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Portfolio / Category

Engineering and Simulation.

Process modelling, fluid mechanics, machine learning and industrial digital twins.

The implemented emissions app with one shared set of process inputs, independent CO and NOx model selectors, estimates and historical performance charts.Personal projectLuke Johnson · implemented application, captured during browser testing

Engineering verification / Mathematical modelling

Gas Turbine Emissions ML Study

An AI-assisted personal project exploring machine learning and data analytics to predict CO and NOx emissions from historical measured gas-turbine plant data. Data analysis, model creation, method verification and results validation come together in an interactive Python-based web application.

Halliburton early-production-facility visualisation with well-test equipment, pipework and a flare in an onshore layout.Customer relationshipImage: Halliburton · reference visualisation

Oil and gas

Halliburton

Led the Halliburton relationship, starting with Immersive 3D Multiplayer Surface Well Testing applications deployed via AWS, through to simulation-based FloConnect Engineering Verification. Account Manager, Project Manager, Simulation Engineer and 3D Development Manager.

Aerial reference photograph of gas-processing infrastructure at the Easington terminal complex on the East Yorkshire coast.Customer relationshipSite context: Equinor

Oil and gas / Dynamic process simulation

Centrica Energy Storage

Owned four major simulator projects and the long-term customer relationship, supporting Easington and Rough through changing plant configurations.

Compressor-curve photograph with the historic AMEC logo overlaid.Customer relationshipTSC Simulation photograph · historic AMEC logo via Wikimedia Commons

Oil and gas / Engineering verification

AMEC

Dynamic simulation and engineering studies commissioned by AMEC, covering gas-storage and compressor operability work.

The Stocksbridge 40-inch rolling mill processing a glowing steel workpiece.Client projectPhotography: Viktor Mácha

Steel manufacturing / Laser scanning

Liberty Steel Stocksbridge

Led the plant-scanning team and digital-twin delivery, and built a mathematical rolling-mill proof of concept within the InTiFi industrial digitalisation programme.

Aerial concept rendering of Highview Power’s CRYOBattery facility, showing tall storage vessels, process buildings and interconnected pipework.Client projectCRYOBattery concept rendering · TSK 2021 Annual Report, pages 10–11

Energy storage / Engineering verification

Highview Power BLU CRYOBattery

Led 3D development and worked hands-on in Unity to connect Highview Power’s proposed Carrington plant with dynamic simulation and industrial controls.

Generic diagram of upstream and downstream gas-pressure nodes linked by a pipe-friction flow item configured with length, diameter and roughness.Internal developmentMethod illustration by Luke Johnson

Oil and gas / Engineering verification

Pipe Friction and Pressure-Drop Modelling

Owned development and simulator testing of a C-based SimEdit pipe-friction item, revisiting modelling assumptions to represent pressure loss and gas flow more accurately.