smart communal heating and electricity
The Problem: The Economics of District Decarbonization As the UK phases out fossil-fuel heating to meet strict Net Zero building standards, large-scale urban regenerations face a critical infrastructure challenge. For the Dundee Waterfront greenfield development, the objective was to design a district-scale energy system that completely eliminated operational reliance on legacy gas boilers. The engineering challenge was determining the exact tipping point where the massive capital expenditure of a centralized district heating network becomes less economically viable than decentralized, building-level solutions.
The Approach: Spatial Modeling & Algorithmic Optimization To avoid arbitrary design choices, the project utilized AIMMS to build a Mixed Integer Linear Programming (MILP) optimization model, processing spatial limits, seasonal thermal variations, and market volatility to find the ultimate cost-minimized architecture.
Techno-Economic System Modeling: Programmed the MILP model to balance the capital (CAPEX) and operational (OPEX) costs of multiple technologies (Biomass CHP, GSHP, ASHP, Solar PV, and Solar Thermal) against localized seasonal energy demands.
Spatial Network Topology: Abstracted the 38,000 sq. ft. development into a spatial grid to calculate exact pipeline infrastructure costs (£1,000/m). The algorithm autonomously determined whether to connect a building to the central thermal grid or isolate it based on local heat-load density.
Commercial Sensitivity Analysis: Stress-tested the optimized network against fluctuating market variables. Modeled how variations in grid electricity prices fundamentally shift the district's "make vs. buy" strategy and dictate the viability of combined heat and power systems.
The Outcome: A Highly Profitable, Hybrid Infrastructure Asset
The algorithm successfully proved that a binary choice between "all-centralized" or "all-decentralized" systems is financially inefficient, delivering a hybrid commercial blueprint.
The Hybrid Topology: Engineered a centralized district heating "spine" powered by a 6.0 MW Biomass CHP plant to serve high-density anchor loads (hospitals, shopping centers). Conversely, the model actively restricted pipeline expansion to the lower-density residential fringes, servicing them with 2.4 MW of decentralized Air Source Heat Pumps (ASHPs) to prevent unrecoverable infrastructure costs.
Strategic Value-Stacking: Maximized available roof space to deploy 31.6 MW of Rooftop PV. This effectively turned the district into an urban solar farm, utilizing high-margin grid exports to heavily subsidize the capital cost of the heating network.
Environmental & Financial Returns: Delivered a highly bankable infrastructure proposal yielding an 84.7% reduction in operational CO2 emissions, a projected Internal Rate of Return (IRR) of 15%, and a Net Present Value (NPV) of £37.8 Million over a 25-year lifecycle.