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Journal ArticleDOI

Multiport PDN Optimization With the Newton–Hessian Minimization Method

TLDR
In this paper, an optimization algorithm using the Hessian minimization method, based on the Newton iteration, is proposed to evaluate the effectiveness of the placement of multiple decoupling capacitors on a power/ground plane pair.
Abstract
This article proposes an optimization algorithm using the Hessian minimization method, based on the Newton iteration, to evaluate the effectiveness of the placement of multiple decoupling capacitors on a power/ground plane pair. The exact effective decoupling regions are obtained using the Newton iteration method for each decoupling capacitor. The impedance of the IC port is lower than the target impedance no matter where the decoupling capacitor is placed in this region. To optimize specific capacitor placements in this region, the Newton iteration, based on the Hessian matrix, is used to determine the location where the impedance of the IC port is minimized at the antiresonant frequency of the plane pair. This placement optimization algorithm allows for a decoupling design method that can also be applied to a PDN with multiple decoupling capacitors for multiple IC ports. Compared with the method of random selection from within the effective decoupling area, the method proposed here requires fewer decoupling capacitors and less computational time.

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Journal ArticleDOI

Transformer Network-Based Reinforcement Learning Method for Power Distribution Network (PDN) Optimization of High Bandwidth Memory (HBM)

TL;DR: The proposed transformer network-based reinforcement learning method for power distribution network (PDN) optimization of high bandwidth memory (HBM) can provide an optimal decoupling capacitor (decap) design to maximize the reduction of PDN self- and transfer impedance seen at multiple ports.
Journal ArticleDOI

Transformer Network-Based Reinforcement Learning Method for Power Distribution Network (PDN) Optimization of High Bandwidth Memory (HBM)

TL;DR: In this paper , a transformer network-based reinforcement learning (RL) method for power distribution network (PDN) optimization of high bandwidth memory (HBM) is proposed, which can provide an optimal decoupling capacitor (decap) design to maximize the reduction of PDN self- and transfer impedances seen at multiple ports.
Journal ArticleDOI

MCB-DPO: Multiport Constrained Barrier Method-Based Decoupling Capacitor Placement Optimization on Irregularly Shaped Planes

TL;DR: In this article , a multi-port constrained optimization methodology is presented for the optimal placement of decoupling capacitors in power distribution networks (PDNs) of printed circuit boards (PCBs).
Journal ArticleDOI

Trade-Off-Oriented Impedance Optimization of Chiplet-Based 2.5-D Integrated Circuits With a Hybrid MDP Algorithm for Noise Elimination

TL;DR: In this article , a new hybrid metaheuristic algorithm named Metropolis-based differential particle swarm optimization (MDP) is designed to jointly optimize the multiconstraints and impedance-based hybrid objective function of chiplet-based 2.5D integrated circuit (IC) designs.
Journal ArticleDOI

Trade-Off-Oriented Impedance Optimization of Chiplet-Based 2.5-D Integrated Circuits With a Hybrid MDP Algorithm for Noise Elimination

TL;DR: In this paper , a new hybrid metaheuristic algorithm named Metropolis-based differential particle swarm optimization (MDP) is designed to jointly optimize the multiconstraints and impedance-based hybrid objective function of chiplet-based 2.5D integrated circuit (IC) designs.
References
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Journal ArticleDOI

Multiphysics Tensorial Network Analysis Applied to PCB Interconnect Fatigue Under Thermal Cycle Aggression

TL;DR: In this paper, an original multiphysics KB modeling of the electrothermomechanical (ETM) phenomena in a multi-layer printed circuit board (PCB) under heat cycle aggression is investigated.
Journal ArticleDOI

Modeling of Multilayered Power/Ground Planes Based on Resonant Cavity Algorithm

TL;DR: Based on the resonant cavity algorithm, a method is presented to model the multilayered power/ground planes with stitching vias at the high-speed packages and the printed circuit board and it is obtained that the remainder plane pairs act as a multiport load to the plane pair where the current load is located on.
Proceedings ArticleDOI

Modified Kron's TAN modeling of 3D multilayer PCB

TL;DR: In this paper, an unconventional circuit modelling for 3D multilayer printed circuit board (PCB) is developed using the tensorial analysis of network (TAN) approach.
Proceedings ArticleDOI

Multilayer power delivery network modeling with modified Kron's method (MKM)

TL;DR: In this paper, an efficient and unconventional modeling approach for the investigation of power delivery network (PDN) constituted by a multilayer printed circuit board (PCB) structure is established for the power integrity (PI) analysis through a PDN structure with power/ground planes, vias and decoupling capacitors.
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