Accelerating the convergence speed and avoiding the local optimal solution are two main goals of particle swarm optimization(PSO). The very basic PSO model and some variants of PSO do not consider the enhancement of...Accelerating the convergence speed and avoiding the local optimal solution are two main goals of particle swarm optimization(PSO). The very basic PSO model and some variants of PSO do not consider the enhancement of the explorative capability of each particle. Thus these methods have a slow convergence speed and may trap into a local optimal solution. To enhance the explorative capability of particles, a scheme called explorative capability enhancement in PSO(ECE-PSO) is proposed by introducing some virtual particles in random directions with random amplitude. The linearly decreasing method related to the maximum iteration and the nonlinearly decreasing method related to the fitness value of the globally best particle are employed to produce virtual particles. The above two methods are thoroughly compared with four representative advanced PSO variants on eight unimodal and multimodal benchmark problems. Experimental results indicate that the convergence speed and solution quality of ECE-PSO outperform the state-of-the-art PSO variants.展开更多
随着摩尔定律的放缓,通过制程微缩来提高芯片性能越来越难,基于芯粒集成的先进封装方案的重要性随之日益显现。尤其是在一些高算力芯片产品的设计上,采用芯粒集成已逐渐成为设计者们一个绕不开的性能提高手段。在2.5D先进封装方案中,CoW...随着摩尔定律的放缓,通过制程微缩来提高芯片性能越来越难,基于芯粒集成的先进封装方案的重要性随之日益显现。尤其是在一些高算力芯片产品的设计上,采用芯粒集成已逐渐成为设计者们一个绕不开的性能提高手段。在2.5D先进封装方案中,CoWoS-S(chip on wafer on substrate)封装因其高带宽、低延迟及丰富的成功量产案例而被广泛应用于片上系统芯片(SoC-system on chip)与高带宽内存(HBM-high bandwidth memory)的互连。然而,在CoWoS-S技术的硅中介层设计过程中,设计人员将面临严苛的信号完整性与电源完整性的综合挑战。为了解决这些挑战,Cadence作为EDA领域的创新者和领导者,开发了完整的EDA解决方案,以协助设计人员完成硅中介层的设计及签核任务。本文将介绍如何利用Cadence EDA解决方案来高效率地实现CoWoS-S硅中介层的设计与签核,内容聚焦于大电流区域的电源完整性设计以及HBM互连区域的信号完整性设计。展开更多
基金supported by the Aeronautical Science Fund of Shaanxi Province of China(20145596025)
文摘Accelerating the convergence speed and avoiding the local optimal solution are two main goals of particle swarm optimization(PSO). The very basic PSO model and some variants of PSO do not consider the enhancement of the explorative capability of each particle. Thus these methods have a slow convergence speed and may trap into a local optimal solution. To enhance the explorative capability of particles, a scheme called explorative capability enhancement in PSO(ECE-PSO) is proposed by introducing some virtual particles in random directions with random amplitude. The linearly decreasing method related to the maximum iteration and the nonlinearly decreasing method related to the fitness value of the globally best particle are employed to produce virtual particles. The above two methods are thoroughly compared with four representative advanced PSO variants on eight unimodal and multimodal benchmark problems. Experimental results indicate that the convergence speed and solution quality of ECE-PSO outperform the state-of-the-art PSO variants.
文摘随着摩尔定律的放缓,通过制程微缩来提高芯片性能越来越难,基于芯粒集成的先进封装方案的重要性随之日益显现。尤其是在一些高算力芯片产品的设计上,采用芯粒集成已逐渐成为设计者们一个绕不开的性能提高手段。在2.5D先进封装方案中,CoWoS-S(chip on wafer on substrate)封装因其高带宽、低延迟及丰富的成功量产案例而被广泛应用于片上系统芯片(SoC-system on chip)与高带宽内存(HBM-high bandwidth memory)的互连。然而,在CoWoS-S技术的硅中介层设计过程中,设计人员将面临严苛的信号完整性与电源完整性的综合挑战。为了解决这些挑战,Cadence作为EDA领域的创新者和领导者,开发了完整的EDA解决方案,以协助设计人员完成硅中介层的设计及签核任务。本文将介绍如何利用Cadence EDA解决方案来高效率地实现CoWoS-S硅中介层的设计与签核,内容聚焦于大电流区域的电源完整性设计以及HBM互连区域的信号完整性设计。