(300d) Heuristics with Performance Guarantees for the Minimum Number of Matches in Heat Recovery Networks
AIChE Annual Meeting
2017
2017 Annual Meeting
Computing and Systems Technology Division
Multiscale Systems Engineering I - In Honor of Professor Christodoulos A. Floudas (Invited Talks)
Tuesday, October 31, 2017 - 8:56am to 9:13am
We investigate the minimum number of matches subproblem of the sequential method. This subproblem is an NPâhard mixed-integer linear program (MILP) exhibiting: combinatorial explosion in the possible hot and cold stream configurations and symmetric mathematical structure creating unnecessarily large search trees [10, 11, 12]. Because the minimum number of matches subproblem still poses computational difficulty for moderately-sized networks [13], we develop provably efficient approximation algorithms with guaranteed solution quality and run-time bounds.
Previous work achieves a 2-approximation ratio for a single temperature interval and a non-constant approximation ratio for multiple temperature intervals scaling with the number of hot and cold streams [14]. This presentation develops new approximation algorithms with improved performance guarantees and proves their tightness. In the sequential method, many possible stream configurations are required to evaluate the minimum overall cost. So a complementary contribution of this presentation is developing (provably) efficient algorithms producing multiple solutions. The proposed algorithms and novel MILP formulations are validated experimentally.
We close the presentation by reflecting on the tremendous contribution of Professor Christodoulos A. Floudas to both the algorithmic methodology and practical application of process systems engineering. We show that Professor Floudas' legacy, which is integral to this current work, also offers a fruitful path to the future of multiscale systems engineering.
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