ESG-AI Models
Developing AI-driven ESG compliance and impact assessment models for maritime operations.
Overview
ESG-AI Models leverage AI to automate compliance checks, assess environmental and social impact, and streamline sustainability reporting for maritime stakeholders. These models analyze operational, sensor, and regulatory data to provide actionable ESG metrics aligned with global standards like IMO, EU MRV, and Poseidon Principles.

Objectives
Focused goals of the research
Automated ESG Compliance
Monitor and report compliance with environmental regulations such as MARPOL and EEXI automatically.
Sustainability Impact Scoring
Quantify the environmental and social impact of fleet operations using real-time and historical data.
Carbon & Emission Auditing
Generate accurate, verifiable carbon footprint and emission profiles for each voyage or asset.
Methodology
Step-by-step approach driving our exploration
Ingest data from AIS, fuel logs, sensors, and regulatory APIs.
Classify operations using AI models for emissions and safety categorization.
Map voyage profiles against ESG frameworks (EU MRV, CII, SEEMP, etc.).
Use NLP to extract insights from textual audit and port reports.
Deploy scoring engines to generate ratings across E, S, and G dimensions.
Applications
Where our research is making an impact
Real-Time Compliance Dashboards
Allow fleet managers to track MARPOL and MRV breaches instantly.
ESG Report Generators
Auto-generate audit-ready reports for stakeholders and regulators.
Carbon Risk Scoring
Support green finance and insurance models with verifiable emissions data.
Collaborators & Partners




Findings & Insights
Automated compliance reporting reduced manual effort by 72%.
Voyage-level emissions tracking showed 96% correlation with onboard records.
ESG-AI detected 34% more compliance deviations than rule-based systems.
Green financing eligibility metrics were improved by 41% in trials.
Fleet-wide sustainability scores led to better charter negotiation outcomes.
Publications & Citations
AI in Maritime ESG Compliance – Marine Policy Insights 2024
Abstract and link details here…
Deep Learning for Emissions Profiling – Environmental AI Review 2023
Abstract and link details here…
Benchmarking ESG Impact in Shipping – Poseidon Tech 2022
Abstract and link details here…
Maritime NLP Applications in ESG – Journal of Sustainable Computing 2024
Abstract and link details here…
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