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Related Experiment Video

Updated: Apr 29, 2026

Author Spotlight: Efficient Image Recognition Using Directional Gradient Histogram Technique and Support Vector Machines
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Author Spotlight: Efficient Image Recognition Using Directional Gradient Histogram Technique and Support Vector Machines

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Intelligent pavement management: a machine learning framework for condition classification and maintenance

Bhoomika Gupta1, Mannya Agrawal1, Preeti Narooka2

  • 1Department of Artificial Intelligence and Machine Learning, Manipal University Jaipur, Dehmi Kalan, Off Jaipur-Ajmer Expressway, Jaipur, 303007, Rajasthan, India.

Scientific Reports
|April 27, 2026
PubMed
Summary

No abstract available in PubMed .

Keywords:
Ensemble learningMachine learningMaintenance prioritizationPavement condition assessmentPavement management systemsPredictive modelingTraffic dataUrban and rural roads

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PD Controller: Design01:26

PD Controller: Design

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In automotive engineering, car suspension systems often employ Proportional Derivative (PD) controllers to enhance performance. PD controllers are utilized to adjust the damping force in response to road conditions. A controller, acting as an amplifier with a constant gain, demonstrates proportional control, with output directly mirroring input.
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
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