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Kushagra's Digital Twin

Grounded in this website · ask about my work

Hi — I'm Kushagra's digital twin. I answer from his background, work, and perspective. Ask me about:

  • Industrial AI, APM, and predictive maintenance
  • Vibration analytics and wireless condition monitoring
  • Patents, research, and product strategy
  • Talks, recognition, and speaking topics
  • How to connect or collaborate

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Vibration Analytics

Advanced vibration analysis techniques for predictive maintenance and asset reliability

Vibration Analytics Expertise

Vibration analysis is a cornerstone of predictive maintenance, enabling early detection of mechanical faults before catastrophic failures occur. As an ISO Category II Certified Vibration Analyst and product manager specializing in industrial AI, I focus on developing advanced analytics solutions that combine traditional vibration analysis with modern AI/ML techniques.

Areas of Specialization

  • Wireless Vibration Monitoring: IoT solutions for balance-of-plant assets
  • AI-Driven Diagnostics: Machine learning for anomaly detection and fault classification
  • Rotating Equipment Analysis: Pumps, motors, compressors, and turbines
  • Condition-Based Maintenance: Real-time monitoring and alerting strategies
  • Large-Scale Deployments: Enterprise vibration monitoring programs

Certifications & Credentials

Vibration Institute Category II Certified Vibration Analyst (ANAB-accredited program aligned with ISO 18436-2), with expertise in both traditional analysis methods and modern AI-enhanced diagnostics. Listed in the VI certified analyst directory.

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