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Research on industrial Internet Platform Technology based on machine learning algorithm 4

Research on industrial Internet Platform Technology based on...

引用

4th International conference on Communications, Information System and Computer Engineering, CISCE 2022

作者： Wang, Zhengqin Guangdong Industry Polytechnic Guangdong China

ISBN: (数字)9781665498487

ISBN: (纸本)9781665498487

Industrial Internet, is a new generation of information technology and industrial system full range of deep integration of the product, mainly for the transformation and upgrading of the manufacturing industry, can greatly boost the development of productivity, to pull the real economy has an important role. However, as the industrial Internet is an emerging industry, its development and construction experience and capacity are still in the initial stage. the report to the 19th National Congress of the Communist Party of China made it clear that we will promote the deep integration of the Internet, big data, artificial intelligence and the real economy. After the financial crisis, the manufacturing industry once again became the focus of global attention. With the digital transformation of the manufacturing industry, the industrial Internet platform based on cloud computing, big data, Internet of things, artificial intelligence and other new generation of information technology emerged. With the development of machine learning and deep learning, machine learning models such as genetic algorithm and gradient optimization have achieved good results in data classification, regression and fitting. Internet project evaluation based on industry characteristics, puts forward the improved analytic hierarchy process (ahp) based on machine learning methods, and machine learning algorithms and hierarchical analysis method, puts forward a new solution to the problem of the expert scoring to determine judgment matrix and in order to achieve the consistency and accuracy of the algorithm and introduce the weight of the particle swarm algorithm to adjust and sorting, Reduce the inaccuracy and complexity of ahp algorithm in the face of complex problems. To achieve the expert scoring more comprehensive consideration method, as well as more intelligent consistency adjustment and final weight calculation, the index of the industrial Internet design scheme weight calculation, finally ac

关键词： Analytic hierarchy process

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design and Development of a Bangus Sorting and Quantifying Machine Using ArUco Marker-Based Image processing 4

Design and Development of a Bangus Sorting and Quantifying M...

引用

4th IEEE Asian conference on Innovation in Technology, ASIANCON 2024

作者： Castillo, Donna Lyn Soria, Kliff Alexis Espuerta, Aramie Custan, Anna Mae Caraga State University College of Engineering and Information Technology Cabadbaran Campus Cabadbaran Philippines Caraga State University College of Engineering and Information Technology Cabadbaran Campus Cabadbaran Philippines Caraga State University College of Engineering and Information Technology Cabadbaran Campus Cuyago Agusan del Norte Jabonga Philippines Caraga State University College of Engineering and Information Technology Cabadbaran Campus Agusan del Norte Tubay Philippines

ISBN: (纸本)9798350354218

Explores the creation of a machine that effectively sorts and quantifies fish based on precise sizing criteria, contributing to increased customer satisfaction and market reliability. the machine operates by using appropriate camera lighting and the Raspberry Pi platform with ArUco markers for fish sizing detection and conveyor integration. this setup ensures accurate fish recognition and seamless transfer onto a running conveyor belt for sorting. the integration of camera technology enhances the precision of sizing, to integrate of new way of production using image processing. the core functionality of the Fish Sorting and Quantifying Machine lies in its ability to sort fish according to predefined size categories and deposit them into respective containers, streamlining the harvesting processing to store data of the fish measurement to cloud. the results represent a sustainable and eco-friendly solution for fish farming, having 88.41% accuracy using a confusion matrix utilizing advanced technology to provide a reliable, portable, and cost-effective means of sorting and quantifying fish. this innovation enhances fish harvesting processes and promotes environmental consciousness by minimizing reliance on manual labor. this research will delve into the detailed design and development process of the Bangus Sorting and Quantifying Machine, highlighting its technical specifications, operational efficiency, and economic impact on the local aquaculture industry. through this research and innovation anticipate, solving a critical problem and setting a new standard for the region's efficient and sustainable fish farming practices. Further research and technological advancements in this field hold great potential for improving bangus sorting and quantifying machines and promoting sustainable fish farming practices. © 2024 IEEE.

关键词： Customer satisfaction

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Experimental Studies of Extended Drain MOSFET in 130-nm SOI Technology for Power Amplifier design 8

Experimental Studies of Extended Drain MOSFET in 130-nm SOI ...

引用

8th Electron Devices Technology & manufacturing conference (EDTM)

作者： Paul, Binoy Kumar Gedela, Santosh Kumar Toh, Rui Tze Vanukuru, Venkata Globalfoundries Mumbai Maharashtra India Globalfoundries Singapore Singapore

ISBN: (纸本)9798350383089;9798350371529

the increased demand for high-speed wireless communication has resulted in integrating many wireless technologies into a single silicon chip. In this context, power amplifiers (PAs) are crucial in ensuring efficient signal transmission. this paper presents the small signal and large signal measurements of common source (CS) and cascode power cells for sub-6 GHz. the power cells are fabricated in Global-foundries 130-nm SOI technology using thick oxide ednfet and thin oxide devices. A comprehensive study was performed for CS power cell with device width scaling, length scaling and frequency scaling. the power cell, presented in this work takes advantage of improved CMOS process technology to produce a small footprint while providing high output power and efficiency. Measurement results on a 4mm CS power cell showing small signal gain of 18.54dB/12.63dB and Output power of 28.58dBm/28.25dBm with PAE of 51.5%/53.3% at 2.4GHz/5.8GHz in 3dB gain compression points (Psat). the measured cascode device at 2.4GHz/5.8GHz achieves a higher gain of 33.9dB/24.8dB and 23.1dBm/22.7dBm of output power with 61.6%/57.5% PAE at Psat point.

关键词： WiFi power amplifier on chip CMOS efficiency wireless communication integration RFIC

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Research on integrated Development of Footwear design and manufacturing based on Digital Twin

Research on integrated Development of Footwear Design and Ma...

引用

Intelligent design (ICID), International conference on

作者： Wei Qiang Pashkevych K. Xiangdong Luo College of Design and Art Shaanxi University of Science and Technology Xi'an China Kyiv National University of Technologies and Design Kyiv Ukraine

design is the first part of realizing smart manufacturing, and the study of digital twin-based footwear product design and manufacturing integration has an important impact on the subsequent parts processing, assembly, testing and operation and maintenance. In order to make the digital twin technology serve the deep integration of footwear product design and manufacturing, through the interaction and iteration of information and physics in the footwear R&D process, and ultimately realize the intelligent customized R&D mode that serves the whole life cycle of footwear products. To this end, this paper systematically analyzes the connotation of footwear product design and manufacturing integration based on digital twins; proposes a three-layer architecture of footwear product design based on digital twins; and based on the framework, discusses the key technologies of footwear product design and manufacturing integration based on digital twins from the frameworks of acquisition of footwear personalized design requirements, conceptual design mode, personalized function configuration and virtual prototype technology.

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Integrated Data-Led Studies of Electrical Resistance Spot Welded Joints 4th

Integrated Data-Led Studies of Electrical Resistance Spot We...

引用

4th International conference on Intelligent Systems in Production Engineering and Maintenance, ISPEM 2023

作者： Qing, X. Kaid, T. Yildizand, C. Ates, F. Herencia, V. Zevallos Wang, L. Mehmet, G. Ren, J. School of Engineering Liverpool John Moores University LiverpoolL3 3AF United Kingdom Ermetal Otomotiv Bursa Turkey School of Engineering and Materials Science Queen Mary University of London LondonE1 4NS United Kingdom

ISBN: (纸本)9783031442810

Welding techniques, such as electrical resistance spot welding, are widely used in automotive manufacturing. Welded joints of metals consist of complex material zones and regions of different shapes that need to be reflected in the modelling process. Parametric modelling is an efficient tool to develop data and knowledge for the understanding of mechanical behaviour and the effect of key design and material parameters for the applications and technological developments related to the welded joint. this paper presents the focus of an integrated data-led approach for studying electrical spot welding. the use of predictive modelling to evaluate the effects of key parameters of welded joints is analysed. Typical data from a parametric finite element model is presented and used to analyse the effects of sheet thickness on the deformation, stress and strain data. One approach is through comparing the data before fracture and the other approach involves analysing data at comparable displacements before the onset pf severe deformation stage. the use of the data-led predictive modelling in materials and process development, as well as training and application-specific research-technology integration, are discussed. © 2024, the Author(s), under exclusive license to Springer Nature Switzerland AG.

关键词： Spot welding

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design and Experiment of Electric Sowing and Fertilizing Machine for Small Grain Chinese Herbal Medicine 4

Design and Experiment of Electric Sowing and Fertilizing Mac...

引用

4th International conference on Artificial Intelligence and Advanced manufacturing, AIAM 2022

作者： Wu, Jian Ma, Qian Lin, Chuanyao Deng, Jia Zhou, Yanjun Zeng, Xiangping Institute of Agricultural Machinery Sichuan Research and Design Chengdu China

ISBN: (纸本)9781665463997

Sowing of Chinese herbal medicine in hilly and mountainous areas of Sichuan Province faces the problems of low mechanization level, high labor intensity, low production efficiency and high production cost. In this paper, based on the design and analysis of key components such as trenching device, seed-metering device, power device and driving wheel, an electric sowing and fertilizing machine is designed for small grain Chinese herbal medicine by considering the needs of hilly and mountainous areas, plus integration of agricultural machinery and agronomy. Field experiments showed that, the machine can complete sowing and fertilization processes such as trenching, fertilization, sowing, earth covering, compaction in one time, with trenching depth exceeding 50 mm, furrow width greater than 50 mm, good uniformity in sowing and fertilizer distribution. there is no leakage in sowing and fertilization, with productivity above 0.022 hm2. In the operation process, trenching width, depth, the fertilizer distribution and seeding rate can be adjusted according to the agronomic requirements. All the indexes meet the requirements of relevant standards. the designed machine is simple to operate, low in cost, which can promote the development of Chinese herbal medicine industry, let farmers increase income, boost rural revitalization. © 2022 IEEE.

关键词： Compressive strength

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thermal design of high-protection BMS for cascaded energy storage system 4

Thermal design of high-protection BMS for cascaded energy st...

引用

2024 4th International conference on Energy Engineering, New Energy Materials and Devices, NEMD 2024

作者： Chen, Man Peng, Peng Wan, Minhui Wen, Ke Wang, Wenjie Tan, Qipeng Lei, Qikai Cong, Haibo CSG PGC Power Storage Research Institute Guangdong Guangzhou510635 China Beijing Sifang Automation CO. Ltd. Beijing100084 China BYD Auto Industry Company Limited Guangdong Shenzhen518118 China

the BMS of a 10kV medium-voltage cascaded energy storage system has high protection requirements, and a surface cooler scheme is designed to solve the heat emission problem. In the CFD analysis process of this system, a program to calculate the performance of the cooler in this scenario is designed so that the accurate and reasonable input conditions of the heat exchanger simulation model can be obtained. the thermal design through iterative calculation and simulation analysis is completed, and at the same time, the feasibility and accuracy of the above methods are verified. © 2024 Institute of Physics Publishing. All rights reserved.

关键词： Heat exchangers

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Intelligent System Based on the Development of the Garment design CAD System Module 4

Intelligent System Based on the Development of the Garment D...

引用

4th International conference on Smart Systems and Inventive Technology, ICSSIT 2022

作者： Guo, Jing College of Art and Design Shandong Women's University Shandong Jinan250300 China

ISBN: (纸本)9781665401180

Intelligent system based on the development of the garment design CAD system module is studied in the paper. In the creation of human beings, the designer's thinking attitude is always expressed in a basic visual form. People's thinking is multiplicity or scattering. In the design process, the reasonable integration of big data should be considered. Since the fabric is a core three-dimensional object, it is necessary to analyze the fabric structure and fully consider the three-dimensional characteristics of the fabric to establish the surface illumination model of the yarn and fabric. With these ideas, this paper proposes the novel system that will improve the traditional CAD platform and achieve the goal of intelligent designing. through the experimental analysis, the performance is demonstrated. © 2022 IEEE

关键词： Intelligent systems

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Physics-Informed Neural Networks for Industrial Applications: A Case Study in thermal Power Prediction of an AHU for a Topcoat process 4th

Physics-Informed Neural Networks for Industrial Applications...

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4th International conference of the Italian Association of design Methods and Tools for Industrial Engineering

作者： Ciampi, Francesco Giuseppe Rega, Andrea Diallo, thierno M. L. Patalano, Stanislao Univ Naples Federico II Dept Ind Engn I-80125 Naples Italy ISAE Supmeca Quartz Lab EA7393 F-93400 St Ouen France

ISBN: (纸本)9783031765964;9783031765971

Modelling approaches for industry are typically classified into data-driven and physics-based models. the first type often struggles to interpret the complexities of physical systems and require enough data to capture patterns, while the second type depends on detailed information, which might be only partially available or subject to uncertainty. the recent methodology of Physics-Informed Neural Networks (PINNs) is investigated as a hybrid approach that integrates neural network flexibility with the definition of physical constraints. the work focuses first on a review of PINNs applications in industry, highlighting their advantages over traditional methods in terms of efficiency and versatility. then, methods and tools for PINN implementation are described and a general mathematical formulation is provided. In order to validate the model, a case study concerning the prediction of the thermal power of an industrial Air Handling Unit (AHU) is proposed, detailing the implementation process. the results show good performance compared to traditional data-driven techniques, highlighting the main advantages of this hybrid approach, such as the efficiency even with simple physical models and a smaller amount of training data. Future research directions include the implementation of variants of PINNs with different neural network models or different forms of integration of physical knowledge.

关键词： Industrial Engineering Energy Systems Prediction Models Scientific Machine Learning Physics-Informed Neura Networks

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Virtual simulation comparison of different fabric draped skirts based on Style 3D 4

Virtual simulation comparison of different fabric draped ski...

引用

4th International conference on Computer Vision, Image and Deep Learning, CVIDL 2023

作者： Fan, Ximeng Jiang, Hongying XiaMen University of Technology Department of Art and Design Fujian China

ISBN: (纸本)9798350326444

the main objective of this study is to explore the virtual simulation capabilities of a 3D CAD system for clothing, using the Style 3D system as an example to compare the integration of real and virtual garment production. Different clusters of drapability fabrics were used to test each fabric parameter affecting the drapability of garments in the Style 3D system and to perform 3D simulations of draped wave skirts. the virtual simulation of each fabric cluster is compared with the actual picture of the garment to compare the similarity of the virtual garment to the real garment. the study confirms that the virtual simulation of the draped skirt in the Style 3D system is more realistic with the application of different fabric parameters and that, in practice, the 3D virtual simulation of the design of the draped fabric according to the different fabric clusters can simplify the process and is operational, suggesting recognition of the importance of fabric clusters. © 2023 IEEE.

关键词： Computer aided design

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