Resolving Unplanned Shutdowns in a Pasteurization Unit
All industries (iuc), Inspirational Use Cases, Use Cases PDF Plant Manager, Process Engineer Beginner Asset, Asset Reliability, Continuous, Downtime Reduction, Operational Performance, Quality Improvement, Sustainability, Waste Reduction Asset, Continuous Food & Beverages, Pharmaceutical Food & Beverages Use CaseDetecting Water System Leaks in a Solar Plant-Rankine Cycle
All industries (iuc), Inspirational Use Cases, Use Cases PDF Plant Manager, Process Engineer Beginner Asset, Asset Reliability, Continuous, Continuous Improvement, Operational Performance, Quality Improvement, Waste Reduction Asset, Continuous Energy, Utilities Energy, Power Generation Use CaseCreating 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.
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.
Condition-Based Monitoring of Pygas Stripper in a Steam Cracker
Inspirational Use Cases, Oil-and-gas (iuc), Use Cases PDF Plant Manager, Process Engineer Advanced Asset, Continuous Improvement, General, Operational Performance, Predictive Maintenance, Quality Improvement Asset Chemical Generic, Oil & Gas Use CaseEngineers used TrendMiner to create condition-based monitoring of fouling in a Pygas stripper so they knew the right time to clean.
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.
Finding the Right Time to Clean Aeration Elements
Inspirational Use Cases, Use Cases, Water & wastewater (iuc) PDF Data Scientist, Plant Manager, Process Engineer Beginner Asset, Continuous, Downtime Reduction, General, Net-Zero Operations, Operational Performance, Predictive Maintenance, Quality Improvement, Sustainability Asset, Continuous Water & Wastewater Water & Wastewater Use CaseEngineers used TrendMiner to learn when to clean the aeration elements used in biological wastewater treatment despite a high variance of variables.
This chemical company used TrendMiner to find a hidden relationship between organic acids and wastewater quality after a certain time frame.
This plant lost 25% of the particles that dropped through its prill tower until engineers discovered while using TrendMiner that cooler temperatures made a better product.