Free-form Regression Modelling

Service Description

FXC Reference Number: TICH252172 AI-enhanced climate-energy-technology simulation models play a critical role in planning for a net-zero future. These models integrate data on climate systems, energy supply and demand, technology adoption, and market responses. However, their complexity often makes them difficult to apply in real-world decision-making. This service addresses that challenge by developing a "model of the model"— a streamlined, interpretable representation of complex simulations. Using genetic programming, a specialised AI technique, we generate structured equations that capture key relationships within the data. These equations predict critical outcomes — such as the cost of energy transitions by 2050 — as functions of factors like climate response and market sensitivity. Unlike traditional regression models, this approach captures non-linear relationships while remaining transparent and interpretable for decision-makers in policy and industry. Why Choose This Service? • Captures Complex Relationships: Goes beyond standard regression to model dynamic, non-linear interactions in energy and climate systems. • Interpretability: Unlike some AI-based approaches, these equations are explicitly designed to be readable and actionable. • Optimised for Decision-Making: Provides structured insights that support evidence-based policymaking and strategic planning. What’s Included? • Goal-Setting & Data Review: One-to-one sessions to define objectives and assess available data. • Baseline Analysis: Computational runs to establish performance benchmarks with standard regression methods. • Genetic Programming-Based Modelling: AI-driven regression models developed for accuracy, robustness, and interpretability. • Results Presentation & Q&A: A detailed discussion on key findings, model performance, and influential variables. • Next Steps Consultation: Guidance on data visualisation, further analysis, or refinement. • Final Report: A structured summary including publication-quality visuals, equations, and results. This service is designed for: • Enterprise & Public Organisations looking to enhance data-driven decision-making in climate and energy policy. Service Provider Expertise: • This service is delivered by leading experts in AI-driven modelling, computational intelligence, and high-performance computing. #DataModelling #DataAnalytics #MLApplications #PredictiveAnalytics #AIIntegration #Data-drivenDecisionMaking #TechValidation #TechAssessment