Solution: Optimize Water Distribution in a Village
Explore how to use the Union Find data structure to solve a water distribution problem by creating an optimal network of wells and pipes. Understand the process of modeling houses and connections as a graph, applying sorting and union operations to find the minimum total cost for water supply. This lesson helps you master graph connectivity and cost optimization through practical algorithm implementation and complexity analysis.
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Statement
There are
Build a well directly at a house: The costs for building wells are given in the wells array, where
wells[i - 1]represents the cost to build a well at housei(houses are numbered fromto , but the array is 0-indexed). Lay water pipes to connect two houses: Allowing one to receive water from the other. The costs for building these connections are given in the
pipesarray. Each pipe entry is written as[house1, house2, cost], meaning it costs to construct a pipe connectinghouse1andhouse2. The connection is two-way (water can flow in both directions).
In the given data, multiple pipe entries may connect the same pair of houses, but with different costs. Each entry represents an available option; you may choose the most cost-effective one.
Your task is to determine the minimum total cost to ensure every house gets access to water, either by building a well directly at it or connecting it via pipes to another house with access to water.
Constraints: