radar 2009 a_15 parameter estimation and tracking part 1

Upload: baiquny

Post on 18-Oct-2015

74 views

Category:

Documents


1 download

DESCRIPTION

radar introduction

TRANSCRIPT

  • IEEE New Hampshire SectionRadar Systems Course 1Parameter Estimation 1/1/2010 IEEE AES Society

    Radar Systems Engineering Lecture 15

    Parameter Estimation And Tracking

    Part 1Dr. Robert M. ODonnell

    IEEE New Hampshire SectionGuest Lecturer

  • Radar Systems Course 2Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    PulseCompressionReceiver

    Clutter Rejection(Doppler Filtering)

    A / DConverter

    Block Diagram of Radar System

    Antenna

    PropagationMedium

    TargetRadarCross

    Section

    Transmitter

    General Purpose Computer

    Tracking

    DataRecording

    ParameterEstimation

    WaveformGeneration

    Detection

    PowerAmplifier

    T / RSwitch

    Signal Processor Computer

    Thresholding

    User Displays and Radar Control

    Photo ImageCourtesy of US Air Force

  • Radar Systems Course 3Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Tracking Radars

    MOTR MPQ-39

    TRADEX

    BMEWS

    Courtesy of Lockheed Martin.Used with permission.

    Courtesy of US Air Force

    FPS-16

    Courtesy of MIT Lincoln Laboratory, Used with Permission

    Courtesy of Raytheon, Used with Permission

    Courtesy of FAACourtesy of FAA

    FAA ASR

  • Radar Systems Course 4Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Outline

    Introduction

    Observable Estimation

    Single Target Tracking

    Multiple Target Tracking

    Summary

  • Radar Systems Course 5Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Radar Parameter Estimation

    Radar

    Target Location Range Azimuth Angle Elevation Angle

    Size Amplitude (RCS) Radial Extent Cross Range Extent

    Motion Radial Velocity (Doppler) Acceleration Angular Motion about Center

    of Mass Ballistic Coefficient

    Quantities in Blue

    Are Usually Measured Directly

    Measured Radar Observables

  • Radar Systems Course 6Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Accuracy, Precision and Resolution

    Precision: Repeatability of a measurement

    Accuracy: The degree of conformity of measurement to

    the true value Bias Error : True value-

    Average measured value

    Resolution: Offset (angle or range) required for two

    targets to be recognized as separate targets

    A

    m

    p

    l

    i

    t

    u

    d

    e

    (

    d

    B

    )

    Angle (deg) Angle (deg)

    A

    m

    p

    l

    i

    t

    u

    d

    e

    (

    d

    B

    )

    Targets at 0

    and 6 Targets at 0

    and 3

    Example Accuracy vs. Precision

    Low Accuracy Low Precision

    Low Accuracy High Precision

    High Accuracy High Precision

    -10 0 10 20 -10 0 10 20

    0 0

    -10

    -20

    -30-30

    -20

    -10

  • Radar Systems Course 7Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Outline

    Introduction

    Observable Estimation Range Angle Doppler Amplitude of reflected echo from target

    Single Target Tracking

    Multiple Target Tracking

    Summary

  • Radar Systems Course 8Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Observable Accuracy

    Observable to be discussed Range Angle Doppler Velocity

    After bias errors are accounted for, noise is the key limiting factor in accurately measuring the above observables

    The exception is angle measurement, where for low angle tracking multipath errors can predominate

    The theoretical rms

    error of a measurement is of the form

    Where is a constant between .5 and 1

    M M

    N/SMkM =

    k

  • Radar Systems Course 9Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Limitations on Range Estimation

    Estimation of the range of a target is based upon using A/D sampled measurements of the round trip time to and from the target

    For time delay measurements , such as range, the value of the constant depends on the shape of the radar pulses spectrum and the pulses rise time.

    For a rectangular pulse, whose width is

    Which yields

    For a train of pulses it becomes:

    2TcR R=

    k

    N/S2TT T

    N/S2TcR =

    Adapted from Barton and WardReference 6

    ( ) ( ) DTPRFN/S2TcR =

    DT = Dwell Time

  • Radar Systems Course 10Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Theoretical vs. Practical Accuracy Limitations

    General Section 6.3 of Skolnik

    reference 1 derives the theoretical limitations for each of the pertinent observables

    Time, frequency, and angle

    Range S/N, pulse shape and width, effective bandwidth, number of

    pulses

    Doppler Frequency S/N, pulse shape, integration time

    Angle S/N, type of measurement technique, antenna illumination

    distribution, antenna size, frequency

  • Radar Systems Course 11Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Angle Estimation Issues

    P

    r

    o

    b

    a

    b

    i

    l

    i

    t

    y

    D

    e

    n

    s

    i

    t

    y

    F

    u

    n

    c

    t

    i

    o

    n

    Angle of ArrivalBiasedEstimators

    UnbiasedEstimators

    TargetLocation

    LOW SNR

    HIGH SNR

    CALIBRATIONERRORS

    MULTIPATHERRORS

    Courtesy of MIT Lincoln Laboratory, Used with Permission

  • Radar Systems Course 12Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Limitation on Angle Estimation

    Sources of Error

    Signal to NoiseRatio

    Monopulse

    vs.Conical Scan

    Servo Noise

    AmplitudeFluctuations

    R

    M

    S

    A

    n

    g

    u

    l

    a

    r

    T

    r

    a

    c

    k

    i

    n

    g

    E

    r

    r

    o

    r

    (

    R

    M

    S

    )

    Relative Radar Range

    Total ErrorMonopulse Receiver Noise

    (monopulse)

    AmplitudeFluctuationsServo

    Noise

    Receiver Noise(conical scan)

    Total ErrorConical

    Scan

    0.3

    0.001

    0.03

    0.01

    0.03

    0.1

    1 3 10 30 100

    300 1000

    Glint

    N/S7. DB3

    Adapted from SkolnikReference 1

  • Radar Systems Course 13Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Angular Accuracy with ASR Radar

    Angular beam splitting with Track While Scan Radar

    ~10 : 1 splitting measuredTorada

    r

    1/16 nmi

    Target DetectionsFrom 4 CPIs

    1 Beamw

    idth

    Accuracy of 100 tracks

    Azimuth Error (deg)

    Sample Tracker Output

    N

    u

    m

    b

    e

    r

    o

    f

    T

    r

    a

    c

    k

    s

    0.0 0.2 0.4

    Average Error 0.1410 nmi

    20 nmi

    Track Used

  • Radar Systems Course 14Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Doppler Estimation

    Doppler Frequency-50

    -40

    -30

    -20

    -10

    0

    -50

    -40

    -30

    -20

    -10

    0

    Doppler Frequency

    F

    i

    l

    t

    e

    r

    R

    e

    s

    p

    o

    n

    s

    e

    [

    d

    B

    ]

    fd

    =2vrDoppler Frequency

    Radial Velocity

    Wavelength

    Filter-bank spans entire radar system Doppler frequency band

    Detections are isolated within a single Doppler filter

    Use two closely spaced frequency filters offset from the center frequency of the Doppler filter containing the detection

    Doppler estimation procedure is similar to angle estimation with angle and frequency interchanged

    Detect Estimate

    Courtesy of MIT Lincoln Laboratory, Used with Permission

  • Radar Systems Course 15Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Radar Cross Section Measurement Accuracy

    Measurement of the radar cross section (RCS) of a target in a test environment was discussed in detail in the lecture on Radar Cross Section (Lecture10)

    When one wants to measure the RCS of a target, the radar needs to be calibrated

    How do A/D counts relate to RCS values?

    This calibration process is usually accomplished by launching a balloon with a sphere (RCS independent of orientation) attached by a lengthy tether and measuring the amplitude in A/D counts and the range of the balloon

  • Radar Systems Course 16Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Radar Cross Section Measurement Accuracy

    The calibration process (continued) Measurement is performed in the far field A radiosonde

    is usually balloon launched separately to measure the pressure, temperature, etc. (index of refraction of the atmosphere vs. height) so that propagation effects, such as, ducting, multipath, etc., may be taken into account properly and accurately

    High power radars could use spherical satellites to perform the same function as the balloon borne sphere

    RCS accuracy is usually limited by the ability to measure atmospheric (properties) losses as a function of the spheres range and elevation angle

  • Radar Systems Course 17Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Outline

    Introduction

    Observable Estimation

    Single Target Tracking Angle tracking techniques

    Amplitude monopulse Phase comparison monopulse Sequential lobing Conical scanning

    Range tracking Servo systems

    Multiple Target Tracking

    Summary

    Courtesy of MIT Lincoln Laboratory.Used with permission

    TRADEX

    FPS-16

    Courtesy of US Air Force

  • Radar Systems Course 18Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Single Target Tracking -

    General

    Usually after a target is initially detected, the radar is asked

    to: Continue to detect the target as it moves through the radars

    coverage Associate the different detections with the specific target

    All these detections are from the same target Use range, angle, Doppler measurements

    Use these detections to develop a continually more accurate estimate of the targets observables

    Position, velocity, etc Predict where the target will be is the future

    These are the functions of a Tracker

  • Radar Systems Course 19Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Basics of Continuous Angle Tracking

    For radars with a dish antenna, the purpose of the tracking function is to keep the antenna beam axis aligned with a selected target.

    Illustration at left Two overlapping beams -

    target is to the right of antenna boresight

    Illustration at right Two overlapping beams -

    target is to the right of antenna boresight

    . Target is located at boresight

    position.

    Beam ABeam A Beam B Beam B

    Angle

    AaBa

    AaBa

    0 T0 =T Angle

    Boresight Boresight Target DirectionTarget Direction

    BA aa 0 Antenna pointing to highIf V1

    -V2

    < 0 Antenna pointing to lowIf V1

    -V2

    = 0 Antenna pointed at target

    Beam 1

    Beam 2

    Antenna pointed at target

    Adapted from ShermanReference 5

  • Radar Systems Course 44Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Sequential Lobing

    Angle Measurement

    The differences in echo signals between the two switched beams is a measure of the angular displacement of the target from the switching axis

    The beam with the larger signal is closer to the target A control loop is used to redirect the beam track locations

    to equalize the beam response When the echo signals in the two beam positions are equal,

    the target is on axis

    Antenna Patterns

    Position 1

    Time

    Position 2Center ofBeam 2

    Center ofBeam 1

    SwitchingAxis

    Target Position

  • Radar Systems Course 45Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Outline

    Introduction

    Observable Estimation

    Single Target Tracking Angle tracking techniques

    Amplitude monopulse Phase comparison monopulse Sequential lobing Conical scanning

    Range tracking Servo systems

    Multiple Target Tracking

    Summary

  • Radar Systems Course 46Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Conical Scan Tracking Concept

    The angle between the axis of rotation and the axis of the antenna beam is the squint angle

    Because of the rotation of the squinted beam and the targets offset from the rotation axis, the amplitude of the echo signal will be

    modulated at a frequency equal to the beam rotation

    Typical Conical Scan Pattern

    (8 Beam Positions per Scan)

    Scan Pattern

    BeamRotation

    Target Axis

    RotationAxis

    Beam Axis

    Antenna Pattern

    Squint Angle

  • Radar Systems Course 47Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Conical Scan Pulse Trains

    The amplitude of the modulation

    is proportional to the angular distance between the target direction and the rotation axis

    Beam displacement

    The phase of the modulation

    relative to the beam scanning position contains the direction information

    Angle error

    Received Pulse Trainwith

    Conical-Scan Modulation

    R

    e

    c

    e

    i

    v

    e

    d

    P

    u

    l

    s

    e

    A

    m

    p

    l

    i

    t

    u

    d

    e

    Time

    Envelope of Received Pulses

    Received Pulses

  • Radar Systems Course 48Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Block Diagram of Conical Scan Radar

    RangeGateDuplexer Receiver

    Transmitter

    ElevationServo

    Amplifier

    ElevationServoMotor

    AzimuthServo

    Amplifier

    ElevationAngle

    Error Detector

    AzimithAngle

    Error Detector

    AzimuthServoMotor

    ReferenceGenerator

    To Rotary JointOn Antenna

    In Pedestal

    tf2sin stf2cos s Error

    SignalScanMotor

  • Radar Systems Course 49Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Beam-Splitting

    At typical detection threshold levels (~13 dB) the resolution cell can be approximately split by a factor of ten; i.e. 10:1 antenna beam splitting

    -10 0 10 20 300

    0.2

    0.4

    0.6

    0.8

    1

    Conical Scan , 1 pulseMonopulse, 1 pulseConical Scan, 4 pulsesMonopulse, 4 pulses

    Signal-to-noise ratio [dB]

    E

    r

    r

    o

    r

    /

    B

    e

    a

    m

    w

    i

    d

    t

    h

    SNR = 13 dB

    10:1 Beam splitting

    Legend

    Courtesy of MIT Lincoln Laboratory, Used with Permission

  • Radar Systems Course 50Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Angle Estimation with Scanning Radar (Multiple Pulse Angle Estimation)

    Scan Angle

    Target

    P

    o

    w

    e

    r

    AntennaPattern

    (e.g. azimuth)

    Scan Angle

    Target

    P

    o

    w

    e

    r

    Antenna Pattern Antenna Pattern

    Scan Angle

    DeclaredTarget

    P

    o

    w

    e

    r

    Scanned Output Power

    DetectionThreshold

    DetectionThreshold

    Courtesy US Dept of Commerce

    Airport Surveillance Radar Courtesy of MIT Lincoln Laboratory, Used with Permission

  • Radar Systems Course 51Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Angle Estimation with Scanning Radar (Multiple Pulse Angle Estimation)

    Scan Angle

    Target

    P

    o

    w

    e

    r

    AntennaPattern

    Scan Angle

    Target

    P

    o

    w

    e

    r

    Antenna Pattern Antenna Pattern

    Scan Angle

    DeclaredTarget

    P

    o

    w

    e

    r

    Scanned Output Power

    DetectionThreshold

    For a track-while scan

    radar, the target angle is measured by:

    Fitting the return angle data from different angles to the known antenna pattern, or

    Using the highest amplitude target return as the measured target angle location

    DetectionThreshold

    Courtesy of MIT Lincoln Laboratory, Used with Permission

  • Radar Systems Course 52Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Angle Estimation with Array Antennas

    Phased array radars are well suited for monopulse

    tracking Amplitude Comparison Monopulse

    Radiating elements can be combined in 3 ways Sum, azimuth difference, and elevation difference

    patterns Phase Comparison Monopulse

    Use top and bottom half of array for elevation Use right and left half of array for azimuth

    Lens arrays (e.g. MOTR) would use amplitude monopulse

    Four-port feed horn would be same as for dish reflector

    MOTR

    BMEWS

    Courtesy of MIT Lincoln Laboratory, Used with Permission

  • Radar Systems Course 53Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Outline

    Introduction

    Observable Estimation

    Single Target Tracking Angle tracking techniques

    Amplitude monopulse Phase comparison monopulse Sequential lobing Conical scanning

    Range tracking Servo systems

    Multiple Target Tracking

    Summary

  • Radar Systems Course 54Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Split Gate Range Tracking

    EarlyGate

    Signal

    Difference Signal betweenEarly and Late Range Gates

    Late Gate

    Early Gate

    Echo Pulse

    LateGate

    Signal

    Two gates are generated; one is an early gate, the other is a late gate.

    In this example, the portion of the signal in the early gate is less than that of the late gate.

    The signals in the two gates are integrated and subtracted to produce the difference error signal.

    The sign of the difference indicates the direction the two gates have to be moved in order to have the pair straddle the echo pulse

    The amplitude of the difference determines how far the pair of gates are from the centroid.

  • Radar Systems Course 55Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Multi Target Tracking in Range, Angle, and Doppler

    Single target angle trackers (Dish radars) can be configured to track other targets in the radar beam

    Useful for radars with moderate to wide beamwidths Favorable geometry helpful

    TRADEX and several other radars have multi-target trackers Primary target is kept on boresight with standard monopulse

    angle tracker

    Up to 10 other targets, in radar beamwidth, are tracked in range

    Some other radars track in Doppler and in range along with tracking in angle

  • Radar Systems Course 56Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Outline

    Introduction

    Observable Estimation

    Single Target Tracking Angle tracking techniques

    Amplitude monopulse Phase comparison monopulse Sequential lobing Conical scanning

    Range tracking Servo systems

    Multiple Target Tracking

    Summary

  • Radar Systems Course 57Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Antenna Servo Systems

    The automatic tracking of a target in angle employs a servo system that utilizes the angle error signals to maintain the pointing of the antenna in the direction of the target

    The servo system introduces lag in the tracking that results in error

    The lag error depends on the target trajectory Straight line, gradual turn, rapid maneuver

    Type II Servo System often used in tracking radar No steady state error when target velocity constant Known as zero velocity error system

    The effect of velocity and acceleration on a servo system can be described by the frequency response of the tracking loop

  • Radar Systems Course 58Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Servo Bandwidth

    The tracking bandwidth of a servo system is that of a low pass filter

    The bandwidth should be narrow to: Minimize the effects of noise,or jitter, Reject unwanted signal components

    Conical scan frequency or jet engine modulation Provide a smoothed output of the desired measured parameters

    The bandwidth should be wide to: Follow rapid changes in the target trajectory or in the vehicle

    carrying the radar The choice of servo bandwidth is usually a compromise

    Sensitivity vs. tracking of maneuvering target Tracking bandwidth may be made variable or adaptive

    Far range -

    angle rates low, low S/N (narrow bandwidth) Short range -

    angle rates large (wide bandwidth) Shorter ranges -

    Glint can be an issue (narrow bandwidth)

  • Radar Systems Course 59Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Bounds on Servo Resonant Frequency

    The tracking bandwidth of a mechanical tracker should be small compared to the lowest natural frequency of the antenna and its structural foundation

    This prevents the antenna from oscillating at its resonant frequency

    S

    e

    r

    v

    o

    R

    e

    s

    o

    n

    a

    n

    t

    F

    r

    e

    q

    u

    e

    n

    c

    y

    (

    H

    z

    )

    Antenna Diameter (ft)1 3 10 30 100 300

    10

    1

    30

    3

    100

    APG-66

    SCR-584

    FPS-16

    FPQ-10

    FPQ-6FPS-49

    Goldstone

    Haystack

  • Radar Systems Course 60Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Summary

    Part 1

    A detailed description of the different radar observables and their estimation was presented

    Observables -

    Range, angle, and Doppler velocity Radar cross section issues were presented in a previous lecture Resolution, precision and accuracy were discussed

    The different techniques for single target angle tracking were discussed in detail, as well as their implementation

    Amplitude monopulse Phase comparison monopulse Sequential lobing Conical scanning

    Range tracking techniques, as well as other related subjects were presented

  • Radar Systems Course 61Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Homework Problems

    From Skolnik, Reference 1

    Problems 4.1, 4.3, 4.5, 4.9, 4.11, and 4.15

  • Radar Systems Course 62Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    References

    1.

    Skolnik, M., Introduction to Radar Systems, McGraw-Hill, New York, 3rd

    Ed., 20012. Barton, D. K., Modern Radar System Analysis, Norwood,

    Mass., Artech

    House, 19883. Skolnik, M., Editor in Chief, Radar Handbook, New York,

    McGraw-Hill, 3rd

    Ed., 20084. Skolnik, M., Editor in Chief, Radar Handbook, New York,

    McGraw-Hill, 2nd

    Ed., 19905. Sherman, S. M., Monopulse Principles and Techniques,

    Norwood, Mass., Artech

    House, 19846. Barton, D. K. and Ward, H. R, Handbook of Radar

    Measurements, Norwood, Mass., Artech

    House, 1984

  • Radar Systems Course 63Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Acknowledgements

    Dr Katherine A. Rink Dr Eli Brookner, Raytheon Co.

  • Radar Systems Course 64Parameter Estimation 1/1/2010

    IEEE New Hampshire SectionIEEE AES Society

    Part 2

    Introduction

    Observable Estimation

    Single Target Tracking

    Multiple Target Tracking

    Summary

    Radar Systems EngineeringLecture 15Parameter EstimationAnd TrackingPart 1Block Diagram of Radar SystemTracking RadarsOutlineRadar Parameter EstimationAccuracy, Precision and ResolutionOutlineObservable AccuracyLimitations on Range EstimationTheoretical vs. Practical Accuracy LimitationsAngle Estimation IssuesLimitation on Angle EstimationAngular Accuracy with ASR RadarDoppler EstimationRadar Cross Section Measurement AccuracyRadar Cross Section Measurement AccuracyOutlineSingle Target Tracking - GeneralBasics of Continuous Angle TrackingOutlineAmplitude Comparison MonopulseMonopulse Antenna Patternsand Error SignalsFour Horn Monopulse Block DiagramTwo Dimensional- Four Horn MonopulseMonopulse Error PatternFunctional Diagram of Monopulse RadarMicrowave Combining Network (Four Horn Monopulse Feed)Three Types of Hybrid JunctionsHybrid Junctions for Monopulse RadarsHybrid Junctions Used in Monopulse RadarHybrid Junctions Used in Monopulse RadarMonopulse ProcessorS Band Monopulse Feed with X Band Center FeedTwelve Horn Monopulse FeedGlint (Angle Noise)Low Angle TrackingMeasured Low Angle Tracking ErrorOutlinePhase Comparison MonopulseComparison of Monopulse Antenna BeamsAngle Estimation with Antenna ArraysOutlineSequential Lobing Angle MeasurementSequential Lobing Angle MeasurementOutlineConical Scan Tracking ConceptConical Scan Pulse TrainsBlock Diagram of Conical Scan RadarBeam-SplittingAngle Estimation with Scanning Radar(Multiple Pulse Angle Estimation)Angle Estimation with Scanning Radar(Multiple Pulse Angle Estimation)Angle Estimation with Array AntennasOutlineSplit Gate Range TrackingMulti Target Tracking in Range, Angle, and DopplerOutlineAntenna Servo SystemsServo BandwidthBounds on Servo Resonant FrequencySummary Part 1Homework ProblemsReferencesAcknowledgementsPart 2