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An LC circuit is much like a simple harmonic oscillator. In theory no energy is lost. In practice that's impossible. In the real world, harmonic oscillators lose energy due to friction and/or air resistance, and the oscillations in a circuit die out because of resistance in the circuit.
Once again we find the equations governing the two systems have similar forms, as do the solutions.