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Industrial AI for Metals & Mining

Revolutionising
Metals and Minerals Processing with
the Power of AI-Driven Process Control

Tools for Advanced Data Collection and Creation of AI Driven Process Control 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% increase in throughout of grinding circuit
(Au)

Prevention of mill overload

+2.9% increase in throughput
-2% decrease in energy cost per ton
(Cu, Fe)

Optimisation of AG mills control

+0.7% increase in throughput
(Cu, Fe)

Optimisation of feeders control

+2.5% increase in recovery
(Cu, Ni)

Optimisation of flotation circuit

+2.6% increase in throughput
(Pt)

Optimisation of crushing circuit

4.6% Ni decrease in slag, 0.2% NI increase in product
(Ni, Fe)

Smelting optimisation

AI powered process control solutions

Increases recovery rates and stabilises concentrate grade

Flotation

Grinding
Boosts throughput of grinding circuit and prevents mills overloads under condition of varying ore size and hardness

Grinding

Increases throughput of crushing circuit while keeping PSD in desirable range

Crushing

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