Within four hours of using TrendMiner, chemical engineers learned why a batch reactor produced some batches at a lower quality than others.
Process experts used TrendMiner to identify inlet and steam flow timeframes and help control steam loss in a two-part filtration process.
Creating an Anomaly Detection Model to Prevent Plant Shutdown
All industries (iuc), Chemicals (iuc), Inspirational Use Cases, MLHub (icu), Use Cases PDF Data Scientist, Plant Manager, Process Engineer Advanced Continuous Improvement, Cost Reduction, Downtime Reduction, Increase Yield, Machine Learning, Operational Performance, Predictive Maintenance, Quality Improvement, Waste Reduction Continuous, Machine Learning Chemical, Data Science - Cross-industry Chemicals, Data Science Use CaseLearn how you can use self-service analytics software to reduce downtime by setting up anomaly detection models.
Calculating the Steam Balance to Monitor & Alert Network Deviations
Energy, Inspirational Use Cases, Use Cases PDF Plant Manager, Process Engineer Advanced Asset, Continuous Improvement, Cost Reduction, Downtime Reduction, General Asset Chemical, Energy, Utilities Chemicals, Energy, Generic, Power Generation Use CaseBefore starting a root cause analysis to set up new monitors and alerts, engineers used TrendMiner to calculate steam balance.
Creating Contextual Prescriptions from the Root Cause Analysis of a Sulfur Recovery Unit
Inspirational Use Cases, Oil-and-gas (iuc), Use Cases PDF Data Scientist, Plant Manager, Process Engineer Advanced Asset, Asset Reliability, Continuous Improvement, Net-Zero Operations, Operational Performance, Predictive Maintenance, Quality Improvement, Sustainability Continuous Chemical, Energy, Oil & Gas, Utilities Chemicals, Oil & Gas, Power Generation Use CaseA drop in sulfur recovery could have environmental and regulatory effects, so engineers used TrendMiner to save this solution for the future.
Developing Energy Balance Models for Condition-Based Monitoring
Chemicals (iuc), Inspirational Use Cases, Use Cases PDF Plant Manager, Process Engineer Advanced Continuous Improvement, Net-Zero Operations, Operational Performance, Predictive Maintenance, Quality Improvement, Sustainability Continuous Chemical, Oil & Gas Chemicals, Energy, Oil & Gas Use CaseThis petrochemical plant used TrendMiner to create energy balance models and determine when 17 bar steam consumption was excessive.
Preventing Emergency Shutdown in a Low- Density Polyethylene Reactor
Chemicals (iuc), Inspirational Use Cases, Use Cases PDF Plant Manager, Process Engineer Beginner Asset, Continuous, Continuous Improvement, Downtime Reduction, Operational Performance Continuous Chemical, General Chemicals, Generic Use CaseWhen a low-density polyethylene reactor suddenly shutdown after maintenance, engineers used TrendMiner to determine it was human error.
Engineers used TrendMiner to find the root cause of waste gas emission spikes quickly, which improved safety and helped the company achieve net-zero operations.
When a plant suffered from coking problems and shutdowns as its product cooled, engineers used TrendMiner to determine how to keep the factory operational.
Using TrendMiner features, chemical engineers can forecast the normally unpredictable useful life of a catalyst bed for more accurate production scheduling.
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- Achieve Better Operational Storytelling with a Connected Factory8 April 2024 - 15:44
- New Event Analytics Capabilities, Custom Calculations, and Better Operational Agility – Welcome to TrendMiner 2024.R11 April 2024 - 17:43
- Navigating the IT/OT Convergence in Pursuit of a Smart Factory12 March 2024 - 10:11