How does a 2-Opt swap work to improve a route?
A 2-Opt swap improves a route by selecting two edges in the current route, removing them, and reconnecting the four endpoints in a different way to form a new, valid cycle. This operation is particularly effective at eliminating self-intersections in a route, thereby reducing the total distance.
Conditions
- Requires an existing valid TSP route.
- Involves selecting two distinct edges.
- The reconnection must produce a single valid cycle.
Reasoning, step by step
- Identify two edges in the current route that can be swapped.
- Remove the two selected edges.
- Reconnect the four endpoints of the removed edges in a different configuration.
- Verify that the new configuration forms a valid single cycle.
- Calculate the new total distance to confirm improvement.
Example
The video shows a 2-Opt swap being applied to a self-crossing greedy route, successfully eliminating the intersection and reducing the total distance from 8969 km to 8570 km.
Common misconceptions
- Believing that a 2-Opt swap can only be applied to routes generated by the Greedy Algorithm.
- Assuming that any random reconnection of two edges will always improve the route.
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