Successive shortest paths
Abstract view
Definition:
- For a node [math]\displaystyle{ v\in V }[/math], let [math]\displaystyle{ \Delta f(v):=\sum_{w:(v,w)\in A}f(v,w)-\sum_{w:(w,v)\in A}f(w,v) }[/math].
- The imbalance of a node [math]\displaystyle{ v\in V }[/math] is defined as [math]\displaystyle{ I_f(v):=\Delta f(v)-b(v) }[/math].
- The imbalance of a node [math]\displaystyle{ v\in V }[/math] is underestimating if [math]\displaystyle{ 0\leq \Delta f(v)\leq b(v) }[/math] or [math]\displaystyle{ 0\geq\Delta f(v)\geq b(v) }[/math].
- The total imbalance of [math]\displaystyle{ f }[/math] is the defined as [math]\displaystyle{ \sum_{v\in V}|I_f(v)| }[/math].
Invariant:
- The capacity constraints are fulfilled, that is, [math]\displaystyle{ 0\leq f(a)\leq u(a) }[/math] for all [math]\displaystyle{ a\in A }[/math].
- There is no negative cycle in the residual network of [math]\displaystyle{ f }[/math].
- The imbalance of every node is underestimating.
Variant: The total imbalance strictly decreases.
Break condition: The imbalances of all nodes are zero.
Induction basis
Abstract view: Start with the zero flow.
Proof: Obvious.
Induction step
- In the residual network of [math]\displaystyle{ f }[/math], find a shortest path [math]\displaystyle{ p }[/math] from the set of nodes [math]\displaystyle{ v\in V }[/math] with [math]\displaystyle{ I_f(v)\lt 0 }[/math] to the set of nodes [math]\displaystyle{ w\in V }[/math] with [math]\displaystyle{ I_f(v)\gt 0 }[/math].
- Let [math]\displaystyle{ v_0 }[/math] be the node where [math]\displaystyle{ p }[/math] actually starts and [math]\displaystyle{ w_0 }[/math] the node where [math]\displaystyle{ p }[/math] actually ends.
- Let [math]\displaystyle{ \varepsilon\gt 0 }[/math] denote the minimum of [math]\displaystyle{ |I_f(v_0)| }[/math], [math]\displaystyle{ I_f(w_0)\gt 0 }[/math], and the residual capacities of all arcs on [math]\displaystyle{ p }[/math].