Understanding the Scale of Operation in Power Petrochemicals
The petrochemical industry operates on a vast scale, encompassing various processes and facilities. Here are key aspects related to the scale of operation.
Operational Assets and Process Engineering:
Process engineering involves designing, optimizing, and managing the chemical processes that transform raw materials into valuable products.
Scale of operation refers to the size and capacity of petrochemical facilities, such as refineries, crackers, and polymerization units.
Advanced Analytics and Machine Learning:
Over the past few years, advanced analytics and machine learning have revolutionized the industry.
These technologies can spur a step change in operational and financial performance.
Leadership Commitment and High-Impact Use Cases:
Successful adoption of advanced analytics requires leadership commitment.
Identifying high-impact initial use cases is crucial. These use cases demonstrate the value of analytics.
Relevant use cases span both operations (yield improvement, throughput enhancement) and commercial (pricing optimization, market data integration).
Data Availability and Expertise:
Power Petrochemical already possess significant amounts of data:
Data collected from analyzers and sensors.
Regular calibration ensures data quality.
Engineers and operators well versed in data language and optimization through process-control technologies.
High-frequency, high-quality data facilitates advanced analytics.
Challenges and Opportunities:
Challenges:
Cyclical Industry: Petrochemicals face market volatility and pricing fluctuations.
Product Diversification: Expanding the product profile.
Profitability Margins: Maintaining margins good enough for stability and growth of our firm.