Overhaul of Global Mining Logistics: A Deep Dive into Intelligent Transportation Systems Optimization
A global mining company encountered substantial challenges due to delays in transporting ore and other operational inefficiencies. The extensive fleet of transportation equipment and the intricate nature of mining operations made real-time tracking a daunting task, leading to disruptions and financial losses.
The client faced financial hurdles stemming from delays in ore transportation and sought a solution to enhance the efficiency of their mining operations. The complexity of the massive transportation equipment used and the intricacies of the mining process made real-time tracking challenging, necessitating intervention to minimize interruptions and financial losses.
In collaboration with the client's management team, our team devised a comprehensive solution involving the establishment of a Center of Excellence:
Center of Excellence Establishment: We set up a dedicated Center of Excellence to collaboratively design and deliver a solution addressing the specific challenges faced by the mining company.
Sensor Data Gathering: Deploying sensors across the global fleet of mobile equipment to collect real-time data on location, movement, load, usage, speed, and efficiency. This comprehensive data collection provided insights into the entire transportation cycle.
Algorithmic Analysis with Machine Learning: Applying advanced machine learning algorithms to analyze the collected sensor data. This facilitated the development of a dashboard for real-time monitoring and benchmarking at various stages of the transportation cycle, ensuring optimal use of equipment.
Cloud-Based AI Analytics: Implementing a cloud-based AI analytics solution to empower mine operators to monitor throughput and efficiency. The solution provided insights into the root causes of lower yields on a near real-time basis, facilitating proactive decision-making to address operational challenges.
Pilot Implementation: Conducting a pilot phase at three different mine sites to refine and validate the solution. The success of the pilot paved the way for the global extension of the solution in its second phase.