Aiming at the bottleneck of poor performance and expensive consumption of traditional Support Vector Clustering(SVC), this paper proposes Least-Square Support Vector Clustering(LSSVC) model, and designs self-adaptive parameterization strategies.

Object reference parameter adaptive delay compensator for uncertain system with large delay:Parameter adaptive rule design based on Popov hyperstability theory;

A kind of object reference parameter adaptive dead time compensator is presented.

Chaos synchronization of continuous system for different system parameters is studied with the relation between chaotic synchronization and asymptotic stability, parameter adaptive and driving feedback.

Aim at the problem of the communication signal blind source separation,a novel blind separation algorithm based on step size adaptation(EASIBSA) to increase the convergence rate of the separation algorithm was present by using the idea of parameter adaptation optimization,which was based on Equivariant Adaptive Separation via Independent(EASI)algorithm.

On the basis of ideas such as Hamming Distance, Hill Climbing, a metho d is presented to divide the population, use different adaptive parameters, so t hat the requirements of speed and diversity can be met.

Simulations and experiments show theeffect of variation of adaptive parameter on the characteristics of the system dynamic.

And a new kind of scheduling scheme called 損riority-based parameter auto-adaptive round-robin scheduling?and its approach in the system I/O scheduling is presented.

And a new kind of scheduling scheme called "Priority-based Parameter Auto-adaptive Round-robin scheduling" and the implementation of this scheme in the integrated-service access system I/O scheduling based on the ILP are presented, and the performance of several scheduling schemes is tested and compared.