Computational network design from functional specifications

Chi-Han Peng, Yongliang Yang, Fan Bao, Daniel Fink, Dong-Ming Yan, Peter Wonka, Niloy Mitra

Research output: Contribution to journalArticle

20 Citations (Scopus)
18 Downloads (Pure)

Abstract

Connectivity and layout of underlying networks largely determine agent behavior and usage in many environments. For example, transportation networks determine the flow of traffic in a neighborhood, whereas building floorplans determine the flow of people in a workspace. Designing such networks from scratch is challenging as even local network changes can have large global effects. We investigate how to computationally create networks starting from only high-level functional specifications. Such specifications can be in the form of network density, travel time versus network length, traffic type, destination location, etc. We propose an integer programming-based approach that guarantees that the resultant networks are valid by fulfilling all the specified hard constraints and that they score favorably in terms of the objective function. We evaluate our algorithm in two different design settings, street layout and floorplans to demonstrate that diverse networks can emerge purely from high-level functional specifications.
Original languageEnglish
Article number131
Pages (from-to)1-12
Number of pages12
JournalACM Transactions on Graphics
Volume35
Issue number4
Early online date4 Jul 2016
DOIs
Publication statusPublished - 31 Jul 2016

Fingerprint Dive into the research topics of 'Computational network design from functional specifications'. Together they form a unique fingerprint.

  • Projects

    Cite this

    Peng, C-H., Yang, Y., Bao, F., Fink, D., Yan, D-M., Wonka, P., & Mitra, N. (2016). Computational network design from functional specifications. ACM Transactions on Graphics, 35(4), 1-12. [131]. https://doi.org/10.1145/2897824.2925935