Gale’s theorem on flows with convex costs

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Gale’s theorem on flows with convex costs is a fundamental result in mathematical optimization and network flow theory that characterizes optimal flows in networks when the cost functions on edges are convex rather than linear.

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Predicate Object
instanceOf mathematical theorem
result in mathematical optimization
result in network flow theory
appliesTo flows in networks
assumes convex cost functions defined on edge flows
convex cost functions on edges
feasible flow satisfying flow conservation constraints
characterizes optimal flows in networks with convex costs
clarifies relationship between primal flow variables and dual node potentials
concerns existence of optimal flows
structure of optimal flows
context cost minimization subject to flow constraints
finite directed networks
ensures existence of optimal solutions under convexity and feasibility assumptions
field mathematical optimization
network flow theory
operations research
generalizes minimum-cost flow theory with linear costs
implies existence of dual variables associated with nodes or edges
optimality conditions for convex-cost flows
influenced development of polynomial-time algorithms for convex-cost flows
subsequent work on convex network optimization
namedAfter David Gale NERFINISHED
provides necessary and sufficient conditions for optimality of a flow under convex costs
relatedTo Kuhn–Tucker optimality conditions NERFINISHED
Lagrangian duality
convex network flow problem
minimum-cost flow problem
potential function methods in networks
usedIn design of algorithms for convex-cost network flows
economic equilibrium models on networks
telecommunication network design with congestion costs
transportation and logistics optimization with nonlinear costs
uses convex analysis
duality theory
potential functions on nodes

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David Gale notableWork Gale’s theorem on flows with convex costs