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AI enabled pulse-echo based SHM system integrated with robotic gripper for the inspection of pipelines

Muhammad Abdullah Tayyab1,2, Hassan Elahi3, Muhammad Osama Ali1

  • 1Department of Mechatronics Engineering, National University of Sciences and Technology PK, Islamabad, Pakistan.

Scientific Reports
|April 21, 2026
PubMed
Abstract

No abstract available in PubMed .

Keywords:
Machine learningPipeline inspectionPulse-echoRobotic gripperSHM

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Mechanical Systems01:22

Mechanical Systems

Mechanical systems are analogous to to electrical networks where springs and masses play similar roles to inductors and capacitors, respectively. A viscous damper in mechanical systems functions similarly to a resistor in electrical networks, dissipating energy. The forces acting on a mass in such systems include an applied force in the direction of motion, counteracted by forces from the spring, a viscous damper, and the mass's acceleration. This interplay of forces is mathematically described...
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Multipipe systems consist of complex configurations of interconnected pipes designed to transport fluids efficiently across intricate networks. They are essential in engineering applications requiring precise control over flow distribution, pressure, and head loss. They are categorized into series, parallel, loop, and network configurations, each distinguished by unique flow characteristics and applications.
Series Configuration
In a series configuration, fluid flows sequentially from one pipe...

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