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To counteract the dynamic deterioration of digitized chaotic systems, we propose a mathematical model for generating n -D non-degenerate hyperchaotic systems (NHS) with n positive Lyapunov exponents (LEs) and complex dynamic behaviors. In this brief, we analyze the internal relations among the coefficients, eigenvalues, and singular values of a circulant matrix. Based on singular value decomposition, the n -D NHS can be constructed by presetting a conjugate symmetric vector, with a theoretical proof provided. The LEs of the n -D NHS can be adjusted arbitrarily by changing a preconfigured eigenvalue vector. We demonstrate the feasibility and efficacy of the proposed scheme with two examples, a 4-D NHS and a 5-D NHS. Based on the 5-D NHS, we design a simple pseudorandom number generator (PRNG) with desirable statistical properties. The proposed NHS model has fewer control coefficients, making it suitable for applications in IoT security and lightweight chaotic cryptography.
Fan et al. (Tue,) studied this question.