Application Of Audible Signals In Tool Condition Monitoring Using Machine Learning Techniques

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Application of Audible Signals in Tool Condition Monitoring Using Machine Learning Techniques

Author : Achyuth Kothuru
Publisher :
ISBN 13 :
Total Pages : 96 pages
Book Rating : 4.:/5 (14 download)

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Book Synopsis Application of Audible Signals in Tool Condition Monitoring Using Machine Learning Techniques by : Achyuth Kothuru

Download or read book Application of Audible Signals in Tool Condition Monitoring Using Machine Learning Techniques written by Achyuth Kothuru and published by . This book was released on 2017 with total page 96 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Machining is always accompanied by many difficulties like tool wear, tool breakage, improper machining conditions, non-uniform workpiece properties and some other irregularities, which are some of major barriers to highly-automated operations. Effective tool condition monitoring (TCM) system provides a best solution to monitor those irregular machining processes and suggest operators to take appropriate actions. Even though a wide variety of monitoring techniques have been developed for the online detection of tool condition, it remains an unsolved problem to look for a reliable, simple and cheap solution. This research work mainly focuses on developing a real-time tool condition monitoring model to detect the tool condition, part quality in machining process by using machine learning techniques through sound monitoring. The present study shows the development of a process model capable of on-line process monitoring utilizing machine learning techniques to analyze the sound signals collected during machining and train the proposed system to predict the cutting phenomenon during machining. A decision-making system based on the machine learning technique involving Support Vector Machine approach is developed. The developed system is trained with pre-processed data and tested, and the system showed a significant prediction accuracy in different applications which proves to be an effective model in applying to machining process as an on-line process monitoring system. In addition, this system also proves to be effective, cheap, compact and sensory position invariant. The successful development of the proposed TCM system can provide a practical tool to reduce downtime for tool changes and minimize the amount of scrap in metal cutting industry."--Abstract.

Milling Tool Condition Monitoring Using Acoustic Signals and Machine Learning

Author : Clayton Alan Cooper
Publisher :
ISBN 13 :
Total Pages : 45 pages
Book Rating : 4.:/5 (116 download)

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Book Synopsis Milling Tool Condition Monitoring Using Acoustic Signals and Machine Learning by : Clayton Alan Cooper

Download or read book Milling Tool Condition Monitoring Using Acoustic Signals and Machine Learning written by Clayton Alan Cooper and published by . This book was released on 2019 with total page 45 pages. Available in PDF, EPUB and Kindle. Book excerpt: The objective of this research is to further document and bring feasibility to milling tool condition monitoring using acoustic signals. In order to accomplish this objective, a sound signal model is developed which characterizes the acoustic signals of the milling process. Using this model, two machine learning methods are developed to detect tool wear. One method utilizes data from all tool wear classes available for learner training and the other utilizes only a single class for training. The latter technique solves a data availability issue regarding running milling machines under suboptimal conditions, which is discussed herein. Each machine learning model is shown to be effective at tool wear detection tasks.This research demonstrates the power of machine learning in acoustic tool condition monitoring and makes significant novel contributions to the field. This research demonstrates the feasibility of the monitoring technique and lays a groundwork for future work in the field.

Material Forming

Author : Anna Carla Araujo
Publisher : Materials Research Forum LLC
ISBN 13 : 164490313X
Total Pages : 2957 pages
Book Rating : 4.6/5 (449 download)

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Book Synopsis Material Forming by : Anna Carla Araujo

Download or read book Material Forming written by Anna Carla Araujo and published by Materials Research Forum LLC. This book was released on 2024-05-20 with total page 2957 pages. Available in PDF, EPUB and Kindle. Book excerpt: These ESAFORM 2024 conference proceedings cover a wide range of topics: Additive manufacturing; Composites forming processes; Extrusion and drawing; Forging and rolling; Formability of metallic materials; Friction and wear in metal forming; Incremental and sheet metal forming; Innovative joining by forming technologies; Optimization and inverse analysis in forming; Machining, Cutting and severe plastic deformation processes; Material behavior modelling; New and advanced numerical strategies for material forming; Non-conventional processes; Polymer processing and thermomechanical properties; Sustainability on material forming. Keywords: WAAM Technology, Fused deposition Modeling (FDM), Fiber Composite Printers, Ultrasonic Powder Atomization, Finite Element Modeling (FEM), Laser Powder Bed Fusion (L-PBF), Rapid Prototyping in Additive Manufacturing, Directed Energy Deposition (DED), GTAW Droplet Deposition, Deep Learning, Thermoplastic Pultrusion, Textile Reinforcements, Thermoforming Simulation, New Sustainable Materials, Non-Crimp Fabrics, CFRP Scraps, PEEK Composites, Thermoplastic Sheets, Flax/PP Composites.

Recent Advances in Manufacturing Engineering and Processes

Author : Ramesh K. Agarwal
Publisher : Springer Nature
ISBN 13 : 9811968411
Total Pages : 223 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis Recent Advances in Manufacturing Engineering and Processes by : Ramesh K. Agarwal

Download or read book Recent Advances in Manufacturing Engineering and Processes written by Ramesh K. Agarwal and published by Springer Nature. This book was released on 2023-01-31 with total page 223 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book comprises state-of-the-art papers in manufacturing engineering & processes including computer-aided design and manufacturing, environmentally sustainable manufacturing processes, modelling, analysis, and simulation of manufacturing processes, composite materials manufacturing, nanomaterials and nano-manufacturing, semiconductor materials manufacturing, rapid manufacturing technologies, 3D printing and non-traditional manufacturing engineering and processes. In particular, the papers in the book cover latest advances especially in 3D printing and additive manufacturing techniques and processes for sustainable materials including ceramic and polymer-matrix composite where there is paucity of good papers in the literature. The contents of this volume will be useful to researchers and practicing engineers alike.

Proceedings of 5th International Conference on the Industry 4.0 Model for Advanced Manufacturing

Author : Lihui Wang
Publisher : Springer Nature
ISBN 13 : 3030462129
Total Pages : 370 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Proceedings of 5th International Conference on the Industry 4.0 Model for Advanced Manufacturing by : Lihui Wang

Download or read book Proceedings of 5th International Conference on the Industry 4.0 Model for Advanced Manufacturing written by Lihui Wang and published by Springer Nature. This book was released on 2020-05-15 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers the proceedings of the 5th International Conference on the Industry 4.0 Model for Advanced Manufacturing (AMP 2020), held in Belgrade, Serbia, on 1–4 June 2020. The event marks the latest in a series of high-level conferences that bring together experts from academia and industry to exchange knowledge, ideas, experiences, research findings, and information in the field of manufacturing. The book addresses a wide range of topics, including: design of smart and intelligent products, developments in CAD/CAM technologies, rapid prototyping and reverse engineering, multistage manufacturing processes, manufacturing automation in the Industry 4.0 model, cloud-based products, and cyber-physical and reconfigurable manufacturing systems. By providing updates on key issues and highlighting recent advances in manufacturing engineering and technologies, the book supports the transfer of vital knowledge to the next generation of academics and practitioners. Further, it will appeal to anyone working or conducting research in this rapidly evolving field.

Frontier Computing

Author : Jia-Wei Chang
Publisher : Springer Nature
ISBN 13 : 9811601151
Total Pages : 2343 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Frontier Computing by : Jia-Wei Chang

Download or read book Frontier Computing written by Jia-Wei Chang and published by Springer Nature. This book was released on 2022-01-01 with total page 2343 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers the proceedings of the 10th International Conference on Frontier Computing, held in Singapore, on July 10–13, 2020, and provides comprehensive coverage of the latest advances and trends in information technology, science, and engineering. It addresses a number of broad themes, including communication networks, business intelligence and knowledge management, web intelligence, and related fields that inspire the development of information technology. The respective contributions cover a wide range of topics: database and data mining, networking and communications, web and Internet of things, embedded systems, soft computing, social network analysis, security and privacy, optical communication, and ubiquitous/pervasive computing. Many of the papers outline promising future research directions, and the book benefits students, researchers, and professionals alike. Further, it offers a useful reference guide for newcomers to the field.

Handbook of Smart Materials, Technologies, and Devices

Author : Chaudhery Mustansar Hussain
Publisher : Springer Nature
ISBN 13 : 3030842053
Total Pages : 2831 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Handbook of Smart Materials, Technologies, and Devices by : Chaudhery Mustansar Hussain

Download or read book Handbook of Smart Materials, Technologies, and Devices written by Chaudhery Mustansar Hussain and published by Springer Nature. This book was released on 2022-11-09 with total page 2831 pages. Available in PDF, EPUB and Kindle. Book excerpt: This handbook brings together technical expertise, conceptual background, applications, and societal aspects of Industry 4.0: the evolution of automation and data exchange in fabrication technologies, materials processing, and device manufacturing at both experimental and theoretical model scales. The book assembles all the aspects of Industry 4.0, starting from the emergence of the concept to the consequences of its progression. Drawing on expert contributors from around the world, the volume details the technologies that sparked the fourth revolution and illustrates their characteristics, potential, and methods of use in the industrial and societal domains. In addition, important topics such as ethics, privacy and security are considered in a reality where all data is shared and saved remotely. The collection of contribution serve a very broad audience working in the fields of science and engineering, chemical engineering, materials science, nanotechnology, energy, environment, green chemistry, sustainability, electrical and electronic engineering, solid-state physics, surface science, aerosol technology, chemistry, colloid science, device engineering, and computer technology. This handbook ideal reference libraries in universities and industrial institutions, government and independent institutes, individual research groups and scientists.

The Digital Twin Paradigm for Smarter Systems and Environments: The Industry Use Cases

Author :
Publisher : Academic Press
ISBN 13 : 0128187573
Total Pages : 384 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis The Digital Twin Paradigm for Smarter Systems and Environments: The Industry Use Cases by :

Download or read book The Digital Twin Paradigm for Smarter Systems and Environments: The Industry Use Cases written by and published by Academic Press. This book was released on 2020-01-28 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Digital Twin Paradigm for Smarter Systems and Environments: The Industry Use Cases, Volume 117, the latest volume in the Advances in Computers series, presents detailed coverage of new advancements in computer hardware, software, theory, design and applications. Chapters vividly illustrate how the emerging discipline of digital twin is strategically contributing to various digital transformation initiatives. Specific chapters cover Demystifying the Digital Twin Paradigm, Digital Twin Technology for "Smarter Manufacturing", The Fog Computing/ Edge Computing to leverage Digital Twin, The industry use cases for the Digital Twin idea, Enabling Digital Twin at the Edge, The Industrial Internet of Things (IIOT), and much more. Provides in-depth descriptions of digital transformation technologies and tools Covers various research accomplishments in this flourishing field of relevance Includes many detailed industry use cases with all the right information

Intelligent Prognostics for Engineering Systems with Machine Learning Techniques

Author : Gunjan Soni
Publisher : CRC Press
ISBN 13 : 1000954102
Total Pages : 252 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Intelligent Prognostics for Engineering Systems with Machine Learning Techniques by : Gunjan Soni

Download or read book Intelligent Prognostics for Engineering Systems with Machine Learning Techniques written by Gunjan Soni and published by CRC Press. This book was released on 2023-09-19 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: The text discusses the latest data-driven, physics-based, and hybrid approaches employed in each stage of industrial prognostics and reliability estimation. It will be a useful text for senior undergraduate, graduate students, and academic researchers in areas such as industrial and production engineering, electrical engineering, and computer science. The book Discusses basic as well as advance research in the field of prognostics. Explores integration of data collection, fault detection, degradation modeling and reliability prediction in one volume. Covers prognostics and health management (PHM) of engineering systems. Discusses latest approaches in the field of prognostics based on machine learning. The text deals with tools and techniques used to predict/ extrapolate/ forecast the process behavior, based on current health state assessment and future operating conditions with the help of Machine learning. It will serve as a useful reference text for senior undergraduate, graduate students, and academic researchers in areas such as industrial and production engineering, manufacturing science, electrical engineering, and computer science.

Condition Monitoring with Vibration Signals

Author : Hosameldin Ahmed
Publisher : John Wiley & Sons
ISBN 13 : 1119544629
Total Pages : 456 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Condition Monitoring with Vibration Signals by : Hosameldin Ahmed

Download or read book Condition Monitoring with Vibration Signals written by Hosameldin Ahmed and published by John Wiley & Sons. This book was released on 2020-01-07 with total page 456 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides an extensive, up-to-date treatment of techniques used for machine condition monitoring Clear and concise throughout, this accessible book is the first to be wholly devoted to the field of condition monitoring for rotating machines using vibration signals. It covers various feature extraction, feature selection, and classification methods as well as their applications to machine vibration datasets. It also presents new methods including machine learning and compressive sampling, which help to improve safety, reliability, and performance. Condition Monitoring with Vibration Signals: Compressive Sampling and Learning Algorithms for Rotating Machines starts by introducing readers to Vibration Analysis Techniques and Machine Condition Monitoring (MCM). It then offers readers sections covering: Rotating Machine Condition Monitoring using Learning Algorithms; Classification Algorithms; and New Fault Diagnosis Frameworks designed for MCM. Readers will learn signal processing in the time-frequency domain, methods for linear subspace learning, and the basic principles of the learning method Artificial Neural Network (ANN). They will also discover recent trends of deep learning in the field of machine condition monitoring, new feature learning frameworks based on compressive sampling, subspace learning techniques for machine condition monitoring, and much more. Covers the fundamental as well as the state-of-the-art approaches to machine condition monitoringguiding readers from the basics of rotating machines to the generation of knowledge using vibration signals Provides new methods, including machine learning and compressive sampling, which offer significant improvements in accuracy with reduced computational costs Features learning algorithms that can be used for fault diagnosis and prognosis Includes previously and recently developed dimensionality reduction techniques and classification algorithms Condition Monitoring with Vibration Signals: Compressive Sampling and Learning Algorithms for Rotating Machines is an excellent book for research students, postgraduate students, industrial practitioners, and researchers.

High Definition Metrology Based Surface Quality Control and Applications

Author : Shichang Du
Publisher : Springer Nature
ISBN 13 : 981150279X
Total Pages : 329 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis High Definition Metrology Based Surface Quality Control and Applications by : Shichang Du

Download or read book High Definition Metrology Based Surface Quality Control and Applications written by Shichang Du and published by Springer Nature. This book was released on 2019-10-18 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides insights into surface quality control techniques and applications based on high-definition metrology (HDM). Intended as a reference resource for engineers who routinely use a variety of quality control methods and are interested in understanding the data processing, from HDM data to final control actions, it can also be used as a textbook for advanced courses in engineering quality control applications for students who are already familiar with quality control methods and practices. It enables readers to not only assimilate the quality control methods involved, but also to quickly implement the techniques in practical engineering problems. Further, it includes numerous case studies to highlight the implementation of the methods using measured HDM data of surface features. Since MATLAB is extensively employed in these case studies, familiarity with this software is helpful, as is a general understanding of surface quality control methods.

Advanced Hybrid Information Processing

Author : Lin Yun
Publisher : Springer Nature
ISBN 13 : 3031505433
Total Pages : 492 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Advanced Hybrid Information Processing by : Lin Yun

Download or read book Advanced Hybrid Information Processing written by Lin Yun and published by Springer Nature. This book was released on with total page 492 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Comprehensive Materials Processing

Author :
Publisher : Newnes
ISBN 13 : 0080965334
Total Pages : 5485 pages
Book Rating : 4.0/5 (89 download)

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Book Synopsis Comprehensive Materials Processing by :

Download or read book Comprehensive Materials Processing written by and published by Newnes. This book was released on 2014-04-07 with total page 5485 pages. Available in PDF, EPUB and Kindle. Book excerpt: Comprehensive Materials Processing, Thirteen Volume Set provides students and professionals with a one-stop resource consolidating and enhancing the literature of the materials processing and manufacturing universe. It provides authoritative analysis of all processes, technologies, and techniques for converting industrial materials from a raw state into finished parts or products. Assisting scientists and engineers in the selection, design, and use of materials, whether in the lab or in industry, it matches the adaptive complexity of emergent materials and processing technologies. Extensive traditional article-level academic discussion of core theories and applications is supplemented by applied case studies and advanced multimedia features. Coverage encompasses the general categories of solidification, powder, deposition, and deformation processing, and includes discussion on plant and tool design, analysis and characterization of processing techniques, high-temperatures studies, and the influence of process scale on component characteristics and behavior. Authored and reviewed by world-class academic and industrial specialists in each subject field Practical tools such as integrated case studies, user-defined process schemata, and multimedia modeling and functionality Maximizes research efficiency by collating the most important and established information in one place with integrated applets linking to relevant outside sources

Innovations in Mechatronics Engineering III

Author : Jose Machado
Publisher : Springer Nature
ISBN 13 : 3031615751
Total Pages : 426 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Innovations in Mechatronics Engineering III by : Jose Machado

Download or read book Innovations in Mechatronics Engineering III written by Jose Machado and published by Springer Nature. This book was released on with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Computer-Aided Design, Engineering, and Manufacturing

Author : Cornelius T. Leondes
Publisher : CRC Press
ISBN 13 : 1420049895
Total Pages : 342 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Computer-Aided Design, Engineering, and Manufacturing by : Cornelius T. Leondes

Download or read book Computer-Aided Design, Engineering, and Manufacturing written by Cornelius T. Leondes and published by CRC Press. This book was released on 2019-08-21 with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the competitive business arena organizations must continually strive to create new and better products faster, more efficiently, and more cost effectively than competitors to gain and keep the competitive advantage. Computer-aided design (CAD), computer-aided engineering (CAE), and computer-aided manufacturing (CAM) are now the industry standard, in all major industries. The seven volumes in Computer-Aided Design, Engineering, and Manufacturing: Systems Techniques, and Manufacturing provide a comprehensive treatment of the techniques and applications of CAD, CAE, and CAM.

Non-Destructive Testing and Condition Monitoring Techniques in Wind Energy

Author : Fausto Pedro Garcia Marquez
Publisher : Elsevier
ISBN 13 : 0323951007
Total Pages : 476 pages
Book Rating : 4.3/5 (239 download)

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Book Synopsis Non-Destructive Testing and Condition Monitoring Techniques in Wind Energy by : Fausto Pedro Garcia Marquez

Download or read book Non-Destructive Testing and Condition Monitoring Techniques in Wind Energy written by Fausto Pedro Garcia Marquez and published by Elsevier. This book was released on 2023-06-24 with total page 476 pages. Available in PDF, EPUB and Kindle. Book excerpt: Non-Destructive Testing and Condition Monitoring Techniques in Wind Energy looks at the complex and critical components of energy assets and the importance of inspection and maintenance to ensure their high availability and uninterrupted operation. Presenting the main concepts, state-of-the-art advances and case studies, this book approaches the topic by considering it as an integral part of the overall operation of any wind energy project. Linking the essential NDT subject with its sub disciplines, the book uses computational techniques, dynamic analysis, probabilistic methods, and mathematical optimization techniques to support analysis of prognostic problems with defined constraints and requirements. This book is the first of its kind and will provide useful insights to industrial engineers and scientists, academics and students in the possibilities that NDT and condition monitoring technologies can offer. Presents advances in Non-Destructive Techniques and Condition Monitoring Systems applied in the energy industry Provides case studies in Fault Detection and Diagnosis and Prognosis for critical variability Offers technical maintenance actions for the observation and analyses of inspection, monitoring, testing, diagnosis, prognosis and active maintenance actions in wind

Recent Advances in Material, Manufacturing, and Machine Learning

Author : Bjorn Schuller
Publisher : CRC Press
ISBN 13 : 1040002439
Total Pages : 1016 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Recent Advances in Material, Manufacturing, and Machine Learning by : Bjorn Schuller

Download or read book Recent Advances in Material, Manufacturing, and Machine Learning written by Bjorn Schuller and published by CRC Press. This book was released on 2024-06-17 with total page 1016 pages. Available in PDF, EPUB and Kindle. Book excerpt: The main aim of the 2nd international conference on recent advances in materials manufacturing and machine learning processes-2023 (RAMMML-23) is to bring together all interested academic researchers, scientists, engineers, and technocrats and provide a platform for continuous improvement of manufactur□ing, machine learning, design and materials engineering research. RAMMML 2023 received an overwhelm□ing response with more than 530 full paper submissions. After due and careful scrutiny, about 120 of them have been selected for presentation. The papers submitted have been reviewed by experts from renowned institutions, and subsequently, the authors have revised the papers, duly incorporating the suggestions of the reviewers. This has led to significant improvement in the quality of the contributions, Taylor & Francis publications, CRC Press have agreed to publish the selected proceedings of the conference in their book series of Advances in Mechanical Engineering and Interdisciplinary Sciences. This enables fast dissemina□tion of the papers worldwide and increases the scope of visibility for the research contributions of the authors.