. http://dx.doi.org/10.1007/978-981-99-7100-8.

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Book chapters on the topic "Digital Manufacturing System"

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Zhou, Zude, Shane Xie, and Dejun Chen. "Theory System of Digital Manufacturing Science." In Springer Series in Advanced Manufacturing. Springer London, 2011. http://dx.doi.org/10.1007/978-0-85729-564-4_2.

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Varela, Leonilde, Goran Putnik, and Vijaya Kumar Manupati. "Blockchain-based Multi-agent System Framework for Collaborative Distributed Manufacturing System." In Sustainable Development in the Digital Era. CRC Press, 2025. https://doi.org/10.1201/9781032673653-8.

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Zhou, Bingqiang, Hongxia Cai, Hong Jiang, et al. "Processing Method for Missing Data in Digital Twin System." In Advanced Manufacturing and Automation XIII. Springer Nature Singapore, 2024. http://dx.doi.org/10.1007/978-981-97-0665-5_18.

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Haddod, Foaad, and Alexiei Dingli. "Intelligent Digital Twin System in the Semiconductors Manufacturing." In Studies in Computational Intelligence. Springer International Publishing, 2021. http://dx.doi.org/10.1007/978-3-030-61045-6_8.

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Sid-Lakhdar, Mokhtar Nizar, Hichem Haddou Benderbal, and Mehdi Souier. "A Digital Twin Framework for Flexible Manufacturing System." In IFIP Advances in Information and Communication Technology. Springer Nature Switzerland, 2024. http://dx.doi.org/10.1007/978-3-031-71645-4_11.

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Anaya, Victor, Enrico Alberti, and Gabriele Scivoletto. "A Manufacturing Digital Twin Framework." In Artificial Intelligence in Manufacturing. Springer Nature Switzerland, 2024. http://dx.doi.org/10.1007/978-3-031-46452-2_10.

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AbstractDigital twin technology has become a driving force in the transformation of the manufacturing industry, playing a crucial role in optimizing processes, increasing productivity, and enhancing product quality. A digital twin (DT) is a digital representation of a physical entity or process, modeled to improve decision-making in a safe and cost-efficient environment. Digital twins (DTs) cover a range of problems in different domains at different phases in the lifecycle of a product or process. DTs have gained momentum due to their seamless integration with technologies such as IoT, machine
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Mo, Fan, Jack C. Chaplin, David Sanderson, et al. "A Framework for Manufacturing System Reconfiguration Based on Artificial Intelligence and Digital Twin." In Lecture Notes in Mechanical Engineering. Springer International Publishing, 2022. http://dx.doi.org/10.1007/978-3-031-18326-3_35.

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AbstractThe application of digital twins and artificial intelligence to manufacturing has shown potential in improving system resilience, responsiveness, and productivity. Traditional digital twin approaches are generally applied to single, static systems to enhance a specific process. This paper proposes a framework that applies digital twins and artificial intelligence to manufacturing system reconfiguration, i.e., the layout, process parameters, and operation time of multiple assets, to enable system decision making based on varying demands from the customer or market. A digital twin enviro
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Braun, Christopher, and Marco F. Huber. "Hybrid AI-Driven Advances in Prognostics and Health Management Within Manufacturing Environments." In New Digital Work II. Springer Nature Switzerland, 2025. https://doi.org/10.1007/978-3-031-69994-8_7.

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Abstract Industry 4.0 will benefit significantly from the ongoing advancements in artificial intelligence, particularly with regard to predictive maintenance. By continuously monitoring and analysing real-time data of a system, proactive maintenance actions can be taken before any major issues arise. Incorporating prognostics and health management allows for assessing the health of a system and predicting its future state based on current operating conditions. However, a major challenge in health modelling within manufacturing environments is modelling systems that are experiencing trend-based
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Gao, Zenggui, Ruining Yang, Jiaying Li, Jinmei Zhang, and Zheng Liu. "Usability Evaluation of Spacecraft Digital Twin System Based on Eye Movement." In Advanced Manufacturing and Automation XII. Springer Nature Singapore, 2023. http://dx.doi.org/10.1007/978-981-19-9338-1_22.

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Mulchan, Stacy, and Yi Wang. "An Analysis of Digital Strategy Opportunities in a Records Management System." In Advanced Manufacturing and Automation XIII. Springer Nature Singapore, 2024. http://dx.doi.org/10.1007/978-981-97-0665-5_51.

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Conference papers on the topic "Digital Manufacturing System"

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Kawasaki, Masato. "Predictive analysis of manufacturing and long-term variations in a laser combining system." In Digital Optical Technologies 2025, edited by Bernard C. Kress and Jürgen W. Czarske. SPIE, 2025. https://doi.org/10.1117/12.3067001.

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Cheng, Fuqiang, Wei Xie, and Hua Zheng. "Digital Twin Calibration for Biological System-of-Systems: Cell Culture Manufacturing Process." In 2024 Winter Simulation Conference (WSC). IEEE, 2024. https://doi.org/10.1109/wsc63780.2024.10838898.

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Pan, Huichen, Hui Ye, Xiaofei Yang, Tianxiang Hu, Wei Liu, and Xu Wang. "Construction of Manufacturing Workshop Monitoring System Based on Digital Twin." In 2024 IEEE 22nd International Conference on Industrial Informatics (INDIN). IEEE, 2024. https://doi.org/10.1109/indin58382.2024.10774271.

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Zhang, Zhen, Litao Liu, Wenxing Zhou, Bin Tang, Guojing Li, and Zhiwei Liang. "A digital twin modeling method of atmospheric pressure control system for manned space docking." In 3rd International Conference on Advanced Manufacturing Technology and Manufacturing Systems (ICAMTMS 2024), edited by Dailin Zhang and Ke Zhang. SPIE, 2024. http://dx.doi.org/10.1117/12.3039586.

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Loginov, B. M. "Digital Overheating Protection System for Rolling Mill Stand Motors." In 2025 International Conference on Industrial Engineering, Applications and Manufacturing (ICIEAM). IEEE, 2025. https://doi.org/10.1109/icieam65163.2025.11028518.

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Shan, Qishen, Wei Cui, Aimin Wang, and Sheng Wang. "Digital Twin Simulation System for Reconfigurable Manufacturing Systems." In 2023 2nd International Conference on Artificial Intelligence and Computer Information Technology (AICIT). IEEE, 2023. http://dx.doi.org/10.1109/aicit59054.2023.10278028.

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Tao, Yizheng, Xinglan Li, Wei Li, and Dingyong Tang. "Advanced optical manufacturing digital integrated system." In 6th International Symposium on Advanced Optical Manufacturing and Testing Technologies (AOMATT 2012), edited by Xiangdi Lin, Yoshiharu Namba, and Tingwen Xing. SPIE, 2012. http://dx.doi.org/10.1117/12.975962.

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He, Miao. "Study on Digital Manufacturing Alliance System." In 2018 8th International Conference on Mechatronics, Computer and Education Informationization (MCEI 2018). Atlantis Press, 2018. http://dx.doi.org/10.2991/mcei-18.2018.74.

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Wang, J. B., and C. Liu. "Digital Sheet Metal Manufacturing System and Application." In ASME 2007 International Manufacturing Science and Engineering Conference. ASMEDC, 2007. http://dx.doi.org/10.1115/msec2007-31143.

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This paper develops digital aircraft sheet metal manufacturing technology. The architecture of digital sheet metal manufacturing system is proposed based on the classification of sheet metal manufacturing information. The essence of digital manufacturing is definition, management and transfer of information, and the key technologies are brought forward and described. It is pointed out that knowledge-based manufacturing elements design is necessary to make digital technology efficient. The management of all kinds of sheet metal manufacturing elements information is to build single source of man
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Moran, Bryan, Erika Fong, Caitlyn Cook, and Maxim Shusteff. "Volumetric additive manufacturing system optics." In Emerging Digital Micromirror Device Based Systems and Applications XIII, edited by Benjamin L. Lee and John Ehmke. SPIE, 2021. http://dx.doi.org/10.1117/12.2577670.

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Reports on the topic "Digital Manufacturing System"

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Strauss, Bernhard, Britta Kleinsorge, and Pantea Lotfian. 3D printing technologies in the food system for food production and packaging. Food Standards Agency, 2023. http://dx.doi.org/10.46756/sci.fsa.suv860.

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3D printing, also called additive manufacturing, represents a range of technologies that create 3D objects through a layer-by-layer deposition process using digital image files. 3D printing evolved over the past four decades from a prototyping tool to a manufacturing method in its own right in a number of industries and several additive manufacturing processes have matured into robust production technologies for highly customised and bespoke products when produced in small numbers. However, 3D printing technologies at their current stage of evolution are usually not considered commercially via
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Canto, Patricia, ed. The role of vocational training knowledge intensive business services. (Main conclusions). Universidad de Deusto, 2020. http://dx.doi.org/10.18543/vyqr9353.

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In the global economic model, the service sector continues to gain ground on the manufacturing sector and trends such as the integration of new technologies into production processes are advancing inexorably. Advanced economies are pushed to specialise, supported by their regional innovation systems, and cities are emerging as key and strategic centres of activity. In this context, Knowledge Intensive Business Services (KIBS) are presented as critical due to their capacity to promote innovation within the regional productive fabric and smart specialisation strategies, the promotion of advanced
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Goreczky, Péter. The Impact of the Russia-Ukraine War on the Major Transformation Trends of the Global Economy. Külügyi és Külgazdasági Intézet, 2022. http://dx.doi.org/10.47683/kkielemzesek.ke-2022.28.

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The Ukraine war and the implications of the sanctions on Russia have amplified the need for more resilient and transparent supply chains, which is expected to give extra impetus to the adoption of digital technologies both in supply chain management and in manufacturing. The crisis has the potential to catalyse the development of central bank digital currencies around the world, especially in countries that are seeking alternatives to the dollar-based international financial system. Russia and China have been actively working on the de-dollarisation of their bilateral trade flows, which could
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Latorre, Lucía, Eduardo Rego, Lorenzo De Leo, and Mariana Gutierrez. Tech Report: Digital Twins. Inter-American Development Bank, 2024. http://dx.doi.org/10.18235/0013166.

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Digital twins are finding innovative applications in a wide range of industries. In manufacturing, they enable product design optimization, predictive machinery maintenance, and customized production. Healthcare will benefit from precise diagnostics, personalized treatments, and advanced surgical planning. In city planning, they support efficient urban design and complex situation management. Regarding energy, they promote the efficiency and sustainability of systems and infrastructure. Finally, in the agricultural sector, they improve crop management, resource use and animal welfare.
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Briones, Roehlano, Ivory Myka Galang, and Jokkaz Latigar. Transforming Philippine Agri-Food Systems with Digital Technology: Extent, Prospects, and Inclusiveness. Philippine Institute for Development Studies, 2023. http://dx.doi.org/10.62986/dp2023.29.

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This study presents a rapid assessment of the adoption of digital technology in Philippine agriculture and its implications for smallholder farmers. Modernization of agriculture, a perennial goal in agricultural policy, is increasingly linked with digital technologies, as outlined in the Philippine Development Plan (PDP) and underscored by Industry 4.0’s transformative impacts on markets, trade, and manufacturing. Digital agriculture offers significant potential benefits, including enhanced productivity, market access, and sustainability. However, it also presents the risk of exacerbating the
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Stucker, Brent E., and Ryan Wicker. Direct Digital Manufacturing of Integrated Naval Systems Using Ultrasonic Consolidation, Support Material Deposition and Direct Write Technologies. Defense Technical Information Center, 2012. http://dx.doi.org/10.21236/ada558190.

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Naderer, Thomas, Alexander Hammer, Wolfgang Roland, Maximilian Zacher, and Gerald Berger-Weber. Optimizing modeling the multilayer coextrusion flow of non-newtonian fluids through rectangular ducts: appropriate shear rate definition for a local power law formulation. Universidad de los Andes, 2024. https://doi.org/10.51573/andes.pps39.gs.ms.4.

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The accuracy of viscosity predictions is a crucial aspect of polymer melt flow modeling and essential for the design of coextrusion die systems. In the field of non-Newtonian fluid modeling for coextrusion flows through rectangular ducts, significant progress has been made in understanding multilayer flow dynamics. Our fundamental research, employing numerical techniques such as the shooting method, finite element method, and finite difference method for flow evaluation, has established a critical base for the field. Our current research advances fluid dynamics by refining our existing numeric
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