Manhattan distance generalization

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For a research I'm working on I'm trying to find a satisfying heuristic that is based on Manhattan distance which can work with any problem and domain as an input. Which is also known as domain-independent heuristic. For now, I know how to apply Manhattan distance on a grid based problems. Can someone give a tip how to generalize it to work on every domain and problem and not just grid based problems?

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