Predict the fault. Prevent the burst.
PipeGuard ML is an intelligent early-warning concept that identifies abnormal pipeline behaviour before it becomes a costly failure.
Predict the fault. Prevent the burst.
PipeGuard ML is an intelligent early-warning concept that identifies abnormal pipeline behaviour before it becomes a costly failure.
01 / THE PROBLEM
Failures rarely happen without a warning.
Industrial pipelines continuously produce signals. Pressure variations, flow irregularities, temperature shifts and vibration patterns can reveal developing faults—but only if the patterns are identified in time.
Our project explores how machine learning can transform these process measurements into an actionable early-warning system for chemical plants.
01 / THE PROBLEM
Failures rarely happen without a warning.
Industrial pipelines continuously produce signals. Pressure variations, flow irregularities, temperature shifts and vibration patterns can reveal developing faults—but only if the patterns are identified in time.
Our project explores how machine learning can transform these process measurements into an actionable early-warning system for chemical plants.
02 / THE TEAM
Five engineers
One shared system.
A multidisciplinary undergraduate team connecting chemical engineering fundamentals, process safety and machine learning.
02 / THE TEAM
Five engineers
One shared system.
A multidisciplinary undergraduate team connecting chemical engineering fundamentals, process safety and machine learning.
Dulmini Wijerathna
Project Lead & Process Systems Research
Bsc ( Hons ) Chemical and Process Engineering
Niyas Abdulla
Project Management, Stretogy & IT Lead
Bsc ( Hons ) Chemical and Process Engineering
Dinasi Hirunima
Process Systems & Research
Bsc ( Hons ) Chemical and Process Engineering
Ruzayn Ahmed
Machine Learning & Data Lead
Bsc ( Hons ) Computer Science & Engineering
Dulmini Wijerathna
Project Lead & Process Systems Research
Bsc ( Hons ) Chemical and Process Engineering
Niyas Abdulla
Project Management, Stretogy & IT Lead
Bsc ( Hons ) Chemical and Process Engineering
Ruzayn Ahmed
Machine Learning & Data Lead
Bsc ( Hons ) Computer Science & Engineering
Dinasi Hirunima
Process Systems & Research
Bsc ( Hons ) Chemical and Process Engineering
03 / RAW WIREFRAMES
From rough thinking to a usable system
Early planning document the team’s design logic before integration and model integration.
03 / RAW WIREFRAMES
From rough thinking to a usable system
Early planning document the team’s design logic before integration and model integration.
04 / PROJECT REPORTS
Research, decisions and
engineering proof.
A transparent record of the work behind the model—from early sketches to final evaluation.
04 / PROJECT REPORTS
Research, decisions and
engineering proof.
A transparent record of the work behind the model—from early sketches to final evaluation.
