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Because it best fits the experimental data. From a layman's perspective (the layman being me, not necessarily you), the reasoning is thus:

Heisenberg's Uncertainty Principle states that we cannot know both the position and the trajectory of a particle, because in the act of observing the particle we will have altered at least one of those qualities.

What we can then deduce about the position of an electron (its 'orbit,' if you will) is not a precise set of values but a range of probabilities as to where that electron will be at a given point in time.

That range, represented graphically, describes a fuzzy-edged set of possible locations, in the shape of a hollow sphere (thus "cloud"), at a distance from the atomic nucleus which is determined by the energetic state of that particular electron.

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16y ago

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