Amstronics Control Systems Pvt Ltd is a leading provider of embedded AI solutions, offering custom On-Device Machine Learning development, from hardware optimization to model training and edge deployment. We specialize in helping businesses turn conventional devices into smart, learning-enabled systems that respond, adapt, and improve in real-time.

1. Data Acquisition

   Collect real-time data from various sensors and IoT devices embedded in the system.

2. Data Preprocessing

   Filter and clean the data to remove noise and prepare it for analysis.

3. Anomaly Detection Algorithm

   Deploy machine learning models, such as Autoencoders, Isolation Forests, or One-Class SVM, on the edge device to analyze the data.

4. Threshold Evaluation

   Compare data points against predefined thresholds or historical patterns to detect deviations.

5. Alert Generation

   Trigger immediate notifications, alarms, or system actions when an anomaly is detected.

6. Continuous Learning

   Optionally, integrate feedback loops for model retraining and improvement, using additional data as the system learns over time.

7. Ultra-Low Power AI Inference

   Run machine learning models on microcontrollers like STM32, ESP32, and Arm Cortex-M with minimal energy consumption.

8. Offline Operation

   Ensure complete functionality in areas without internet connectivity, ideal for remote, mobile, or industrial environments.

9. Real-Time Decision Making

   Achieve sub-millisecond processing latency for time-sensitive applications like fault detection, gesture control, and voice recognition.

10. High Data Privacy & Security

    All computation is done on-device, reducing risks of data leakage and ensuring compliance with data privacy regulations.

11. Custom Model Deployment

    Tailored machine learning models based on your specific use case, trained using your actual datasets for maximum accuracy.

12. OTA Model Updates

    Seamlessly update ML models and firmware over-the-air (OTA) without manual intervention.