From Advanced Model Order Reduction Techniques in VLSI Design

Overview

Complexity reduction and compact modeling of interconnect networks have been an intensive research area in the past decade, owing to increasing signal integrity effects and rising electro and magnetic couplings modeled by parasitic capacitors and inductors. Most previous research works mainly focus on the reduction of internal circuitry by various reduction techniques. The most popular one is based on subspace projection [32, 37, 85, 91, 113]. The projection-based method was pioneered by asymptotic waveform evaluation (AWE) algorithm [91], where explicit moment matching was used to compute dominant poles at low frequency. Later on, more numerical stable techniques were proposed [32, 37, 85, 113] by using implicit moment matching and congruence transformation.

However, nearly all existing model order reduction techniques are restricted to suppress the internal nodes of a circuit. Terminal reduction, however, is less investigated for compact modeling of interconnect circuits. Terminal reduction is to reduce the number of terminals of a given circuit under the assumption that some terminals are similar in terms of performance metrics like timing or delays. Such reduction will lead to some accuracy loss. But terminal reduction can lead to more compact models after traditional model order reduction has been applied to the terminal-reduced circuit, as shown in Figure 6.1.


Figure 6.1: Terminal reduction versus traditional model order reduction.

For instance, if we use subspace projection methods like PRIMA [85] for the model order reduction, a smaller terminal count will lead to smaller reduced models, given the same order of block moment requirement for...

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Topics of Interest

Overview As VLSI technology advances with decreasing feature size as well as increasing operating frequency, inductive effects of on-chip interconnects become increasingly significant in terms of...

In this chapter, we exploit a new way of passive modeling interconnect circuits by so-called signal waveform shaping. Traditional passive modeling methods try to ensure that the reduced models are...

2.6 Historical Notes In this section, we briefly review model order reduction methods based on Krylov subspaces from a historical perspective in the computer-aided design community.

In this chapter, we study the model order reductions on interconnect circuits with many terminals or ports. We show that projection-based model order reduction techniques are not very efficient for...

2.7 Summary In this chapter, we presented the basic concepts for the model order reduction of interconnect circuits based on Krylov subspaces. We started with the concepts of moments, Elmore delays,...