y(t) = h(t) ∗ u(t) + n(t) =
Z
∞
0
h(τ) · u(t − τ)dτ+ n(t)
(2)
For typical indoor non-line-of-sight (NLOS) condi-
tions, where the line-of-sight (LOS) component faces
obstacles, the baseband equivalent channel impulse
responses can be identified as:
h(t) =
M− 1
∑
i=0
A
i
· δ(t − t
i
) · e
− j·2πf
c
t
(3)
with ∃A
i
: A
i
≈ A
0
for NLOS conditions. A
i
are the tap
gains, t
i
the tap time instants, M the number of mul-
tipath components j is the imaginary unit. As a good
approximation, and for simulation purposes, this can
be modeled as: h(t) =
∑
M
i=0
A
i
· δ(t − t
i
) · e
j·θ
i
, with θ
i
uniformly distributed in [0, 2π). The baseband equiv-
alent h(t) is a complex function.
High resolution techniques enable higher ranging pre-
cisions than is enabled by the sample rate of the re-
ceiver system. (Neri et al., 2010) introduces a high
resolution technique based on Kalman filters esti-
mating the ToA. However, no NLOS-channel-aware
techniques are implemented to cancel channel ef-
fects. (Xu et al., 2008) introduces a high resolu-
tion least squares based technique providing good re-
sults for frequency hopping OFDM applications. Due
to 802.15.3c HSI PHY standard limitations, no fre-
quency hopping is considered here. This paper will
focus on the high resolution technique listed in (Tufts
and Kumaresan, 1982). This algebraic technique can
be applied to get a high resolution viewon the channel
behavior, the impulse response h(t). This is done by
examining the discretized impulse response estimate
ˆ
h[k] of h[k] = h(k·T
s
) (T
s
the sample rate)(Winter and
Wengerter, 2000).
Section 2 shows insights on OFDM-based rang-
ing, moreover introduces a CR-bound for this multi-
carrier way of ranging. Section 3 describes the
802.15.3c compatible ranging package structure for
the application. Section 4 and 5 respectively intro-
duce the coarse and fine ToA estimation steps in order
to come to a precise and accurate ToA figure. Section
6 evaluates the algorithm’s results for a real channel
and crystal offset values. Conclusions are drawn in
section 7.
2 OFDM-BASED RANGING
Ranging applications clasically use single-carrier
(SC) methods in order to find the ToA. The fact that
OFDM is a good data carrier partially motivates its
choice for a ranging application since hardware for
both data communications and ranging can then be
combined. However, OFDM’s inherent ranging abili-
ties need to be verified first. An evaluation of the CR-
bound for the 802.15.3c HSI PHY spec needs to be
carried out. In order to find this CR-bound, the gen-
eral expression Eqn. (4) of (Knapp and Carter, 1976)
needs to be evaluated:
σ
ToA
≥
2· T ·
Z
∞
0
(2· π· f)
2
|γ( f)|
2
1− |γ( f )|
2
d f
−1
(4)
with:
|γ( f)|
2
=
G
2
uu
( f)
(G
uu
( f) + G
nn
( f))
2
.
G
uu
( f) and G
nn
( f) are respectively the PSD of the
ranging signal and the uncorrelated noise. This ex-
pression will be evaluated for white noise and the dis-
crete OFDM carrier allocation. According to (Liu and
Li, 2004), the PSD of an OFDM package is:
G
uu
( f) = K ·
N/2−1
∑
−N/2
|W( f − f
c
− k· ∆f)|
2
(5)
K is a proportionality constant. W( f) is the Fourier
transform of the window function for the OFDM sym-
bol. In an OFDM receiver, over the period of this win-
dow, a discrete fourier transform (DFT) is carried out.
For a block pulsed window function of duration T
DFT
this results into:
|W( f)|
2
=
sin
2
(π fT
DFT
)
π
2
f
2
T
DFT
2
. (6)
The integral in Eqn. (4) cannot be evaluated analyt-
ically. Instead, a numerical evaluation of this bound
will provide insights for the ranging abilities of the
802.15.3c HSI PHY. The time domain over which the
ranging precision is evaluated is T
DFT
= 202ns, the
duration of one 802.15.3c OFDM package. All 336
available data sub carriers (see Table 1 for details)
are assumed to have equal energy, including the static
modulations on the 16 pilot tones. A time domain
raised cosine windowing with rise time T
r
= 0.01· T
is chosen. The bound is plot in Fig. 1 as a function of
the signal’s SNR. It is compared to the flat frequency
band CR-bound (Quazi, 1981) having equal signal
power. The CR-bound for the 802.15.3c HSI PHY
spec is roughly equal to the flat frequency band case
and doesn’t suffer performance degradationcompared
to the flat spectrum case. Using OFDM for ranging is
thus motivated.
3 PACKAGE STRUCTURE
So far, a theoretical analysis on the ranging abilities
of the 802.15.3cOFDM signals was carried out in this
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