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An adaptive control strategy for the abrasive waterjet cutting process with the integration of vision-based monitoring and a neuro-genetic control strategy
Published in
2008
Volume: 38
   
Issue: 5-6
Pages: 514 - 523
Abstract
This paper presents an integrated approach for the monitoring and control of abrasive waterjet (AWJ) cutting process. A machine-vision-based monitoring approach was proposed to obtain the bore diameter of the focusing nozzle from time to time. A neuro-genetic approach, proposed by Srinivasu and Ramesh Babu (Appl Soft Comput 8(1):809-819, 2008) was employed as a control strategy to modify the process parameters, such as water pressure, abrasive flow rate, and jet traverse rate, so as to maintain the desired depth of cut, with changes in the diameter of the focusing nozzle monitored with a machine vision system. By combining the monitoring and control strategies, an integrated approach for adaptive control of AWJ cutting process is realized. The effectiveness of the proposed integrated approach for adaptive control of AWJ cutting process was shown by comparing the results obtained from the experiments with the process parameters suggested by the control strategy to achieve the desired depth of cut. From the results of the study, it is seen that the proposed monitoring system is capable of monitoring the focusing nozzle diameter with a mean absolute deviation of 0.05 mm and that the neuro-genetic strategy is capable of modifying the controllable process parameters to maintain the desired depth of cut with a mean absolute deviation of 0.87 mm. © 2007 Springer-Verlag London Limited.
About the journal
JournalInternational Journal of Advanced Manufacturing Technology
ISSN02683768
Open AccessNo
Concepts (39)
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    Abrasive cutting
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    Abrasives
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    Adaptive control systems
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    Chemical sensors
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    Computer vision
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    Cutting tools
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    Genetic engineering
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    Integrated control
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    Monitoring
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    Nozzles
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    Process engineering
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    Steel beams and girders
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    Stress intensity factors
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    Visual communication
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    WATER CRAFT
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    ABRASIVE WATERJET CUTTING
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    Adaptive control
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    ADAPTIVE CONTROL STRATEGIES
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    Artificial neural networks
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    AWJ CUTTING
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    Control strategies
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    Control strategy
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    DEPTH OF CUT
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    FLOW-RATE
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    Genetic algorithms
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    Integrated approach
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    Machine vision
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    MACHINE-VISION SYSTEM
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    MEAN ABSOLUTE DEVIATION
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    Monitoring and controlling
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    MONITORING APPROACH
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    MONITORING SYSTEMS
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    NEURO-GENETIC
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    NOZZLE DIAMETERS
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    Process parameters
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    TRAVERSE RATE
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    VISION-BASED
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    WATER PRESSURES
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    Process control