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Two types of polynomials,convex cover polynomials and split polynomials,are defined.A convex cover polynomial or a split polynomial can be decomposed into several smaller sub-polynomials such that the original polynomial is SOS if and only if the sub-polynomials are all SOS.Thus the original SOS decomposition problem can be reduced equivalently to smaller sub-problems.