copy of satrack
TRANSCRIPT
SEMINAR REPORT 2008-09 SATRACK
INTRODUCTION
According to the dictionary guidance is the
‘process of guiding the path of an object towards a given
point, which in general may be moving’. The process of
guidance is based on the position and velocity if the target
relative to the guided object. The present day ballistic missiles
are all guided using the global positioning system or GPS.GPS
uses satellites as instruments for sending signals to the missile
during flight and to guide it to the target. SATRACK is a system
that was developed to provide an evaluation methodology for
the guidance system of the ballistic missiles. This was
developed as a comprehensive test and evaluation program to
validate the integrated weapons system design for nuclear
powered submarines launched ballistic missiles. This is based
on the tracking signals received at the missile from the GPS
satellites. SATRACK has the ability to receive record,
rebroadcast and track the satellite signals. SATRACK facility
also has the great advantage that the whole data obtained
from the test flights can be used to obtain a guidance error
model. The recorded data along with the simulation data from
the models can produce a comprehensive guidance error
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-1-
SEMINAR REPORT 2008-09 SATRACK
model. This will result in the solution that is the best flight
path for the missile.
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-2-
SEMINAR REPORT 2008-09 SATRACK
GPS SIGNALS
The signals for the GPS satellite navigation are two L-
band frequency signals. They can be called L1 and L2.L1 is at
1575.42 MHz and L2 at 1227.60 MHz .The modulations used
for these GPS signals are
1. Narrow band clear/acquisition code with 2MHz
bandwidth.
2. Wide band encrypted P code with 20MHz bandwidth.
L1 is modulated using the narrow band C/A code only.
This signal will give an accuracy of close to a 100m only. L2 is
modulated using the P code. This code gives a higher accuracy
close to 10m that is why they are encrypted. The parameters
that a GPS signal carries are latitude, longitude, altitude and
time. The modulations applied to each frequency provide the
basis for epoch measurements used to determine the
distances to each satellite. Tracking of the dual frequency GPS
signals provides a way to correct measurements from the
effect of refraction through the ionosphere. An alternate
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-3-
SEMINAR REPORT 2008-09 SATRACK
frequency L3 at 1381.05MHz was also used to compensate for
the IONOSPHERIC effects.
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-4-
SEMINAR REPORT 2008-09 SATRACK
Fig:1 Satrack concept
SATRACK CONCEPT
Guidance system evaluation concept of very early
weapons systems depended on the impact scoring techniques.
This means that the missile was shot and the accuracy was
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-5-
SEMINAR REPORT 2008-09 SATRACK
formulated on the scoring or the target destruction. This
evaluation method was unacceptable for evaluating the more
precise requirements of the latest systems. A new methodology
was needed that provided insights into the major error
contributors within the flight-test environment. The existing
range instrumentation was largely provided by radar systems.
They however did not provide the needed accuracy or range in
the broad ocean test ranges. The accuracy projections needed to
be based on the high confidence understanding of the
underlying system parameters. SATRACK was developed with
the necessary hardware and telemetry stations.
The figure shows the SATRACK measurement concept.
The main parts are the GPS satellites, the missile translator and
ground telemetry stations. The missile receives the signals from
the GPS satellites. They are translated to another frequency and
relayed to the ground telemetry stations. The telemetry station
records the data for playback and for post processing.
The satellite signals received at the missile are
translated to S-band frequencies for the telemetry station using
the missile hardware called translators. The ground based
telemetry station record the data after reception through the
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-6-
SEMINAR REPORT 2008-09 SATRACK
antenna after digitising the signals. Some ground sites uses L1
C/A signals to provide real time tracking solutions.
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-7-
SEMINAR REPORT 2008-09 SATRACK
GPS TRANSLATOR
This flight hardware is fixed in the missile. The
translator receives the GPS signals and they are amplified,
shifted to an intermediate frequency, filtered to cover the
satellite signal modulation bandwidth, shifted to an output
frequency. Then they are amplified for transmission to one
or more ground stations.
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-8-
SEMINAR REPORT 2008-09 SATRACK
Fig. 2 GPS Translator
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-9-
SEMINAR REPORT 2008-09 SATRACK
The translator does the following
1. Received the satellite signal
2. Translated it to a missile telemetry frequency (S-band)
3. Rebroadcast the received signal
GPS translator are of both Analog and digital types The
Analog translators heterodyne the L-band signal to S-band
adds a pilot carrier to allow the monitoring of the reference
oscillator variations. Both wide and narrow band type of
Analog translators are used. Digital translators down-convert
the received L-band GPS signal to near base band and digitises
it. This digitised data is modulated into an S-band carrier and
transmitted to the ground stations.
FIELD SUPPORT EQUIPMENT
SATRACK is the most useful tool because of its post
flight processing facility .The ground equipment consists of
receiving antenna, data recorder and auxiliary reference
timing systems. The equipment receives the translated GPS
signal along with other telemetry signals and distributes it to
the data recorder. Most ground stations are capable of
generating a precise atomic timing standard. The earlier
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-10-
SEMINAR REPORT 2008-09 SATRACK
equipments were narrowband recorders that relied on high-
speed tape recorders. These gave up to 14 tracks of recording
channels with four mega samples per second. The translator
processing system was developed for the national missile
defence exoatmospheric re-entry intercept subsystem where it
served as a real-time GPS processor for range safety as well as
data recorder. Some later versions were capable of processing
data from both analogue and digital translators.
PORTABLE GROUND EQUIPMENT
This hardware is used for the post flight processing and
tracking of the satellite signals. The SATRACK facility
processes the raw data into a time series of range and Doppler
measurements for each satellite, and the Kalman filter, which
incorporates various corrections and generates a navigation
solution for the missile. The system has undergone a lot of
redesign and development as the requirements evolved with
new type of translators and receivers. The latest system
processes the wideband L1/L2 signals dual frequency P-code
as required by wide band translators. The system hardware is
based on Analog Device SHARC processor. Most of the custom
GPS processing hardware is based on field programmable gate
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-11-
SEMINAR REPORT 2008-09 SATRACK
arrays [FPGA]. Each board has the ability to track up to eight
channels. The user interface is done using windows based PC
workstations.
POST FLIGHT TRACKING AND DATA PROCESSING
This is the most important part of the SATRACK technology
FIG 3 Basic SATRACK configurations.
For a number of days surrounding the missile flight, GPS
signals are received, tracked, and recorded at the GPS
tracking sites.
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-12-
SEMINAR REPORT 2008-09 SATRACK
During the missile flight, GPS signals are received by
missile, translated in frequency, and transmitted to the
surface station(s).
A tracking antenna at the station receives the missile
signals, separates the various components and records the
data.
The post-flight process uses the recorded data to give
satellite ephemeredes clock estimates tracked signal-data
from the post-flight receiver, and missile guidance sensor
data.
After the signal tracking data are corrected, the entire data
element and the system models are used by the missile
processor to produce the flight test data products.
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-13-
SEMINAR REPORT 2008-09 SATRACK
The figure shows how the post flight tracking
facility accomplishes precision tracking of the GPS signals
through the playback of the recorded translator signals. High
accuracy satellite ephemeredes and the clock estimate
covering their span of test flight is obtained. These data along
with the processed telemetry data help provide the tracking
aids for the post flight receiver and measurement estimates
for the missile processor. The translator passes signal for all
the satellite in view of the missile antenna and the post flight
receiver provides all in view satellite signal tracking. During
play back satellite signals are tracked through delay locked
loops.
For range code modulation and phase locked loops
for carrier phase tracking.
The post flight processing of the recorded data is used
to test the accuracy of the measurements that is to evaluate
the guidance system. The concept can be explained based on
the block diagram given below.
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-14-
SEMINAR REPORT 2008-09 SATRACK
Fig: 4 strategic weapons systems accuracy evaluation concept
The procedure was developed by whish the
uncertainties with whish we observe a performance as well as
the finitude of test programs was translated in to specified
confidence in the accuracy parameters being estimated.
Information theory provided the basis for developing the
algorithms that could quantify the confidence with which
accuracy could be estimated. Next performance needed to be
known, not just the system level but at the subsystem level
also. The accuracy evaluation program had to be able to
isolate faults and estimate performance of the subsystems or
the various phases of the system. Since the allowable number
of test used for the determination of estimates were limited to
10to 20 the instrumentation had to be of high quality to
provide the high confidence measurements hence to get good
confidence estimates. In addition to this, we also needed to
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-15-
SEMINAR REPORT 2008-09 SATRACK
extrapolate the untested condition that is to predict tactical
performance with high-quantified confidence from test data.
Data from each accuracy test was analysed using some
variant of the Kalman filter. Within these filters are the detailed
models of both the system and the instrumentation for each
system. The figure depicts how this analysis is accomplished.
Given a particular test or scenario measurement, data are
collected on the various subsystems. Using rigorous methods,
these data are collected with prior information generally
developed and maintained by builders of the various parts of the
system under test. This prior information is necessary for the
single test processing, given the incomplete observability of the
error sources. The outputs of the filter provide the basis for
understanding particular realizations of system and subsystem
behaviour. Analysis results provide insight in to the sources and
causes of the inaccuracy. The results of the multiple tests –the
outputs of the Kalman filter –serve as the inputs to the
cumulative parameter estimation process. All prior information
regarding the relative error models is removed so that the
estimate accuracy is derived solely from the test data.
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-16-
SEMINAR REPORT 2008-09 SATRACK
Fig: 5 reconstructions of sources of missile impact miss distance
error
The graph shows a hypothetical diagram used to allocate
contributions to the impact miss. This method is based on
projecting each error contributor and its uncertainty into impact
domain.
1. first level allocation is at the subsystem level: initial
conditions, guidance, and deployment and re-entry
2. second-level allocation provides data for major error groups
within each subsystem eg: accelerometers
3. Third-level allocation (not given in figure) produces
estimates of fundamental error terms of guidance model
eg: an accelerometer scale factor error.
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-17-
SEMINAR REPORT 2008-09 SATRACK
This process solves the highly non linear equations for
the means, variances, and Markov parameters that characterize
the overall
system accuracy performance. In addition uncertainties in the
parameter estimates are calculated so that we have a
quantitative measure of our confidence in the solution .The
ultimate desired product is system performance under tactical
not test conditions. Here we rely heavily on the tactical gravity
and weather conditions developed from data and
instrumentation. These models along with deterministic
simulations of the system are then used to propagate the
fundamental model parameter estimates and the uncertainties
to the domain of interest-system accuracy at the target.
The carrier phase tracking of the signals provide the
critical measurements .The measurements of the GPS signal;
phase sense range changes along the line of sight for each
signal to a small fraction of the wavelength usually a few
millimetres. These measurements which when compared to
their values computed from guidance sensor data and satellite
position and velocity estimates, provide most of the
information. Noise in the measurement of the recovered GPS
range code signals is of secondary importance. In essence, the
inertial sensors provide high frequency motion information
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-18-
SEMINAR REPORT 2008-09 SATRACK
better than the signal processes, the Doppler information
senses the systematic errors associated with the inertial
sensors and the range data provide an initial condition for all
the dynamic measurements. The range noise remaining after
the process of smoothing of the noise is smaller than
the other bias like uncertainties that set the limit on absolute
position accuracy e.g.: the satellite position.
The missile and satellite trajectories including
stimulated errors for satellite position and clocks were used
dot drive the satellite signal generators to produce the
simulated GPS signals. These are then passed through digitally
controlled phase shifters and time multiplexing switch to
emulate the missile GPS antenna network. This is connected to
a missile translator hardware simulator that produced the GPS
signals at S-band. An S-band antenna hardware simulator
produced the outputs, which were recorded by the prototype
telemetry station receiver, and the recording equipment .The
hardware simulator drivers were conditioned to encompass all
anticipated effects including signal refraction through the
ionosphere and troposphere. The recorded data were
equivalent to the data that would be received from telemetry
site.
The post flight processing facility now has all the inputs,
GPS ephemeredes, clock files, and telemetry data and
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-19-
SEMINAR REPORT 2008-09 SATRACK
translated signal data tape. These data are then processed
and an estimate of the underlying model errors is produced. In
addition, the testing of the post processing system is done by
this method.
EVOLUTION OF SATRACK
SATRACK has evolved over a quarter century. The
original development for the Trident I missile (C4) began in
earn -est. in1974.4 The C4 version (SATRACKI) was a
technology develop -pment program aimed at(1) gaining
insight into what was needed for improved accuracy and (2)
developing an adequate accuracy evaluation n system.
SATRACK, as it evolved, is the fulfilment of the second major
objective.SATRACK I proved that it could provide adequate
estimates of guidance subsystem errors for individual flights. It
was a pioneering effort in that both the tracking methods and
the large Kalman filter processing techniques were pushing the
state-of the-art. The second phase (SATRACK II) was a major
upgrade in response to the stringent measurement
requirements set by the Accuracy Evaluation System study.5
The study established the total weapon system instrumentation
requirements for the Trident II (D5) missile in accordance with
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-20-
SEMINAR REPORT 2008-09 SATRACK
specified accuracy evaluation objectives, Including SATRACK as
well as other prelaunch, in-flight, and Re-entry area
instrumentation. SATRACK II has been operational since 1987. A
general upgrade has been initiated to replace aging
components of the D5 test system.
The new SATRACK ground recording equipment is
currently in the final stages of checkout, upgrading at the post
flight facility is well along, and preliminary design of
replacement missile test components is beginning.
Furthermore, efforts have been focused for the last several
years on a new GPS translator system to support Trident re-
entry body testing. The upgraded system will not only
modernize the facility hardware and software functions, it will
also substantially extend SATRACK Performance capabilities.
and its influence on the Peacekeeper guidance model. The
Navy will continue to test and evaluate the Trident Weapon
System with the primary goals of detecting changes to system
performance caused by aging components and assessing
system modifications needed to extend its lifetime.
In this regard, we recognize that SATRACK
evaluation is only one part of system accuracy assessment,
and accuracy assessment is only a part of the total weapon
system evaluation. Equal diligence is needed in all aspects of
monitoring and maintaining the Trident system. Continued D5
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-21-
SEMINAR REPORT 2008-09 SATRACK
accuracy evaluation support will remain the primary objective
for SATRACK. However, in parallel with this activity, we have
identified a natural extension of SATRACK capabilities that can
support precision intercept evaluations for national and
theatre ballistic missile defence flight tests.
This realization grew out of our ERIS flight
test experience and our support to the Strategic Defence
Initiative Organization for the development of a precision
intercept test capability for the Brilliant Pebbles Program. Both
of these projects and the continued support of NMD test
objectives have, with Navy concurrence, taken advantage of
the unique APL facilities developed for Trident. As noted in a
companion article (Thompson, this issue) on a high-precision
sled test, we successfully completed an IR&D project devoted
to demonstrating the measurement capability needed for
precision intercept test evaluations.
An earlier IR&D project developed a
translator design for this purpose that was the basis for a new
Trident translator system used for supporting special reentry
body tests. The upgraded SATRACK postflight tracking facility
will support existing C4 and D5 translators and reentry body
translators as well as the replacement translator to be
selected for the new D5 test missile kit. When completed, we
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-22-
SEMINAR REPORT 2008-09 SATRACK
will refer to this configuration as SATRACK III, which will take
full advantage of technology growth in processing hardware
and software to produce a workstation-based facility that is
easily reconfigured to support a wide range of tests.The
capabilities of the new configuration and the expected
reduced test tempo of Trident flight tests naturally produce a
processing capacity that can be extended to support critical
ballistic intercept testing of other high-priority defense
programs. Our studies indicate that this capability is required
to adequately support model validation of precision missile
intercept systems, and we have configured the postflight
tracking subsystem architecture to be easily expanded to
eventually support such tests.
The office responsible for general range
applications, RAJPO, is developing a translator-based GPS
range system (TGRS) that includes a capability for intercept
support missions. This system is intended to serve both range
safety and postflight evaluation objectives for a variety of
range users. Many new applications are expected to use TGRS
digital translators and their ground station recording
equipment. A newupgrade to the APL postflight tracking
facility will provide an interface for TGRS data processing in
the
near future.
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-23-
SEMINAR REPORT 2008-09 SATRACK
MAJOR BREAKTHROUGHS
1. EVALUATION CAPABILITY FOR CUMULATIVE FLIGHT
The limitations of the test geometry prohibit
observations of all the errors in any single flight test. Since
each test flight provides observations of the underlying system
missile guidance error models, the data can be combined from
may flight tests. The final cumulative analysis of flight test
data produces a guidance error model of the weapons system.
It combines observations from each flight to derive a missile
guidance model that is both tactically representative and
based completely on the flight test data. This model combined
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-24-
SEMINAR REPORT 2008-09 SATRACK
with other similarly derived sub system models helps develop
planning factors used to assign weapons system targets
2. FULL DIGITAL IMPLEMENTATION.
The full digital implementation is of the Portable ground
equipment and processing facility. So, the results are
expected to be repeatable. This is a very big improvement
over the Analog circuitry
such as the Analog PLLs used for carrier- phase tracking loop.
In addition, the digital implementation removes the need for
periodic hardware calibration that accompanies the analog
circuits
3. BATCH MODE PROCESSING
This type of processing allows hardware to operate
with software like flexibility. As the pure software system was
too slow, hardware that is fully configurable under software
control implemented the most computing intensive portions of
the process such as signal correlation, generation of local code
and carrier signal mixing. It is possible to acquire the signal
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-25-
SEMINAR REPORT 2008-09 SATRACK
with virtually no acquisition delay by conducting extensive
searches with initial batch of data until all the signals are
found.
4. FLEXIBLE ARCHITECTURE RECEIVER
The batch mode processing has been applied to
stand alone real time capable receiver called FAR. It retains
the essence of batch mode architecture. While maintaining the
capability to process the data in real time. FAR is a single
channel L1 C/A only receiver with a front-end data storage
memory that buffers unto one s of data. It can track up to 16
satellites in real time without any loss from channel
multiplexing
CONCLUSION
SATRACK is a significant contributor to the successful
development of and operational success of the trident
weapons system. It provides a unique monitoring function that
is critical to the maintenance of strategic weapons systems.
The development and research leading up to this technology
has been instrumental in bringing out the latest in GPS
receiver, translators, data recorders etc. Several special tests
have been conducted with various combinations of inertial
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-26-
SEMINAR REPORT 2008-09 SATRACK
systems, GPS receivers, translators as well as RF/antenna
designs. Special tests have demonstrated that accuracy may
be achieved to support potential new and extremely
demanding tactical strike scenarios. The development of
SATRACK looks forward to the implementation of the Low Cost
Missile Test Kit. [LCTMK]. One other main development from
this technology was the development of sophisticated tools for
optimal target patterning. Instrumentation, analytic methods,
and modelling and the use of limited and expensive flight tests
assets were also born out of the SATRACK research.
REFERENCES
Marc Camacho and Sung Lim:”SATRACK tests missile
accuracy,” IEEE Instrumentation and Measurement pp: 37-
45 June 2003
D. R. Coleman and L.S. Simkins,”The fleet ballistic missile
accuracy evaluation program,” Johns Hopkins APL Tech
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-27-
SEMINAR REPORT 2008-09 SATRACK
Digest Vol.19 No.4
pp 393-397 1998
T.Thompson, L.J.Levy, and E.Westerfield,” The SATRACK
system: Development and applications,” Johns Hopkins APL
Tech Digest Vol.19 No.4 pp 436-446 1998
David .E. Mosher,” Ballistic missile defence,”IEEE Spectrum
pp29-39 September 1997
Shneydor N. A ,”Missile guidance and Pursuit,”Herwood
Publishers pp 1-3,47-48 1998
ACKNOWLEDGEMENT
I extend my sincere gratitude towards Mrs.Seena.I.T,
Head of Department, Govt.Women’s Polytechnic, Nedupuzha,
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-28-
SEMINAR REPORT 2008-09 SATRACK
Thrissur for giving us her invaluable knowledge and wonderful
technical guidance.
I express my thanks to Mrs.Seena.I.T, our seminar co-
ordinator and other lecturers of the Computer Department,
Govt.Women’s Polytechnic, Nedupuzha, Thrissur for their kind
co-operation guidance for preparing and presenting this
seminar.
I also thank all the other faculty members of Computer
Department and my friends for their help and support.
RESMI.K
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-29-
SEMINAR REPORT 2008-09 SATRACK
CONTENTS
INTRODUCTION
GPS SIGNALS
SATRACK CONCEPT
GPS TRANSLATOR
FIELD SUPPORT EQUIPMENT
PORTABLE GROUND EQUIPMENT
DATA RECORDING AND POSTFLIGHT PROCESSING
EVOLUTION OF SATRACK
MAJOR BREAKTHROUGHS
ADVANTANGES
DISADVANTAGES
FUTURE DIRECTIONS
CONCLUSION
REFERENCES
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-30-
SEMINAR REPORT 2008-09 SATRACK
ABSTRACT
The origin of the missile can be traced back to the
roman war machine the catapult. The guided missile was born
when Werner Von Siemens suggested a guide torpedo for
submarines in the late 19th century. From these beginnings the
present day trident and tomahawk are guided from the skies
using the GPS signals. This seminar deals with the
measurement concept that tests the missile accuracy.
SATRACK receives, rebroadcast, records and tracks the
satellite signals sent by the GPS signals. The reception and
rebroadcast of the signals is done by a missile hardware called
the GPS translator. The ground telemetry stations consist of
the RF antenna and recorders for the data. Post-flight
processing and modelling are done later at the SATRACK
Facility. Also the major error contributors to the missile flight
are determined by the modelling done. There is extensive use
of simulated signals in this method. This seminar also throws
light on the major breakthrough technologies that were
developed during the research leading up to the final form of
this technology. The major advantages, disadvantages and
future applications of this method are also discussed. This
guidance system evaluation concept is the best in the current
test and evaluation technology for guided weapons systems.
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-31-
SEMINAR REPORT 2008-09 SATRACK
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-32-
SEMINAR REPORT 2008-09 SATRACK
DEPARTMENT OF COMPUTER ENGG GOVT.W .P.T.C.NEDUPUZHA-33-