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Recent advances in quantum computing have initiated a new round of cryptosystem innovation as the existing public-key cryptosystems are proven to be vulnerable to quantum attacks. Several types of cryptographic algorithms have been proposed for possible post-quantum cryptography (PQC) candidates and the lattice-based key encapsulation mechanism (KEM) Saber is one of the most promising algorithms. Noticing that the polynomial multiplication over ring is the key arithmetic operation of KEM Saber, in this paper, we propose a novel strategy for efficient implementation of polynomial multiplication on the hardware platform. First of all, we present the proposed mathematical derivation process for polynomial multiplication. Then, the proposed hardware structure is provided. Finally, field-programmable gate array (FPGA) based implementation results are obtained, and it is shown that the proposed design has better performance than the existing ones. The proposed polynomial multiplication can be further deployed to construct efficient hardware cryptoprocessors for KEM Saber.