Atomic Flux Divergence-Based AC Electromigration Model for Signal Line Reliability Assessment
Zhong Guan and Malgorzata Marek-Sadowska
Electrical and Computer Engineering, UC Santa Barbara
UC Santa Barbara, Santa Barbara CA 93106-9560
{zhong, mms}@ece.ucsb.edu
Abstract
In this paper, we develop an AC electromigration (EM)
model for signal lines manufactured with copper dual
damascene process. For the first time, the healing factor of AC
EM is quantitatively modeled. To measure EM reliability of
interconnects considering timing margins we introduce AC
EM functional lifetime. We also develop an atomic flux
divergence (AFD)-based void growth model to explain the
resistance curves of measured results and calculate the
functional EM lifetime of AC signal lines without extracting
parameters from experiments. We demonstrate fidelity of the
proposed model with measured results for both the healing
factor and the rate of resistance change.
1. Introduction
Electromigration (EM) is a gradual material transport due
to the momentum transfer between conducting electrons and
diffusing metal ions. In advanced technology nodes, EM is
considered the dominant failure mechanism that limits
reliability of VLSI interconnects. Conventionally, an
interconnect line is said to fail due to EM when its resistance
increases (usually by 10%). Interconnect lines affected by EM
will generate voids but they can still function correctly for
some time referred to as EM lifetime. In his pioneering work
[1], J. R. Black developed a formula to statistically model the
mean time to fail (MTTF) of a line with constant DC. In
Black’s equation (1), A is a constant, j is current density, Ea is
activation energy, k is Boltzmann's constant, T is temperature
and n is a measurement-extracted model-constant with a value
between 1 and 2.
) / ( exp kT E
j
A
MTTF
a
n
(1)
Black’s equation has been verified by many experiments
and the majority of previous research on EM lifetime is based
on it. This equation was initially proposed to model the
lifetime of a line with constant DC before the void spans the
whole trench. It has been observed [2][3] that lines with
pulsed DC and AC have much longer MTTF than those with
constant DC. However, as dimensions of interconnect lines
shrink, lines with pulsed DC and AC have been reported to
suffer from EM failures with comparable lifetimes to constant
DC cases [4]. In other words, not only power grid lines (with
DC load) but also signal lines (with pulsed DC or AC) may
experience EM reliability problems.
The existing works on pulsed DC and AC apply current
conversion and determine the EM reliability equivalent DC in
order to be compatible with Black’s equation. However,
consensus among researchers has only been reached for high
frequency pulsed DC in long lines, and simple via to via
interconnect structure [5]. In such cases, the average current
over time is used as the equivalent current. In general, the
conversion methods from AC to DC are still researched.
Unlike pulsed DC case, a simple conversion from AC to DC
using the average current or root mean square (RMS) current
either obtains too optimistic or too pessimistic MTTF. To fit
the measured data, the concept of healing factor was proposed
to facilitate conversion from AC to DC [6]. The EM reliability
equivalent current density for AC case is then expressed as
(2), where jAC, avg+ and jAC, avg- denote the time average current
density including only positive or negative pulses and is the
healing factor.
, , avg , AC avg , AC EQ , DC
j j j (2)
This equation can correctly model the AC EM. However, the
healing factor itself needs to be extracted from measurements
and depends on several parameters such as frequency, current
waveform, and physical structure of interconnect lines [4].
Thus, healing factor varies from sample to sample and
previous research does not provide quantitative model for it.
Signal lines such as clock can still function properly when
a void spans the conducting trench due to the barrier layer
conduction. Even with higher resistivity than copper, barrier
layer can still pass the signal as long as there is enough timing
margin. However, as the void keeps growing due to EM, the
timing requirement may no longer be satisfied due to
continuously increasing resistance. Therefore, the EM lifetime
of such signal lines with AC EM should be decided by the
resistance evolution curve of EM rather than the Black’s
equation. Existing physics papers [7][8] all report similar
resistance evolution curves obtained from physical
measurements but do not provide a theoretical model.
In this paper, we start from 3D RC model of interconnect
line and propose to use atomic flux divergence (AFD) as the
criterion to convert AC to its EM lifetime equivalent DC.
Healing factor can be then quantitatively modeled and
determined through simulation. In order to decide EM lifetime
of those signal lines that can properly function when their
resistance increases more than the percentage defining the EM
failure, we propose an AFD-based three-step void growth
model that can best fit resistance evolution curve. We
conclude the paper presenting a general way of determining
MTTF for AC signal line electromigration.
The rest of this paper is organized as follows. In Section 2,
we introduce the background knowledge on AC EM, healing
factor, and EM reliability equivalent DC. In Section 3, we
introduce atomic flux divergence and propose to use it for
current conversion. In Section 4, we use a 3D distributed RC
SPICE model and perform simulation to calculate healing
factor and compare it with measurement results. In Section 5,
we propose a new definition for the signal line EM lifetime,
introduce the resistance evolution curve and its corresponding
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