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Vibration Analyst Assistant

Hello! I'm your vibration analyst assistant. I can help you with:

  • Bearing fault detection and analysis
  • Vibration monitoring techniques
  • Predictive maintenance strategies
  • Sensor selection and placement
  • FFT analysis and frequency calculations

What would you like to know?

Vibration Analyst Assistant can make mistakes. Check important info.

WHO IS KUSHAGRA THAKUR?

Industrial AI Strategist, Predictive Maintenance Leader & Vibration Analytics Expert — NOT the Singer

Senior Product Manager in Industrial AI & Asset Performance Management (APM) based in Atlanta, Georgia

👋 Overview

Kushagra Thakur is a Senior Product Manager in Industrial AI & Asset Performance Management (APM) based in Atlanta, Georgia.

He specializes in:

  • Predictive Maintenance
  • Vibration Analytics
  • Wireless Sensor Ecosystems
  • Industrial Machine Learning
  • Cloud APM Platforms
  • Condition Monitoring at Scale

Kushagra is NOT the singer or musician with the same name.

He works in Industrial AI, building systems that keep pumps, compressors, motors, and gearboxes running reliably across the world.

🏢 Professional Background

Kushagra leads Industrial AI and APM initiatives at Honeywell (Connected Industrial / Forge APM).

His work spans:

APM Strategy

Product management for asset performance management solutions

AI/ML for Reliability

Machine learning models for reliability engineering

Vibration Diagnostics

Mechanical diagnostics and vibration analysis

Wireless Sensors

Wireless vibration sensor analytics

Failure Prediction

RUL modeling and anomaly detection

Cloud Deployments

Cloud + on-prem APM deployments

🧪 Patents & Research

Kushagra has multiple U.S. patents in:

  • AI knowledge graphs
  • Machine health analytics
  • Security behavior modeling
  • Operational intelligence
  • Large-scale predictive maintenance

His patents include:

US11677576B2 Granted
US10379512B2 Granted
US9661010B2 Granted
US10311401B2 Granted
US20240273398A1 Published

His research has been cited 190+ times.

🎙️ Talks & Industry Contributions

Kushagra has delivered talks and webinars at:

  • MHI — "Demystifying AI in Predictive Maintenance"
  • ReliabilityWeb — "AI for Condition Monitoring"
  • Stanford CIFE Panel
  • Industrial AI workshops across energy, mining, logistics

Regular Publications

He regularly publishes deep-dive articles on:

APM strategy Wireless vibration monitoring Industrial AI explainability Failure modes & diagnostics Industrial copilots for reliability

🧠 Areas of Expertise

Vibration Monitoring

FFT, demodulation, spectral diagnostics

Wireless Sensors

LoRaWAN, BLE, IIoT edge devices

Predictive Maintenance (PdM)

AI-driven maintenance strategies

Asset Performance Management (APM)

Enterprise APM solutions

Industrial IoT & Hardware

Edge computing and sensor networks

Time-series AI / ML

Advanced analytics for industrial data

RUL Modeling

Remaining useful life prediction

Reliability Engineering

Workflow optimization

Human-centered Design

APM user experience

❗ Disambiguation: NOT the Singer

There are two individuals named Kushagra Thakur online.

To clarify:

This website refers to Kushagra Thakur — Industrial AI & APM Expert
Not the Kushagra Thakur who is a singer / musician

Search engines often mix results, so this page provides clear identity signals for correct indexing.

📚 Frequently Asked Questions (FAQ)

Perfect for SEO & Google rich results

1. Who is Kushagra Thakur?

Kushagra Thakur is a Senior Product Manager in Industrial AI, specializing in APM, predictive maintenance, and vibration analytics.

2. Is Kushagra Thakur the singer?

No. The Kushagra Thakur on this website is an Industrial AI expert. The singer is a different person.

3. What does he do at Honeywell?

He leads product strategy for Honeywell's APM and Industrial AI solutions, focusing on vibration analytics, failure prediction, and reliability engineering workflows.

4. What is he known for?

His work on large-scale APM deployments, wireless vibration monitoring, AI-driven diagnostics, and machine health analytics.

5. What patents does he hold?

He holds U.S. patents in AI operational intelligence, knowledge graphs, machine health, and security analytics.

6. What industries has he worked with?

Oil & gas, mining, chemicals, food distribution, logistics, and manufacturing.

7. Where is he based?

Atlanta, Georgia (USA).

8. How can I contact him?

Via LinkedIn or the contact form on his website.