Relevant bibliographies by topics / Multi-operation machine

Contents

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

Academic literature on the topic 'Multi-operation machine'

Author: Grafiati
Published: 28 May 2022

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Journal articles on the topic "Multi-operation machine"

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Cetinkaya, Ferda Can, and Mehmet Duman. "Scheduling with lot streaming in a two-machine re-entrant flow shop." Operational Research in Engineering Sciences: Theory and Applications 4, no. 3 (2021): 142–75. http://dx.doi.org/10.31181/oresta111221142c.

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Lot streaming is splitting a job-lot of identical items into several sublots (portions of a lot) that can be moved to the next machines upon completion so that operations on successive machines can be overlapped; hence, the overall performance of a multi-stage manufacturing environment can be improved. In this study, we consider a scheduling problem with lot streaming in a two-machine re-entrant flow shop in which each job-lot is processed first on Machine 1, then goes to Machine 2 for its second operation before it returns to the primary machine (either Machine 1 or Machine 2) for the third o
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V. Janahiraman, Tiagrajah, and Nooraziah Ahmad. "Multi Objective Optimization for Turning Operation using Hybrid Extreme Learning Machine and Multi Objective Genetic Algorithm." International Journal of Engineering & Technology 7, no. 4.35 (2018): 876. http://dx.doi.org/10.14419/ijet.v7i4.35.26273.

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Turning operation, a type of machining process using Computer Numerical Control (CNC) machine in which a cutting tool, typically a non-rotary tool bit, moves to describe a helix toolpath while the cylindrical metal workpiece rotates. Numerous conflicting performance functions such as maximizing material removal rate, minimizing the product’s quality, maximizing the tool life and others, remains crucial for a system to optimize in order to obtain optimum benefit. The machinist is required to assign the optimal cutting parameters in CNC turning machine which have direct influence on the performa
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Liu, Rui, Gui Xi Liu, Peng Ju Chang, Wei Hua He, and Zeng Jian Huang. "Control System of PDP Lighting Inspection Machine." Applied Mechanics and Materials 130-134 (October 2011): 1903–6. http://dx.doi.org/10.4028/www.scientific.net/amm.130-134.1903.

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The test of panel’s display effect is a key step in the panel production. Lighting inspection machines test the electrical, optical and surface information of Plasma Display Panels (PDPs). This machine is based on a PLC control system and a color analysis system. The PLC system controls a visual positioning system and links to Manufacturing Execution System (MES) and a panel conveyor. This paper considers the structure design and action workflow of the lighting inspection machine. Multi-layer network is built to connect with the whole production system. Optional operation modes are designed in
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Vlacic, Ljubisa, and Shimon Nof. "Real-Time Multiobjective Co-operation Control of Multi-Machine Workstations." IFAC Proceedings Volumes 27, no. 4 (1994): 285–90. http://dx.doi.org/10.1016/s1474-6670(17)46038-1.

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KIA, REZA, NIKBAKHSH JAVADIAN, MOHAMMAD MAHDI PAYDAR, and MOHAMMAD SAIDI-MEHRABAD. "A SIMULATED ANNEALING FOR INTRA-CELL LAYOUT DESIGN OF DYNAMIC CELLULAR MANUFACTURING SYSTEMS WITH ROUTE SELECTION, PURCHASING MACHINES AND CELL RECONFIGURATION." Asia-Pacific Journal of Operational Research 30, no. 04 (2013): 1350004. http://dx.doi.org/10.1142/s0217595913500048.

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This paper develops a novel mixed integer nonlinear programming model for the intra-cell layout design of dynamic cellular manufacturing systems. In dynamic environment, the product mix and part demand are varying during a multi-period planning horizon. As a result, the cell configuration for one period may not be efficient for successive periods and thus necessitates reconfigurations. The proposed model incorporates several design features including intra-cell layout, operation sequence, operation time, alternative process routings, duplicate machines, purchase machine, machine capacity, rout
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Gao, Shang, Chang Liu, and Guan Wang. "Multi-objective Green Flexible Workshop Scheduling Considering Multi-energy Consumption Factors." Journal of Physics: Conference Series 2174, no. 1 (2022): 012083. http://dx.doi.org/10.1088/1742-6596/2174/1/012083.

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Abstract In order to solve the energy consumption problem of shop floor caused by machine processing, adjustment, idling and workpiece transportation, the green flexible workshop scheduling problem was studied, and a multi-objective optimization model was established with the maximum completion time, total machine load and total energy consumption as the objectives. The double-layer coding strategy was adopted to encode processes and machines respectively to optimize the scheduling scheme, and then the adaptive hybrid crossover scheme, mutation scheme and improved elite retention strategy were
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Cao, Yang Hua, and Xiu Cui Kang. "Improving Workshop’s Production Efficiency by Applying Industrial Engineering Methods." Applied Mechanics and Materials 685 (October 2014): 693–96. http://dx.doi.org/10.4028/www.scientific.net/amm.685.693.

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One workshop’s production efficiency was evaluated and improved according to the evaluation results. The work sampling was applied to evaluate the efficiency of machines and men. The facility layout was improved by applying the systematic layout planning so as to reduce the waiting time and handling waste; the multi-machine-tools operation strategy was designed by applying man-machine operation analysis to reduce workers waiting time; in addition, some other improvement suggestions were proposed from the angle of group technology and part’s moving method. The work sampling shows that these imp
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abilash, D. Ajay, P. Kayalvizhi, and C. Ramachandra Durai. "Automatic Multi-Operation Machine Using Low Cost Color Sensor and Plc." International Journal of Hybrid Information Technology 9, no. 2 (2016): 407–16. http://dx.doi.org/10.14257/ijhit.2016.9.2.36.

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Kumar Singh, Akhilesh, Giri Vijay Temmanaboina, Prasanth Gummalla, and Pramod Kumar. "An Approach for Future-Oriented Framework Design: A Tool for Design Research." E3S Web of Conferences 184 (2020): 01049. http://dx.doi.org/10.1051/e3sconf/202018401049.

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Metals and Metals-alloys play a significant role in the everyday life of researchers and also in industrial applications to develop a new framework product. New development of tool and techniques help researchers to do their work smoothly. Multi-purpose machines mainly help researchers to do framework design and research as per need and it will save both cost and time. In this paper, the main aim is to develop a machine-stand that performs machine operations in a single column (either side of the column). The operations are cutting, grinding, and drilling. The purpose of the machine is to supp
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Li, Jun-Qing, Quan-Ke Pan, and Sheng-Xian Xie. "A hybrid variable neighborhood search algorithm for solving multi-objective flexible job shop problems." Computer Science and Information Systems 7, no. 4 (2010): 907–30. http://dx.doi.org/10.2298/csis090608017l.

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In this paper, we propose a novel hybrid variable neighborhood search algorithm combining with the genetic algorithm (VNS+GA) for solving the multi-objective flexible job shop scheduling problems (FJSPs) to minimize the makespan, the total workload of all machines, and the workload of the busiest machine. Firstly, a mix of two machine assignment rules and two operation sequencing rules are developed to create high quality initial solutions. Secondly, two adaptive mutation rules are used in the hybrid algorithm to produce effective perturbations in machine assignment component. Thirdly, a speed
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Dissertations / Theses on the topic "Multi-operation machine"

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Cvetkovic, Igor. "Modeling and Control of Voltage-Controlling Converters for Enhanced Operation of Multi-Source Power Systems." Diss., Virginia Tech, 2018. http://hdl.handle.net/10919/85850.

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The unconventional improvements in the power electronics field have been the primary reason for massive deployment of renewable energy sources in the electrical power grid over the past several decades. This needed trend, together with the increasing penetration of micro-, and nano- grids, is bringing significant improvements in system controllability, performance, and energy availability, but is fundamentally changing the nature of electronically-interfaced sources and loads, altering their conventionally mild aggregate dynamics, and inflicting low- and high- frequency dynamic interactions th
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Мороз, І. С. "Модернізація коробки швидкостей багатоцільового верстата моделі ІР 320ПМФ4. Розробка конструкції та технології виготовлення різального інструмента". Thesis, Чернігів, 2021. http://ir.stu.cn.ua/123456789/23267.

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Мороз, І. С. Модернізація коробки швидкостей багатоцільового верстата моделі ІР 320ПМФ4. Розробка конструкції та технології виготовлення різального інструмента : випускна кваліфікаційна робота : 133 "Галузеве машинобудування" / І. С. Мороз ; керівник роботи Н. М. Сіра ; НУ "Чернігівська політехніка", кафедра автомобільного транспорту та галузевого машинобудування. – Чернігів, 2021. – 63 с.<br>У роботі проведено розрахунок приводу головного руху багатоцільового верстату ИР320 з метою розширення діапазону регулювання частот обертання та потужності шпинделя. Спроектовано шпиндельний вузол та роз
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Hofferberth, Dieter. "Modellierung und Simulation von Tätigkeitsstrukturen in der Teilefertigung des Maschinenbaues." Doctoral thesis, Universitätsbibliothek Chemnitz, 2004. http://nbn-resolving.de/urn:nbn:de:swb:ch1-200400334.

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In der Arbeit werden mit der Bedienungstheorie eine analytische und mit der Simulationstechnik eine experimentelle Methode zur Gestaltung von Mehrstellenarbeit in der Teilefertigung behandelt. Der theoretische Kontext wird über die Arbeitspsychologie mit der Handlungsregulationstheorie und den Operativen Abbildsystemen als Erklärungsmodell sowie den verschiedenen Ebenen der psychischen Regulation von Arbeitstätigkeiten hergestellt. Ein Praxisbeispiel zur Planung und Bewertung eines Arbeitsbereiches einer Teilefertigung mit Mehrstellenarbeit hinterlegt das Theoriegerüst.
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Pecháček, Marek. "Efektivita vícestrojové obsluhy ve výrobním podniku." Master's thesis, Vysoké učení technické v Brně. Fakulta podnikatelská, 2021. http://www.nusl.cz/ntk/nusl-442897.

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This Master´s thesis is focused on Multi-machine efficiency in specific chosen production company With using company´s data to determine how it is reflected in the costs and how this fact affects in standartization and labor costs. By using analysis of current state of multi-machine operation and costs.
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Martincová, Lada. "Technologické aspekty vícestrojové obsluhy." Master's thesis, Vysoké učení technické v Brně. Fakulta strojního inženýrství, 2008. http://www.nusl.cz/ntk/nusl-228158.

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Diploma thesis is intended on analysis of multi-machine operation and zoning of the time of attendance. The aim of the work was a device of methodical solution and creation of the program in Excel. Thesis is specialized in creation of the program in two possible solutions.
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Scarlato, Michele. "Sicurezza di rete, analisi del traffico e monitoraggio." Master's thesis, Alma Mater Studiorum - Università di Bologna, 2012. http://amslaurea.unibo.it/3223/.

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Il lavoro è stato suddiviso in tre macro-aree. Una prima riguardante un'analisi teorica di come funzionano le intrusioni, di quali software vengono utilizzati per compierle, e di come proteggersi (usando i dispositivi che in termine generico si possono riconoscere come i firewall). Una seconda macro-area che analizza un'intrusione avvenuta dall'esterno verso dei server sensibili di una rete LAN. Questa analisi viene condotta sui file catturati dalle due interfacce di rete configurate in modalità promiscua su una sonda presente nella LAN. Le interfacce sono due per potersi interfacciar
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Chen, Yu-Hsi, and 陳育習. "Scheduling multi-operation jobs with job families on a single machine." Thesis, 2005. http://ndltd.ncl.edu.tw/handle/nnwjbp.

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碩士<br>中原大學<br>工業工程研究所<br>93<br>We consider the single machine multi-operation jobs scheduling problem. Each job consists of several operations that belong to different families. In a schedule, each family of job operations may be processed in batches with each batch incurring a set-up time. A job completes when all of its operations have been processed. Our analysis covers two classic optimality criteria: minimize the maximum lateness and minimize the sum of the job completion times. In the literature, we develop a optimal sequence about minimize the maximum lateness problem and consider both
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Li, Ruei-Jie, and 李睿杰. "Scheduling multi-operation jobs for minimizing the sum of maximum earliness and tardiness on a single machine." Thesis, 2009. http://ndltd.ncl.edu.tw/handle/48671448411187518361.

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碩士<br>中原大學<br>工業與系統工程研究所<br>97<br>We consider the single machine multi-operation jobs scheduling problem. Each job consists of several operations that belong to different families. In a schedule, each family of job operations may be processed in batches. A job completes when all of its operations have been processed. Our analysis criteria: minimizing the sum of maximum earliness and tardiness. In the literature, we develop a heuristic algorithm about minimizing the sum of maximum earliness and tardiness problem. The exact approach are tested and detailed computational results are given and we
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Yang-HanChen and 陳仰豪. "Design of Multi-Frequency Induction Heating Machine and the Application of High-Current Transducer for Long-Term Operation." Thesis, 2013. http://ndltd.ncl.edu.tw/handle/91126988297786788678.

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碩士<br>國立成功大學<br>電機工程學系碩博士班<br>101<br>In the operation of tumor hyperthermia, magnetic nanoparticles (MNP) are injected into the tumor cells. After that the induction heating system generates the alternating magnetic field to heat these MNP up to 45°C to destroy the tumor cells. The size of MNP and the strength and frequency of magnetic field all have influence on the heating efficiency. It was found that the strength changeability of the magnetic field was limited by the existed hardware configuration. This thesis utilized the combination structure of capacitance and inductance to modify the i
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Hofferberth, Dieter. "Modellierung und Simulation von Tätigkeitsstrukturen in der Teilefertigung des Maschinenbaues." Doctoral thesis, 2003. https://monarch.qucosa.de/id/qucosa%3A18120.

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In der Arbeit werden mit der Bedienungstheorie eine analytische und mit der Simulationstechnik eine experimentelle Methode zur Gestaltung von Mehrstellenarbeit in der Teilefertigung behandelt. Der theoretische Kontext wird über die Arbeitspsychologie mit der Handlungsregulationstheorie und den Operativen Abbildsystemen als Erklärungsmodell sowie den verschiedenen Ebenen der psychischen Regulation von Arbeitstätigkeiten hergestellt. Ein Praxisbeispiel zur Planung und Bewertung eines Arbeitsbereiches einer Teilefertigung mit Mehrstellenarbeit hinterlegt das Theoriegerüst.
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Books on the topic "Multi-operation machine"

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Duffin, Peter. The effect of electronic industry market forces on the development and operation of multi-layered ceramic capacitor build-up machines in the AVX-Kyocera Coleraine plant. The Author], 2000.

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Book chapters on the topic "Multi-operation machine"

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Mao, Weizhen. "Multi-operation multi-machine scheduling." In High-Performance Computing and Networking. Springer Berlin Heidelberg, 1995. http://dx.doi.org/10.1007/bfb0046606.

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Gao, Qiang, and Zhibing Pang. "Change Rules of Performance of Multi-Person and Multi-Machine Operation Under Low-Temperature Conditions." In Proceedings of the 13th International Conference on Man-Machine-Environment System Engineering. Springer Berlin Heidelberg, 2013. http://dx.doi.org/10.1007/978-3-642-38968-9_47.

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Bahadirov, G. A., and M. I. Nosirov. "Research and Analysis of Rational Parameters for a Conveying Mechanism of a Multi-operation Roller Machine." In Lecture Notes in Mechanical Engineering. Springer International Publishing, 2022. http://dx.doi.org/10.1007/978-3-030-85233-7_18.

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Shi, Lei. "Construction of Behavior-Oriented Smart Teaching Model in Mobile New Media Environment-Take the Course “NC Machine Tool Programming and Operation” as an Example." In Application of Intelligent Systems in Multi-modal Information Analytics. Springer International Publishing, 2020. http://dx.doi.org/10.1007/978-3-030-51556-0_89.

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Chakraborty, Souvick. "Multi-Objective Optimization of EDM Process on AISI P-20 Tool Steel Using Multi-Criteria Decision-Making Technique." In Machine Learning Applications in Non-Conventional Machining Processes. IGI Global, 2021. http://dx.doi.org/10.4018/978-1-7998-3624-7.ch003.

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The optimization technique is introduced to overcome the problem. Here the author introduces multi-criteria decision-making technique to get the optimization value. Electrical discharge machining (EDM) in nontraditional machining process is applied for machining complicated or intricate geometries on raw materials. The present work attempts to optimize several responses of machining operation using multi-criteria decision making (MCDM) by employing different machining parameters like current, voltage, pulse. The Taguchi L9 orthogonal experimental design is followed during electrical discharge machining of AISI P20 tool steel. Four responses, namely metal removal rate, tool life, surface roughness, and over cut, are considered for optimization. The present work is aimed at multi-response optimization (i.e., higher MRR, higher tool life, lower surface roughness, and minimum overcut), which is conducted using MCDM technique.
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Moreira M. de Araujo, Edi, Augusto Loureiro da Costa, and Alejandro R.G. Ramirez. "Interaction Protocols for Multi-Robot Systems in Industry 4.0." In Robotics Software Design and Engineering. IntechOpen, 2021. http://dx.doi.org/10.5772/intechopen.97481.

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In this chapter, the main methods of communication among multi-robot systems involved in Machine-to-Machine (M2M) applications, especially with regard the communication, reliability, stability and security among these robots, presenting various concepts through papers already published. A comparative study was carried out between two communication protocols applied in M2M technologies, the Queue Telemetry Transport (MQTT) developed by IBM along with Eurotech and the Constrained Application Protocol (CoAP). A study and survey of the characteristics of each of the protocols was carried out, as well as the method of operation of each of them and how both can be used in applications involving multiple robots. It was concluded that both protocols are considered ideal for use in in applications involving multi-robot systems. However, although the two protocols have been designed for application in environments with limited communication, the MQTT exchange protocol has advantages over CoAP, as a lower ovehead between message exchanges.
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Huang, Junhua, Bohan Zhu, Hongxi Zhou, et al. "OSNR Prediction Based on Federal Learning in Multi-Domain Optical Networks." In Proceedings of CECNet 2021. IOS Press, 2021. http://dx.doi.org/10.3233/faia210454.

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With the continuous expansion of the scale of optical communication network and the rapid increase of network traffic demand, the management form of multi-domain optical network has widely existed. OSNR is an important indicator to judge the quality of communication. It is very important to predict OSNR more accurately in a low-cost and energy-saving way in multi-domain optical networks. In this paper, a scheme of federal learning in multi-domain optical networks is proposed to improve the accuracy of the OSNR prediction. The main idea is to train hybrid machine learning model in each single domain, then the strategy of federal learning is used for optimization it in multi-domains. The performance of the proposed scheme is verified by simulation experiments. The strategy can alleviate the problems of data silos and model training set caused by multi-domain optical network. According to simulation result, when the amount of data reaches 5×103, adding this strategy will reduce the mean square error of the prediction model by about 18%. It can improve the performance of machine learning model, the ability of OSNR prediction and the reliability of network operation.
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Tič, Vito, and Darko Lovrec. "An Embedded Online Hydraulic Fluid CM and RUL-System for Industry 4.0 Manufacturing Machines." In Advances in Business Information Systems and Analytics. IGI Global, 2020. http://dx.doi.org/10.4018/978-1-7998-2725-2.ch014.

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Production machines and devices, especially those that operate continuously in multi-shift operation or are critical for the production process, must be equipped with an intelligent condition monitoring system for critical machine components. This is the only way to ensure high availability and prevent downtimes in critical phases of the production processes, affecting customer delivery times. This has become especially important in the context of the strategy Industry 4.0, wherein information technology, telecommunications, and manufacturing are united when the means of production are becoming more independent. This also applies to hydraulic fluid, an important component of most heavy machinery. The chapter presents the design and advantages to be achieved by the implementation of a comprehensive online condition monitoring (OCM) and remaining useful lifetime (RUL) system of built-in hydraulic fluid. The presented OCM-RUL system is designed conceptually for Industry 4.0 and focuses on the remote monitoring and self-diagnosis function of health condition for the fluid.
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Tič, Vito, and Darko Lovrec. "An Embedded Online Hydraulic Fluid CM and RUL-System for Industry 4.0 Manufacturing Machines." In Research Anthology on Cross-Industry Challenges of Industry 4.0. IGI Global, 2021. http://dx.doi.org/10.4018/978-1-7998-8548-1.ch035.

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Production machines and devices, especially those that operate continuously in multi-shift operation or are critical for the production process, must be equipped with an intelligent condition monitoring system for critical machine components. This is the only way to ensure high availability and prevent downtimes in critical phases of the production processes, affecting customer delivery times. This has become especially important in the context of the strategy Industry 4.0, wherein information technology, telecommunications, and manufacturing are united when the means of production are becoming more independent. This also applies to hydraulic fluid, an important component of most heavy machinery. The chapter presents the design and advantages to be achieved by the implementation of a comprehensive online condition monitoring (OCM) and remaining useful lifetime (RUL) system of built-in hydraulic fluid. The presented OCM-RUL system is designed conceptually for Industry 4.0 and focuses on the remote monitoring and self-diagnosis function of health condition for the fluid.
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Marichelvam, Mariappan Kadarkarainadar, and Geetha Mariappan. "A Hybrid Genetic Scatter Search Algorithm to Solve Flexible Job Shop Scheduling Problems." In Soft Computing Techniques and Applications in Mechanical Engineering. IGI Global, 2018. http://dx.doi.org/10.4018/978-1-5225-3035-0.ch009.

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Scheduling is one of the most important problems in production planning systems. It is a decision-making process that plays a crucial role in many Industries. Different scheduling environments were addressed in the literature. Among them Flexible job-shop problem (FJSP) is an important one and it is an extension of the classical JSP that allows one operation which can be processed on one machine out of a set of alternative machines. It is closer to the real manufacturing situation. Because of the additional needs to determine the assignment of operations on the machines, FJSP is more complex than JSP, and incorporates all the difficulties and complexities of JSP. This chapter addresses a hybrid genetic scatter search algorithm for solving multi-objective FJSP. Makespan and flow time are the objective functions considered in this chapter. The computational results prove the effectiveness of the proposed algorithm for solving flexible job-shop scheduling problem.
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Conference papers on the topic "Multi-operation machine"

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Mao, Weizhen. "A parallel multi-operation scheduling problem with machine order constraints." In the 1997 ACM symposium. ACM Press, 1997. http://dx.doi.org/10.1145/331697.332335.

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Bing-Shu Wang, Jin Ma, Liang-Yu Ma, and Xian Gong. "Multi-phase fuzzy evaluation of operation in dynamic process in power plant." In Proceedings of 2005 International Conference on Machine Learning and Cybernetics. IEEE, 2005. http://dx.doi.org/10.1109/icmlc.2005.1527347.

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Zhao, ZhengYi John, Thin-Yin Leong, Shuzhi Sam Ge, and Hoong Chuin Lau. "Bidirectional Flow Shop Scheduling with Multi-Machine Capacity and Critical Operation Sequencing." In 2007 IEEE 22nd International Symposium on Intelligent Control. IEEE, 2007. http://dx.doi.org/10.1109/isic.2007.4450927.

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Jia, Chao, Yulin Sun, Enzeng Dong, and Lifeng Du. "Driving force allocation strategy of multi-cylinder hydraulic press machine considering operation phases." In 2020 Chinese Automation Congress (CAC). IEEE, 2020. http://dx.doi.org/10.1109/cac51589.2020.9326526.

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Al-ani, M. M. J., S. P. Lee, and J. M. Allport. "Integrated Electrical Machine-Turbo Machinery." In ASME Turbo Expo 2017: Turbomachinery Technical Conference and Exposition. American Society of Mechanical Engineers, 2017. http://dx.doi.org/10.1115/gt2017-63429.

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Global warming and climate change due to rising levels of greenhouse gases have placed significant pressure on the automobile industry to adopt more clean fuel, transportation electrification, and waste energy recovery technologies. As a result, several electrically assisted or driven turbo-machines have been proposed such as turbochargers, turbo-compressors, and electrical boosters. Therefore, the electrification of turbo-machinery has been trending for the past decade. All the systems mentioned above consist of a conventional electrical machine connected to the turbo-machinery by a shaft, ma
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Gule, Nkosinathi, and Maarten J. Kamper. "Multi-phase cage rotor induction machine drive with direct implementation of brush DC operation." In Drives Conference (IEMDC). IEEE, 2011. http://dx.doi.org/10.1109/iemdc.2011.5994618.

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Liu, C., and K. Chau. "A new hybrid-structure machine with multi-mode fault-tolerant operation for Mars Rover." In 2015 IEEE International Magnetics Conference (INTERMAG). IEEE, 2015. http://dx.doi.org/10.1109/intmag.2015.7157784.

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Du, Yang, Tingting Liu, Yiping Dai, Gang Fan, Jiangfeng Wang, and Pan Zhao. "Performance Prediction of a Multi-Stage Ammonia-Water Turbine Under Variable Nozzle Operation via Machine Learning." In ASME Turbo Expo 2021: Turbomachinery Technical Conference and Exposition. American Society of Mechanical Engineers, 2021. http://dx.doi.org/10.1115/gt2021-59615.

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Abstract This study proposes machine learning models to predict the performance of a multi-stage ammonia-water radial turbine using variable nozzle operation under different operating conditions. A 1.2 MW four-stage ammonia-water radial turbine is firstly designed. Then, the one-dimensional off-design simulation model is developed based on the geometric parameters to mainly evaluate the effects of different nozzle outlet angles and turbine inlet temperatures on the turbine performance. A set of data, which consists of 10,000 training points based on one-dimensional model, is used to train the
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Henri, Gonzague, and Ning Lu. "A Multi-Agent Shared Machine Learning Approach for Real-time Battery Operation Mode Prediction and Control." In 2018 IEEE Power & Energy Society General Meeting (PESGM). IEEE, 2018. http://dx.doi.org/10.1109/pesgm.2018.8585907.

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Li, Jibin, Lin Zhao, Yanbiao Chen, and Ye Wang. "A Battlefields Survivability Evaluation Model of Operation Information System Based on Rough Set and Multi-level Grey Theory." In 2013 5th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC). IEEE, 2013. http://dx.doi.org/10.1109/ihmsc.2013.101.

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