DeMOR: Decentralized model order reduction of linear networks with massive ports

Boyuan Yan, Lingfei Zhou, Sheldon X.-D. Tan, Jie Chen, Bruce McGaughy

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

10 Citations (Scopus)

Abstract

Model order reduction is an efficient technique to reduce the system complexity while producing a good approximation of the input-output behavior. However, the efficiency of reduction degrades as the number of ports increases, which remains a long-standing problem. The reason for the degradation is that existing approaches are based on a centralized framework, where each input-output pair is implicitly assumed to be equally interacted and the matrix-valued transfer function has to be assumed to be fully populated. In this paper, a decentralized model order reduction scheme is proposed, where a multi-input multi-output (MIMO) system is decoupled into a number of subsystems and each subsystem corresponds to one output and several dominant inputs. The decoupling process is based on the relative gain array (RGA), which measures the degree of interaction of each input-output pair. Our experimental results on a number of interconnect circuits show that most of the inputoutput interactions are usually insignificant, which can lead to extremely compact models even for systems with massive ports. The reduction scheme is very amenable for parallel computing as each decoupled subsystem can be reduced independently. Copyright 2008 ACM.
Original languageEnglish
Title of host publicationProceedings - Design Automation Conference
Pages409-414
DOIs
Publication statusPublished - 2008
Externally publishedYes
Event45th Design Automation Conference, DAC - Anaheim, CA, United States
Duration: 8 Jun 200813 Jun 2008

Publication series

Name
ISSN (Print)0738-100X

Conference

Conference45th Design Automation Conference, DAC
PlaceUnited States
CityAnaheim, CA
Period8/06/0813/06/08

Research Keywords

  • Decentralized
  • Model order reduction
  • Multi-port networks

Fingerprint

Dive into the research topics of 'DeMOR: Decentralized model order reduction of linear networks with massive ports'. Together they form a unique fingerprint.

Cite this