Marina Lin

Marina Lin developed a carbon-aware ant colony system that optimizes generalized traveling-salesperson routes while balancing transportation costs and carbon emissions. Her coauthored research was published in *Scientific Reports*, and the project was recognized in the 2025 Regeneron Science Talent Search.

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Harvard University

BA in Computer Science

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arxiv.org

A Carbon Aware Ant Colony System (CAACS)

Marina Lin and Laura P. Schaposnik’s research preprint develops a routing algorithm that balances transportation cost and carbon emissions, with benchmark experiments and examples involving road networks, deliveries and connecting flights.

Writing

pmc.ncbi.nlm.nih.gov

A carbon aware ant colony system for the sustainable generalized traveling salesman problem

Read the published research on an algorithm for planning transportation routes that balances carbon emissions and cost.

Writing

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Marina Lin

Harvard University

Products & media

A Carbon Aware Ant Colony System (CAACS)

A carbon aware ant colony system for the sustainable generalized traveling salesman problem

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