Lars Hellemo

Lars Hellemo is a Senior Research Scientist at SINTEF, working on optimization and decision support, mainly in the energy and health care sectors.

Talks:

12:40 UTC

SparseVariables - Efficient sparse modelling with JuMP

07/27/2022, 12:40 PM12:50 PM UTC
JuMP

Industry scale optimization problems are often large and sparse, and problem construction time can rival solution time. The default containers and macros in JuMP present some challenges for this class of problems, in particular some performance gotchas.

We present SparseVariables.jl for simple sparse modelling, and demonstrate performance and conciseness with a supply chain optimization example, benchmarking both problem construction time and LOC for multiple modelling approaches.

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Invenia LabsBeacon BiosignalsMetalenzASMLG-ResearchConningPumas AIQuEra Computing Inc.Jeffrey Sarnoff

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