IEEE SIGNAL PROCESSING LETTERS, VOL. 15, 2008 881
An Alternative Derivation of the Al-Alaoui Operator
Verica Radisavljevic
Abstract—It is shown in this letter that the well-known class of
first-order digital differentiators and integrators can be simply de-
rived from a classical continuous-time approximate differentiator
by using the bilinear transformation. The result obtained repre-
sents a simple and alternative method of deriving the Al-Alaoui op-
erator (also known as Al-Alaoui’s differentiator, integrator, trans-
form).
Index Terms—Al-Alaoui operator, digital differentiators, digital
integrators, discretization.
I. INTRODUCTION
A
class of first-order digital integrators and differentiators
was derived in [1] by generalizing the results of [2]. In
[2], the first-order digital filter is constructed by interpolating
the rectangular and trapezoidal integrators. In [1], first the non-
minimum phase digital integrator is obtained as a weighted sum
(1)
where and are, respectively, the rectangular and
trapezoidal integrators [2], leading to
(2)
with representing the sampling period. This integrator is then
converted using a rule from [2] into the corresponding minimum
phase digital integrator
(3)
By inverting the transfer function of the integrator in (3),
using the technique of [3], the minimum phase differentiator is
obtained in [1] as
(4)
see also [4]–[6]. It is interesting to point out that in Chen and
Moore’s paper [6], the mixed scheme [1] composed of the rect-
angular (Euler) and trapezoidal (Tustin) operators was termed
Manuscript received June 01, 2008; revised September 01, 2008. The asso-
ciate editor coordinating the review of this manuscript and approving it for pub-
lication was Dr. Yuan-Pei Lin.
The author is with the Mathematics Department and the Electrical and Com-
puter Engineering Department, Rutgers University, Piscataway, NJ 08854 USA
(e-mail: vericag@ece.rutgers.edu).
Digital Object Identifier 10.1109/LSP.2008.2008211
as the Al-Alaoui operator. This terminology was also used in
[5].
II. MAIN RESULT
It is the purpose of this letter to show that the minimum phase
digital differentiator (4) can be directly obtained from a classic
continuous-time approximate differentiator [7] simply by map-
ping it into the discrete-time domain via the bilinear transfor-
mation [8].
The approximate continuous-time differentiator has been
used for a long time in proportional-integral-derivative (PID)
control [7] to approximate the pure derivative
(5)
where is a small positive parameter.
Usually, the parameter is taken as .
Applying the bilinear transformation, defined by [7]
(6)
to the approximate continuous-time differentiator in (5), we
readily obtain
(7)
which with gives the digital differentiator identical
to (4). Since in (4), is restricted to , the design
parameter should be restricted to , which is
always the case in control engineering practice.
The corresponding digital integrator can be obtained by in-
verting the transfer function in (7), which gives the digital in-
tegrator introduced in [2] and given in formula (3) with
.
Since this letter presents a very simple method to derive the
Al-Alaoui operator, it should be pointed out that there are other
alternative ways of deriving the Al-Alaoui operator, see for ex-
ample [9]–[14].
III. CONCLUSIONS
We have shown that well-known digital differentiator can
be obtained by simply mapping the classical analog approx-
imate differentiator into the discrete-time domain via the bi-
linear transformation. This provides a simple way to derive the
Al-Alaoui operator. As suggested by a reviewer of this letter, it
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