Industrial AI for metals & mining

Resolving Conundrums with Optimisation

Tools for Advanced Data Collection and Creation of Optimisation Solutions

Process-flow diagram
The platform is configured to core manufacturing processes for the rapid adaptation of algorithms to equipment reconfigurations via a user interface
Dashboards
The dashboard configuration tool supports highly individualised user interfaces that prioritise the data required for specific processes
Expanding usable data
The Conundrum platform has tools to quantify, annotate, and transform previously unmeasurable sources of useful data
Process-flow diagram
The platform is configured to core manufacturing processes for the rapid adaptation of algorithms to equipment reconfigurations via an user interface
Dashboards
The dashboard configuration tool supports highly individualised user interfaces that prioritise the data required for specific processes
Expanding usable data
The Conundrum platform has tools to quantify, annotate, and transform previously unmeasurable sources of useful data

Advantages of the Platform

Data at a glance, ready-to-use app modules, and digital twins for manufacturing operations

Making production optimisation faster and cheaper

Making production optimization faster and cheaper
Intuitive, adjustable dashboards offer useful data in real time helping reveal process issues before they become problems.

Making data actionable

Making data actionable
The robust Conundrum API can be accessed and adjusted by internal and external DS and ML teams.

Freedom to choose developers and contractors

Freedom to⦁choose developers and contractors
Conundrum tools are compatible with all sources and formats of data and optimisation models

Uniform architecture

Uniform architecture
Algorithms tuned to individual processes "see" each other to maximise efficiency along the entire production chain

End-to-end optimisation

End-to-end optimization
ML models are synced with discrete assemblies of production equipment instead of the entire manufacturing circuit allowing for rapid reconfiguration through the user interface

Rapid adaptation to reconfigurations in production

Rapid adaptation to reconfigurations in production

Cases

+0.9% improved performance of grinding circuit
(Au)

Prevention of mill overload

+2.6% increase in throughput
(Cu, Fe)

Optimisation of AG mill control

+0.7% increase in throughput
(Cu, Fe)

Optimisation of feeders control

+0.68% increase in recovery
(Cu, Ni, Pd)

Optimisation of flotation circuit

— 15% variability Ni in metal
(Ni, Fe)

Smelting optimisation

+2.8% increase in average throughput
(Pt)

Optimisation of crushing circuit

Optimisation Solutions

Increased recovery rates and stabilised concentrate grade

Flotation

Grinding
Optimal control under conditions of variation in ore size and quality for improved mill throughput by prevention of overloads and downtime

Grinding

Stabilisation of the crushing circuit, including anticipation of the volume and quality of ore coming from bunkers and stockpiles

Crushing

Industrial AI for metals & mining
Copyright © Conundrum Industrial Limited, 2022
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CONUNDRUM INDUSTRIAL LIMITED,
Merlin Place, Milton Road, Cambridge, United Kingdom, CB4 0DP
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