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Survey of maneuvering target tracking: II. Ballistic target mode...
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This paper is the second part in a series that provides a comprehensive survey of the problems and techniques of tracking maneuvering targets in the absence of the so-called measurement-origin uncertainty. It surveys motion models of ballistic targets used for target tracking. Models for all three phases (i.e., boost, coast, and reentry) of motion are covered.
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PROCEEDINGS OF SPIE
SPIEDigitalLibrary.org/conference-proceedings-of-spie
Survey of maneuvering target
tracking: II. Ballistic target models
X. Rong Li, Vesselin P. Jilkov
X. Rong Li, Vesselin P. Jilkov, "Survey of maneuvering target tracking: II.
Ballistic target models," Proc. SPIE 4473, Signal and Data Processing of
Small Targets 2001, (26 November 2001); doi: 10.1117/12.492753
Event: International Symposium on Optical Science and Technology, 2001,
San Diego, CA, United States
Downloaded From: https://www.spiedigitallibrary.org/conference-proceedings-of-spie on 24 Nov 2019 Terms of Use: https://www.spiedigitallibrary.org/terms-of-use
A Survey of Maneuvering Target Tracking—Part II: Ballistic Target Models
X. Rong Li and Vesselin P. Jilkov
Department of Electrical Engineering
University of New Orleans
New Orleans, LA 70148, USA
504-280-7416, -3950 (fax), xli@uno.edu, vjilkov@uno.edu
Abstract
This paper is the second part in a series that provides a comprehensive survey of the problems and techniques of tracking
maneuvering targets in the absence of the so-called measurement-origin uncertainty. It surveys motion models of ballistic
targets used for target tracking. Models for all three phases (i.e., boost, coast, and reentry) of motion are covered.
Key Words: Target Tracking, Maneuvering Target, Dynamics Model, Ballistic Target, Survey
1 Introduction
A survey of dynamics models used in maneuvering target tracking has been reported in [1]. It, however, does not cover
motion models used for tracking ballistic targets (BT), that is, ballistic missiles, decoys, debris, and satellites. The primary
reason for this omission is that these models possess many distinctive features that differ vastly from those covered in [1]. To
supplement [1], a survey of these models is presented in this paper. To our knowledge, such a survey is not available in the
literature. Measurement models are surveyed in Part III [2].
The entire trajectory of a BT, from launch to impact, is commonly divided into three basic phases [3, 4]: boost
1
, ballistic
(also known as coast), and reentry. The boost phase of motion is the powered, endo-atmospheric flight, which lasts from
launch to thrust cutoff or burnout. It is followed by the ballistic phase, which is an exo-atmospheric, free-flight motion,
continuing until the Earth’s atmosphere is reached again. The atmospheric reentry begins when the atmospheric drag becomes
considerable and endures until impact.
Target dynamics during the different phases are substantially different. A succinct ouline of the main dynamic phases
is given in [5]. The boost phase is characterized by a large (primarily axial) thrust acceleration, which in the case of rocket
staging is subject to abrupt, jump-wise changes. The effects of the atmospheric drag and the Earth’s gravity are also essential
in this phase. After the boost (i.e., during the post-boost), drag is no longer present and the level of thrust becomes low
or vanishes. During the exo-atmospheric ballistic phase the motion is governed essentially by the Earth’s gravity only —
the trajectory is more predictable, still, small re-targeting maneuvers are possible. The reentry phase features a rapid drag
deceleration with possible lateral accelerations.
Overall, a ballistic target has a less uncertain motion than many other types of powered vehicles, such as maneuveringair-
craft or agile missiles: Most BTs follow a flight path that is to a large extent predetermined by the performancecharacteristics,
specific for a target type, hence the name ballistic targets. Only some more advanced missiles can undergo small maneuvers,
usually for re-targeting. However, this does not mean that the motion of a foreign target can be determined accurately. In
fact, as vividly expressed in [4], tracking a foreign BT is likely to be “plagued” with a variety of uncertainties, including those
concerning trajectory loft or depression, thrust profile management, target weight, propellant specific impulse, sensor bias,
and atmospheric parameters. Many of these uncertainties stem from the uncertainty in the target/missile type, the principal
uncertainty in modeling the motion of a foreign BT for the tracking purpose.
Compared with [1], this survey is slightly more tutorial in nature for the benefit of the readers less familiar with the
ballistics or aerodynamics. The same disclaimers as made in the Introduction section of [1] apply to this survey, including
those on the restriction to point targets for temporal behaviors and the interrelationship between dynamics models and tracking
algorithms. The reader should keep in mind that while there have been many extensive studies of BT tracking, not many
Research supported by ONR Grant N00014-00-1-0677 and NSF Grant ECS-9734285.
1
And possibly a post-boost phase, which involves small maneuvers.
Signal and Data Processing of Small Targets 2001, Oliver E. Drummond, Editor,
Proceedings of SPIE Vol. 4473 (2001) © 2001 SPIE · 0277-786X/01/$15.00
559
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results have been published in the open literature. In other words, much of the BT information, particularly target-type
specific information, such as motion profiles (or templates), is classified and not open to the general public. As a result, this
survey covers only those dynamics models used for BT tracking in the open literature available to us. While some models
covered are applicable to satellite tracking, the emphasis of the survey is on missile tracking.
The rest of the paper is organized as follows. Sec. 2 provides background knowledge in ballistics and aerodynamics that
is necessary to understand the BT motion models presented later. Motion models for the simplest phase, the ballistic flight,
are covered in Sec. 3. This is followed in Sec. 4 by a survey of the models for reentry vehicles. Sec. 5 then describes models
for the boost phase, the most sophisticated phase.
2 Preliminaries
In this section, we provide necessary, rudimentary background information in aerodynamics and ballistics to help the
reader understand the BT motion models presented in the subsequent sections. We hope this will make the text more system-
atic and self-contained.
2.1 Coordinate Systems
The coordinate systems (CS) commonly used in BT tracking are illustrated in Fig. 1. Much more detailed information on
coordinate systems can be found in e.g. [4, 6, 7, 8, 9, 10].
O
x
F
y
F
z
F
=
z
I
O
S
x
S
y
S
z
S
N
y
I
x
I
-
r
P
p
K
Fig. 1: Coordinate Systems
The Earth-centered inertial (ECI) CS
Ox
I
y
I
z
I
is fixed in an inertial space (i.e., fixed relative to the “fixed stars”). It
is a right-handed system with the origin
O
at the Earth center, axis
Ox
I
pointing in the vernal equinox direction, axis
Oz
I
pointing in the direction of the North pole
N
. Its fundamental plane
Ox
I
y
I
coincides with the Earth’s equatorial plane.
The Earth-centered (Earth) fixed (ECF, ECEF, or ECR) CS
Ox
F
y
F
z
F
also has its origin at the Earth center
O
, its axis
z
F
z
I
, and fundamental plane
Ox
F
y
F
coincident with the Earth’s equatorial plane. Its axes
Ox
F
and
Oy
F
, however,
rotate with the Earth around the Earth’s spin axis
Oz
F
Oz
I
as
Ox
F
points to the prime meridian.
The East-North-Up (ENU) CS
O
S
x
S
y
S
z
S
has its origin
O
S
at some point on the Earth surface or above it (usually at the
location of a sensor). Its Up-axis
O
S
z
S
is normal to the Earth’s reference ellipsoid,
2
usually defined by the geodetic latitude
. The axes
O
S
x
S
and
O
S
y
S
are tangential to the Earth reference ellipsoid with
y
S
pointing North and
x
S
East.
Another CS (not depicted in Fig. 1), commonly used in BT tracking, is the radar face (RF) CS
3
[11, 6]. It can be defined
from the local radar ENU-CS by two angles of rotation [6]. For a phased array radar, the
x
and
y
axes of the RF-CS lie on
the radar face, with
x
axis along the intersection of the radar face with the local horizontal plane, and
z
is along its normal
2
Note that the local vertical direction differs from the radial axis
!
OO
S
. They coincide if a spherical Earth model is used.
3
Note that it differs from the so-called radar reference CS, which is actually just an ENU-CS at radar site [11].
Proc. SPIE Vol. 4473
560
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(boresight) direction. Such a radar measures the range
r
=
p
x
2
+
y
2
+
z
2
and the direction cosines
u
=
x=r
and
v
=
y=r
.
This nonorthogonal coordinate system
(
r;u;v
)
is often referred to as the RUV-CS.
In Fig. 1, points
P
and
O
S
(i.e., vectors
p
,
!
OP
and
,
!
OO
S
) denote target and sensor positions in the ECI-CS or
ECF-CS, respectively. Vector
r
,
!
O
S
P
defines the target position with respect to the sensor in the ENU-CS.
Note that the velocity in the ECF-CS can be expressed in the ECI-CS as follows
_
x
F
= _
x
I
!
e
y
I
;
_
y
F
= _
y
I
+
!
e
x
I
;
_
z
F
= _
z
I
(1)
where
!
e
is the Earth rotation rate.
The choice of a CS is a complex issue, depending on numerous factors and related with many elements of a tracking
system [9, 10]. For more information, the reader is referred to [2].
2.2 Total Acceleration
For the tracking purpose, only the most substantial forces that may act on a BT are considered: thrust, aerodynamic forces
(most notably, atmospheric drag and possibly lift), the Earth’s gravity, and, depending on the CS used, possibly the Coriolis
and centrifugal forces. Not all these forces are present at a level that affects significantly the motion of a BT in the different
regimes of the trajectory. Specifically, for most tracking applications the significant forces in difference phases are
Boost: Thrust, drag, and gravity.
Coast: Gravity only.
Reentry: Gravity, drag, and lift.
The total acceleration of a BT, in the ECI-CS in a fairly general setting, can be decomposed as
a
=
a
T
+
a
D
+
a
L
|
{z }
a
A
+
a
G
(2)
where
a
T
;
a
A
(
a
D
;
a
L
), and
a
G
denote the acceleration components induced by thrust, aerodynamic forces (drag and lift),
and gravity, respectively. Note that the acceleration here is expressed in the ECI-CS (i.e.,
a
,
d
2
p
=dt
2
) in the absolute sense.
If the target motion is considered within a frame fixed to the Earth (e.g., the ENU-CS), then its relative total acceleration
a
r
(defined as
a
r
,
d
dt
v
r
for
v
r
,
d
dt
r
) should be corrected with the accelerations induced by the Earth’s rotation [3, 4]:
a
r
=
a
2
!
e
v
r
|
{z }
Coriolis
!
e
(
!
e
(
r
+
))
| {z }
Centrifugal
(3)
where
!
e
is the Earth’s angular velocity vector. The terms
2
!
e
v
and
!
e
(
!
e
(
r
+
))
represent the accelerations due
to the Coriolis
4
and centrifugal forces, respectively.
Clearly, the entire end-to-end motion of a BT can be modeled by a “wide-band” dynamic model (e.g., nearly constant
velocity, acceleration, jerk, or Singer model [1]) capable of covering the whole range of possible trajectories. Most models
developed for the boost phase, the most sophisticated of all three phases, can serve this purpose. This is, however, rather
crude and not in common use. What is more natural and rational, as well as common practice, is to develop different models
specific for each trajectory portion that more fully exploit the inherent characteristics of the portion.
We survey next dynamics models for the distinct regimes of a BT proposed/used in the available literature. The motion
phases are ordered with respect to their sophistication levels, rather than to their chronology in the trajectory.
4
The Coriolis force is an equivalent force induced by the rotation of the Earth that causes the Coriolis effect — the apparent deflection of a body in motion
with respect to the Earth, as seen by an observer on the Earth.
Proc. SPIE Vol. 4473
561
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