The document proposes the Sustainable Urban Biofuel Network (SUBNET) which would convert abandoned or underutilized buildings in cities into indoor vertical algae farms to produce aviation biofuels. The SUBNET aims to address issues with fossil fuel use by airlines by enabling sustainable biofuel production without competing for land. It would utilize advanced hydroponic farming techniques with an estimated yield over 5,000 gallons of fuel per acre. The SUBNET could provide environmental, economic and social benefits while demonstrating a new approach to biofuel production in urban areas. An initial proof of concept is proposed in the Chicago area near O'Hare airport.