About the Project

ComminuSense

Smart Comminution - Lower kWh/Ton, Better Uptime

The Problem

In mining operations, crushing and grinding (comminution) are essential for liberating valuable minerals from surrounding rock. However, these processes are among the most energy-intensive stages in mineral processing.

Energy Impact

Up to 50% of a mine's total energy consumption

Root Cause

Static control systems, equipment wear, and lack of real-time adaptability

Critical Pain Points

Excessive Energy Consumption

Comminution processes account for up to 50% of total mining energy usage, leading to skyrocketing operational costs.

Reduced Throughput

Static control systems fail to adapt to changing ore conditions, resulting in suboptimal processing rates.

Increased Maintenance Costs

Reactive maintenance approaches lead to unexpected downtime and expensive emergency repairs.

Higher Carbon Emissions

Inefficient energy usage contributes significantly to the environmental footprint of mining operations.

Why Optimization is Critical

Economic

Reducing energy costs by even 10-15% translates to millions in annual savings for large mining operations like NMDC.

Environmental

Lower energy consumption directly reduces carbon emissions, aligning with India's net-zero commitments and sustainable development goals.

Operational

Predictive maintenance and real-time optimization improve equipment lifespan, throughput, and overall operational reliability.

Who Benefits

NMDC & Mining Companies

Reduce operational costs and improve energy efficiency across crushing and grinding operations.

Process Engineers

Access real-time insights and predictive analytics to optimize equipment performance.

Ministry of Steel

Drive national sustainability goals and digital transformation in the mining sector.

Environment & Public

Contribute to reduced carbon emissions and sustainable mining practices.

Technology Stack

ComminuSense leverages cutting-edge technologies to deliver a robust, scalable, and secure solution:

Frontend & Visualization

Next.jsTailwind CSSRecharts & PlotlyWebSocket for live telemetry

Backend & API

FastAPI (Python)Express.js & Node.jsUvicornCelery & RedisREST & WebSocket endpoints

Databases

InfluxDB (Time-series)PostgreSQL (Relational)RBAC & Metadata management

ML Infrastructure

PyTorchscikit-learn & XGBoostMLflowBentoMLPandas & NumPy

Simulator & Digital Twin

SimPySciPy/NumPy surrogate modelsReinforcement Learning sandbox

IoT & Edge Computing

Mosquitto MQTT brokerRaspberry Pi / Industrial GatewayOPC-UA connector

Security & Compliance

Auth0TLS & JWTIEC-62443ISA-95 segmentation

DevOps & Monitoring

Docker & KubernetesGitHub Actions CIPrometheusGrafana & Loki

Transforming Mining Through AI

ComminuSense represents the future of sustainable, efficient mining operations. By harnessing the power of artificial intelligence, IoT, and digital twins, we're helping India's mining sector achieve operational excellence while reducing its environmental impact.