---
title: Anktechsol Device Fault Classifier
emoji: ⚡
colorFrom: blue
colorTo: pink
sdk: gradio
sdk_version: 6.2.0
app_file: app.py
pinned: false
short_description: AI-powered IoT device fault detection and classification - A
---
tags:
  - iot
  - fault-detection
  - predictive-maintenance
  - aiot
  - industrial-iot
  - gradio
  - device-monitoring
---

# IoT Device Fault Classifier — Anktechsol

**Anktechsol** delivers cutting-edge AIoT solutions for predictive maintenance and fault detection. This intelligent classifier analyzes real-time sensor data to identify device failures before they cause costly downtime in industrial environments.

## 🚀 Key Features

- **AI-Powered Classification**: Intelligent fault detection using sensor thresholds
- **Multi-Sensor Analysis**: Temperature, vibration, humidity, power, pressure
- **Severity Scoring**: Visual gauge showing fault severity (0-10 scale)
- **Real-Time Alerts**: Instant classification of Normal/Warning/Failure states
- **CSV Upload**: Batch process historical sensor data
- **Manual Input**: Test scenarios with custom sensor values
- **Actionable Recommendations**: Immediate maintenance guidance

## 📊 How It Works

1. **Input sensor readings** - Upload CSV or enter values manually
2. **AI analyzes** - Compares against optimal operating thresholds
3. **Classification** - Determines device status and severity
4. **Recommendations** - Provides maintenance actions

## 🏭 Use Cases

- **Predictive Maintenance**: Detect failures before equipment breakdown
- **Manufacturing**: Monitor production line equipment health
- **Smart Buildings**: HVAC and facility equipment monitoring
- **Energy Sector**: Power generation equipment surveillance
- **Transportation**: Fleet vehicle health monitoring
- **Industrial IoT**: Factory floor equipment diagnostics

## 👥 Who Should Use This

- **Maintenance Engineers** managing equipment reliability
- **IoT Developers** building monitoring systems
- **Plant Managers** optimizing uptime
- **Data Scientists** analyzing equipment data
- **Operations Teams** preventing downtime

## 🔗 Resources

**Anktechsol** - Expert AIoT Implementation:
- [Visit Anktechsol](https://anktechsol.com) for predictive maintenance solutions
- [Explore Tools](https://huggingface.co/anktechsol) on Hugging Face

## 🏷️ Keywords

IoT fault detection, predictive maintenance, device monitoring, AIoT, industrial IoT, equipment health, condition monitoring, anomaly detection, sensor analytics, preventive maintenance, downtime prevention, smart manufacturing, Industry 4.0, IIoT, equipment diagnosticsck out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference