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Steel

Use Case: Caster Optimization for Surface Defect Reduction

Use this technical AI use case playbook to minimize surface defects during continuous casting by adaptively controlling casting parameters on a batch-by-batch basis in real time. Continuous casters can expect a 18% decrease in scrap rates, and up to 40% reduction in average surface crack lengths.

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Steel

Use Case: Electric Arc Furnace Temperature and Oxygen Forecasting

Use this technical AI use case playbook to establish precise control of EAF temperature and oxygen content to minimize tap variability and improve throughput. Expect to achieve optimal tap temperature faster, resulting in up to 1.5% increase in throughput.

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Chemicals

Use Case: Proactive Herbicide Quality Stabilization

Use this technical AI use case playbook to adapt to upstream process condition variation and proactively prevent adverse effects on glufosinate quality. This in-process optimization and real-time monitoring of production quality can increase production throughput by up to 15%.

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Chemicals

Use Case: Pesticide Batch Yield Maximization

Use this technical AI use case playbook to simultaneously optimize dozens of process condition to proactively maximize yield of pesticide production, while mitigating byproduct formation. Expect to improve yields by up to 10% per batch.

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Use Case: Caster Optimization for Surface Defect Reduction
Steel

Use Case: Caster Optimization for Surface Defect Reduction
Use Case: Electric Arc Furnace Temperature and Oxygen Forecasting
Steel

Use Case: Electric Arc Furnace Temperature and Oxygen Forecasting
Use Case: Proactive Herbicide Quality Stabilization
Chemicals

Use Case: Proactive Herbicide Quality Stabilization
Use Case: Pesticide Batch Yield Maximization
Chemicals

Use Case: Pesticide Batch Yield Maximization
Use Case: Vinyl Chloride Monomer Purity Forecasting
Chemicals

Use Case: Vinyl Chloride Monomer Purity Forecasting
Use Case: Polyethylene Production Optimization
Chemicals

Use Case: Polyethylene Production Optimization
Use Case: Batch Release Testing
Chemicals

Use Case: Batch Release Testing
Use Case: Ammonia Process Energy Minimization
Chemicals

Use Case: Ammonia Process Energy Minimization
Use Case: Flare Emissions Minimization
Chemicals

Use Case: Flare Emissions Minimization
Use Case: Cutter Stock Additive Minimization
Chemicals

Use Case: Cutter Stock Additive Minimization
Use Case: Induced Draft Cooling Tower Energy and Water Minimization
Chemicals

Use Case: Induced Draft Cooling Tower Energy and Water Minimization
Use Case: Heat Exchanger Maintenance Optimization
Chemicals

Use Case: Heat Exchanger Maintenance Optimization
Use Case: Catalyst Lifecycle Optimization
Chemicals

Use Case: Catalyst Lifecycle Optimization
Use Case: Golden Batch Analysis
Chemicals

Use Case: Golden Batch Analysis
Use Case: Fracture and Energy Minimization for Wire Drawing
Steel

Use Case: Fracture and Energy Minimization for Wire Drawing
Use Case: Continuous Process Soft Sensor
Chemicals

Use Case: Continuous Process Soft Sensor
Use Case: Fuel Rate Minimization
Steel

Use Case: Fuel Rate Minimization
Use Case: Ferroalloy Additive Minimization
Steel

Use Case: Ferroalloy Additive Minimization
How to Pick the Right Use Case for Machine Learning
Digitalization

How to Pick the Right Use Case for Machine Learning
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