02 Sep 2026
Mining and Metals
Why data quality is the real AI challenge in the mining industry
Insights
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Artificial intelligence (AI) is playing an increasingly important role in the mining industry. Predictive maintenance for critical equipment, energy optimization, improved metallurgical recovery, asset monitoring and process anomaly detection are just a few of the many applications with significant potential benefits.However, when an AI project fails to deliver the expected results, the problem rarely lies with the algorithms themselves.In our experience, the main obstacles are usually related to data quality, availability and structure. Even the most sophisticated models cannot produce reliable recommendations if the data they rely on is incomplete, inconsistent or difficult to use.Before we talk about artificial intelligence, we first need to talk about data.
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06 Jul 2018Power and RenewablesEverything you need to know about arc-flash hazard analyses
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Joel Sourceaux, P.Eng.
Principal Engineer, Electrical - Power Systems, Protection and Control
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Dominic Dubreuil, P.Eng.
Electrical Engineer
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Rémi Hallé, P.Eng.
Senior Engineer, Electrical - Power Systems, Protection and Control
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Pierre Girard, P.Eng.
National Practice Leader, Electrical
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Pierre Girard, P.Eng.
National Practice Leader, Electrical
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Lyne Ricard, P.Eng.
Senior Consulting Expert, Advanced Fuels and Chemicals
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Michel Ruel, P.Eng.
Expert, Process Control
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Maurice Brisson, P.Eng., M.A.Sc.
Senior Consulting Expert, Power System Planning
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Aaron Mc Loughlan
Electrical Engineer-in-Training (EIT)
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Hugues Châteauneuf, P.Eng.
Senior Consulting Expert, Ventilation, Hazardous Locations, Explosion Hazards
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Pierre Girard, P.Eng.
National Practice Leader, Electrical
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Senior Engineer, Electrical - Power Generation and Apparatus
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Principal Engineer, Electrical - Power Generation and Apparatus
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Hugues Châteauneuf, P.Eng.
Senior Consulting Expert, Ventilation, Hazardous Locations, Explosion Hazards
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Maurice Brisson, P.Eng., M.A.Sc.
Senior Consulting Expert, Power System Planning
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Hugues Châteauneuf, P.Eng.
Senior Consulting Expert, Ventilation, Hazardous Locations, Explosion Hazards
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05 Apr 2016Other industriesTo read part 2 of our blog article about managing explosion hazards of combustible dust more effectively, click here. Few people are aware of fires and explosions caused by combustible dust, yet they occur regularly in the industrial sector. These types of accidents have caused more than 119 deaths and 700 injuries in the U.S. since 1990 (1). In 2012, two explosions occurred within a few weeks of each other at two British Columbian sawmills, resulting in four dead and 40 injured. On August 2, there was an explosion at a car parts factory, a subcontractor of General Motors located in Kunshan in the Chinese province of Jiangsu. This explosion killed 75 and injured 200.Combustible dust: controlling the risk of explosion – Part 1
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Hugues Châteauneuf, P.Eng.
Senior Consulting Expert, Ventilation, Hazardous Locations, Explosion Hazards
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14 Mar 2016Power and RenewablesDistrict heating: Steam system optimization or hot water conversion?
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Réal Olivier, P.Eng.
Engineering Graduate, Energy and Air Quality
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Joël Kapusta, Ph.D.
Senior Consulting Expert, Sonic Injection and Pyrometallurgy
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Serge Naud, P.Eng.
Engineer, Process Control
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