A multi-segment nonlinear memristor model with controllable parameters is simplified significantly reducing circuit costs without compromising circuit performance. Different quantities of simplified memristor models are introduced into an improved Shimizu and Morioka (S-M) system, which constitute the one-directional memristive multiscroll chaotic attractor (1D-MMSCA) and the two-directional memristive multiscroll chaotic attractor (2D-MMSCA). Dynamical analysis is conducted from equilibrium points, Lyapunov exponents and bifurcation diagrams, Poincaré map, 0–1 tests, complexity, coexisting attractors, and National Institute of Standards and Technology (NIST) test. The Lyapunov exponents and bifurcation diagrams revealed that 1D-MMSCA exhibit rich dynamical behaviors, including fixed points, periodic orbits, transient quasi-periodic cycles, limit cycles, and period-doubling bifurcations. The 2D-MMSCA demonstrates simultaneous homogeneous and heterogeneous multi-stability and extreme multi-stability. Furthermore, an analog circuit is designed and simulated, and the results verify the circuit realizability and correctness of the MMSCAs. By utilizing an improved Euler algorithm and STM32 microcontroller, the implementation of MMSCAs are achieved, enhancing their applicability in the embedded systems domain. Finally, the drive-response synchronization constructed based on 1D-MMSCA exhibits a wide adjustable synchronization time, ranging from 49.3 s to 0.18 s. This significantly expands the application scope of the system. Additionally, a chaotic analog encrypted communication system has been developed using this synchronization framework. These advancements substantially enhance both the efficiency and practicality of the synchronization system.