Method and apparatus for improving ADS-B security

Information

  • Patent Grant
  • 7423590
  • Patent Number
    7,423,590
  • Date Filed
    Monday, April 30, 2007
    17 years ago
  • Date Issued
    Tuesday, September 9, 2008
    16 years ago
Abstract
Security of ADS-B transmissions is improved in a first embodiment to detect position spoofing. The annunciated position source may then be compared with the derived source and a determination is made regarding the difference between the results. Any position difference greater than an amount significantly greater than the combination of the error sources is then a cause for concern and can be used to generate an alert. In a second embodiment, alerting may be based on identification spoofing. From these sources a correlated ID is available which will have an associated confidence based on the number of sources and the level of agreement on the information. Aircraft dynamics may be correlated with the announced ID for consistency. A priori information on the aircraft and location, such as schedule information, and normal operations, may be used to assist in the confidence of aircraft identity. In a third embodiment, alerting may be based on spoofing of identity and position.
Description
FIELD OF THE INVENTION

The present invention relates to a Method and Apparatus to improve ADS-B Security. In particular, the present invention relates to techniques for using other data sources to validate the annunciated position of an aircraft and validate the annunciated identity of an aircraft as reported by ADS-B.


BACKGROUND OF THE INVENTION

Automatic Dependent Surveillance (ADS), a new standard adopted by many aviation authorities worldwide offers a great leap forward in aircraft surveillance capabilities. More information is made available than before with conventional primary and secondary radar technologies, and as ADS-B does not require major conventional radar ground infrastructure, the cost of implementation is far lower than Prior Art techniques.


Whether ADS will allow the decommissioning of primary conventional radars is the subject of many ongoing debates. However, most nations see the benefits in the implementation of a relatively low cost flight tracking technology. Countries with vast tracts of land or mountainous terrain that is not viable for conventional radar see the technology as highly cost beneficial.


Countries ranging from Australia to Taiwan have adopted ADS-B technology. Many working groups consisting of members of the international aviation community have participated in the development of many aircraft avionics and ground systems standards, for example RTCA Special Committee 186, which developed the ADS-B MASPS. A selection of some of the Committee's issue papers are listed below, and incorporated herein by reference. Additional papers, on the subject are available from http://adsb.tc.faa.gov/RFG.htm, also incorporated herein by reference.


The aforementioned Issue Papers, all of which are incorporated here by reference:
















File Name (*.PDF)
Size
Date
Status
Description







ASA-ASAS-Issue-
1.5 m
Nov. 23, 2004

ZIP file containing all submitted issue


Papers.zip



papers (1–20)


Blank ASAS Issue
8 k


Blank submission form


Paper.zip


IP01 TCAS ASA
14 k
Apr. 23, 2003
Withdrawn
TCAS Platform Usage


MASPS Issue


IP02 Degraded Target
16 k
Apr. 23, 2003
Closed
Degraded Target Utility Indicator


Utility Indicator


IP03 ASSAP
19 k
Apr. 23, 2003
Closed
Specifications are needed for ASSAP


Ownship Data



processing of Ownship data and


Processing



interfaces from ASSAP to the ADS-B






transmitting subsystem


IP04 Unknown SIL
15 k
Apr. 23, 2003
Open
Legacy GPS Systems are unable to






provide values for SIL


IP05 Application
38 k
Apr. 23, 2003
Deferred
Recommendations for changing the


Names and Acronyms



naming and acronym conventions for






Airborne Surveillance Applications.


IP06 Minimum Data
17 k
Apr. 23, 2003
Closed
Cautions against placing minimum


Quality Requirements



output requirements on ADS-B data.


IP07 Enhanced SIL
21 k
Apr. 23, 2003
Closed
Requests that SIL definitions be


Bit Definitions



extended to include intermediate values






than those specified in DO-242A.


IP08 CDTI - Ownship
59 k
Apr. 23, 2003
Open
Proposal to address CDTI display


Directionality



requirements when ownship loses its






directionality information.


IP09 CDTI - Display
54 k
Apr. 23, 2003
Open
Proposal for how CDTI symbology


of Position



might represent position uncertainty.


Uncertainty


IP10 CDTI - Altitude
15 k
Jun. 18, 2003
Open
Requests clarification on best choice of


Usage



altitude source (i.e. baro vs. geo) for






determining relative and absolute






altitude of displayed CDTI traffic.


IP11 ASA -
64 k
Jan. 13, 2004
Pending
Identification of an inconsistency of


Continuity in Tables



continuity requirements between Tables


2–3 & 3–1



2–3 and 3–1 in ASA MASPS.


IP12 ASA - Air-
66 k
Jan. 13, 2004
Pending
Problems with ASA MASPS air/Ground


Ground



determination when A/V has no


Determination



automatic detection means.


IP13 ASSAP - TIS-B
58 k
Feb. 13, 2004
Pending
Request to coordinate with WG2 that the


Registration



TIS-B MASPS requires the appropriate






registration functions between ADS-B






and ground sensors such as SSR.


IP14 STP - Velocity
64 k
Sep. 10, 2004
Pending
Proposal for new ADS-B field to convey


Lag Indicator



velocity tracker lag.


IP15 ASA - ADS-B
66 k
Sep. 10, 2004
Pending
Question as to whether there needs to be


OUT Power Switch



a requirement for ADS-B Out systems to






have an ON/OFF switch available to the






pilot


IP16 ASA - Surface
58 k
Sep. 01, 2004
Pending
Problem of Surface Vehicles which


Vehicles in Tunnels



operate on in tunnels under runways and






taxiways. How do Aircraft track these






vehicles without placing them on the






runways or taxiways?


IP17 CDTI - ADS-B
25 k
Nov. 03, 2004
Open
Summation of issue of whether or not


TCAS Symbol



CDTI should introduce directionality


Directionality



indication onto TCAS targets.


IP18 CDTI - Velocity
718 k
Nov. 03, 2004
Open
Summation of issues related to using


Vector Issues



velocity vectors for CDTI targets.


IP19 ASSAP -
17 k
Nov. 02, 2004
Pending
Since there is no means on the receive


Received NUC means



side to determine if transmitting DO-260


Integrity unknown



compliant systems are also TSO C166






compliant, integrity must be assumed to






be ZERO for received data.


IP20 ASSAP - Limit
18 k
Nov. 02, 2004
Pending
NIC & NAC values of 9 or greater are


of NIC & NAC to 8



defined with vertical considerations.


or less



Since initial STP MOPS will not address






these factors, ASSAP must not use






values greater than 8 for these fields.









The FAA has also successfully used ADS-B in a program called CAPSTONE, (See, http://www.alaska.faa.gov/capstone/, incorporated herein by reference). The Taiwan CAA started a combined ADS-B and multilateration program in the past few years as detailed on the website: http://www.caa.gov.tw/files/org/CNS_ATMSite/Surveillance.htm, also incorporated herein by reference.


The Taiwan CAA website contains a good description of ADS-C. The website explains that in order to meet the ADS operational requirements, the following four types of contract are supported. The first is the Demand contract 150, in which an aircraft provides data immediately and only once illustrated in FIG. 1, (ADS-C demand contract model). Referring to FIG. 1, control center 140 may send a request 110 for a transmission to aircraft 120. This request 110 may include a transmission number and transmission time (current time). The request is generally sent once only. In response to the request 110, aircraft 120 sends a message transmission 130 which may include aircraft identification and location data and an end of transmission signal. The control center 140 may then use this information to update aircraft position information on a control screen or the like, or for other purposes.


The second type of contract is the Periodic contract 250, in which an aircraft provides data periodically as shown in FIG. 2 (ADS-C periodic contract model). Referring to FIG. 2, control center 240 may send a request 210, which includes a transmission interval of X minutes, to aircraft 220. Aircraft 220 then sends a reply transmission 232 and then after the X minute (or other time interval) a second transmission 234, and a third transmission 236, and so forth. Each transmission 232, 234, 236, et al. may include aircraft identification and position information as well as other aircraft information. The control center 240 may then use this information to update aircraft position information on a control screen or the like, or for other purposes.


The third type of contract is the Event contract, in which an aircraft provides information when certain events are detected by aircraft avionics as shown in FIG. 3 (ADS-C event contract model). In the Event contract, a transmission may be generated by the aircraft whenever one or more events occurs. Examples of such events may include a way point change 310, in which the aircraft passes through a waypoint and/or heads toward another waypoint on an airchart. Another event example may include a speed change 320 in which the aircraft velocity changes (in this example from mach 0.82 to Mach 0.78). A third example is an altitude change, in which an aircraft changes from a particular latitude or from an assigned altitude. A fourth example is a heading/track change, in which an aircraft changes from a particular heading or predetermined track. These four examples of events are not inclusive, and other events may be used to trigger event reporting.


The fourth type of contract is the Emergency contract, in which an aircraft provides data, in the case of an emergency. In this type of contract, a transmission is generated if one or more emergency conditions are triggered, including automatically determined emergency conditions (loss of cabin pressure, engine out, or the like) and pilot indicated emergencies.


With ADS-B, the aircraft transmits aircraft parameters derived from an on-board navigation system via a broadcast data link to other aircraft or the ground control stations, and can be used to monitor the airport surface status as illustrated in FIG. 4 (ADS-B application). Referring to FIG. 4, aircraft 420 may derive position information from signals received from (for example) global positioning system satellite 460. When interrogated by air traffic radar 445 or in response to other indicia, aircraft 420 may emit transponder data (e.g., identification and/or altitude data and/or other data), which may be received by radar 445 such that Air Traffic Management center 440 may track the aircraft.


In addition, aircraft 420 may emit an ADS-B signal, which may be received by antenna 470 and/or other aircraft 425. ADS-B data may include information as to aircraft position and altitude, aircraft identification, and other data. This data may be used to identify and track aircraft and also provide other features, such as collision avoidance.


ADS-B signals may also be multilaterated by measuring the time difference of arrival (TDOA) at multiple antenna sites 470 to indicate aircraft position. The assignee of the present application has developed a number of techniques for implementing such multilateration, as described in the various Patents and applications previously incorporated by reference.


Other aviation authorities have also embraced the use of wide area multilateration coupled with ADS-B, including Austrocontrol as discussed in Aviation Week and Space Technology, Mar. 7, 2005, page 44-45, incorporated herein by reference. Some detractors of the technology have raised security concerns, such as Darryl Phillips, who wrote and distributed ADS-B, Automatic Dependent Surveillance—Broadcast Will ADS-B Increase Safety and Security for Aviation? first written in March 1999, revised July 2000 , by Darryl H. Phillips, AirSport Corporation, 1100 West Cherokee, Sallisaw Okla. 74955. See, http://www.airsport-corp.com/adsb2.htm, also incorporated herein by reference.


Other companies have also raised some security concerns and have come up with various solutions including secure communications links. See, for example Published U.S. Patent Application Publication No. 20040086121, entitled Secure Automatic Dependent Surveillance, also incorporated herein by reference. Others have attempted to develop methods to fuse data from disparate sources, attempting to build high confidence or “robust” data fusion processes, as illustrated for example in Published U.S. Patent Application Publication No. 20040130479, also incorporated herein by reference.


Another security concern is the prevention of a pilot (or terrorist) turning off the ADS-B transponder, as was the case with the hijacked aircraft on Sep. 11, 2001. This has lead to many methods such as Published U.S. Patent Application Publication Nos. 20040148067 and 20030060941, entitled Uninterruptible ADS-B System for Aircraft Tracking, both of which are incorporated herein by reference.


U.S. Pat. App 20030193409 describes a method and apparatus for tracking aircraft and securing against unauthorized access. This approach uses the aircraft's derived surveillance information in conjunction with GIS data to determine if an aircraft is off course. Other methods include building confidence levels in target positions using correlation techniques, such as that described in Published U.S. patent application No. 20030154018, entitled Multi-source target correlation, incorporated herein by reference.


As noted in the references cited above, the threat of ADS-B spoofing is of concern to many parties. Altering the existing ADS-B infrastructure to prevent such spoofing would require extensive investment in revising existing infrastructure and also changing out ADS-B equipment in existing aircraft. Such a radical overhaul of the ADS-B system is not cost-effective or practical. A technique for detecting ADS-B spoofing which is independent of ADS-B systems is required.


The assignee of the present application has developed an array of equipment and software and systems for tracking and identifying aircraft based upon multilateration—using aircraft radio signals to detect position and identification of an aircraft. As multilateration moved from an airport-based system to off airport applications such as wide area it became necessary to find sites off-airport to place the sensors. Off airport sites needed to have power, telecommunication, security and the ability to position antennas at reasonable heights to overcome obstructions to achieve line of site to aircraft.


In some of the earlier sites, such as T.F. Green airport in Providence, R.I. and Hyannis Airport in Barnstable, Mass., off airport sites included tops of various buildings, and Government owned communication towers. Because of the nature of the equipment at that time including the frequency use and large physical size and architecture it was not thought practical that commercial cell phone towers could be used.


SUMMARY OF THE INVENTION

The present invention includes a number of embodiments for improving security of ADS-B transmissions. In a first embodiment, alerting is based on position spoofing. Annunciated position may be provided from various implementations of ADS-B such as the Universal Access Transceiver (UAT), VHF Data Link (VDL), and 1090 MHz ADS-B. Sources such as wide area multilateration, primary and Secondary Surveillance Radar (SSR), conventional rotating radar, and passive radar, such as the Megadata PASSUR (www.megadata.com), may provide derived position.


The annunciated positions may be correlated through a Traffic Information Service Broadcast (TIS-B) system. The annunciated position source may then be compared with the derived source and a determination is made regarding the difference between the results. A nominal difference is expected between the two results as each source has different error sources, which are generally known and are estimable.


Any position difference greater than an amount significantly greater than the combination of the error sources is then a cause for concern and can be used to generate an alert. Averaging of several results may be used to increase confidence in an alert state. Alerts may then be sent to the aircraft, other aircraft, ground positions, and other third parties for interception or targeting.


In a second embodiment, alerting may be based on identification spoofing. Many different sources of the aircraft's ID are shown, ranging from surveillance sources (radar, ADS-B, and the like) and communications sources (ACARS, CPDLC, and the like). Each of these sources offers some of form of identity for the aircraft, be it Mode S/ADS-B 24 bit codes, ATC flight number, or flight number. From these sources a correlated ID is available which will have an associated confidence based on the number of sources and the level of agreement on the information.


Added to this are the dynamics of the aircraft, which include the velocity, flight level, vertical descent/ascent rates, and the like. The aircraft dynamics may be correlated with the announced ID for consistency, for example certain aircraft are capable of operating only at certain flight levels or velocities. Aircraft dynamics are computed from the various surveillance sources.


Add to this, a priori information on the aircraft and location, such as schedule information, and normal operations, to give a further layer of data, which may be used to assist in the confidence of aircraft identity.


In a third embodiment, alerting may be based on spoofing of identity and position. In this embodiment, a combination of the elements of first and second embodiments are used to give a high confidence alert that a particular aircraft is announcing an incorrect identity, position, or both.


All embodiments may be implemented using stand-alone equipment, which does not require an overhaul or modification of existing ADS-B equipment, either on the ground or on the aircraft. This equipment may be mounted at an airport, or even off-site. Through equipment redesign to conform with cell tower use, loading, and other factors, multilateration sensor equipment was approved for installation on cell towers, which, due to their high number and availability, made for a very practical way to set up surveillance network of multilateration and ADS-B sensors.





BRIEF DESCRIPTION OF THE DRAWINGS


FIG. 1 is a block diagram illustrating the ADS-C demand contract model.



FIG. 2 is a block diagram illustrating the ADS-C periodic contract model.



FIG. 3 is a block diagram illustrating the ADS-C event contract model.



FIG. 4 is a block diagram illustrating ADS-B Applications.



FIG. 5 illustrates a first embodiment of the present invention.



FIG. 6 illustrates an embodiment to determine spoofing of aircraft identity.





DETAILED DESCRIPTION OF THE INVENTION

In a first embodiment, alerting may be triggered based upon position spoofing. Referring to FIG. 5, the embodiment shows the aircraft tracking data sources 510, 515, 520, 525, 530, and 535 on the left side, where the top three (510, 515, and 520) are derived position and the bottom three (525, 530, 535) are annunciated position. MLAT data source 510 may include aircraft position data generated from an aircraft radio signal multilateration system as described, for example, in the aforementioned Patents and pending Patent Applications previously incorporated by reference, from which the present application claims priority in whole or part.


Annunciated position 555 may be obtained from various implementations of ADS-B such as the Universal Access Transceiver (UAT) 525, VHF Data Link (VDL) 530, and 1090 MHz ADS-B 535, collectively labeled as TIS-B 540. Derived position 545 may be obtained from sources such as wide area multilateration 510, primary and Secondary Surveillance Radar (SSR) 515, conventional rotating radar, and passive radar 510, such as the Megadata PASSUR (www.megadata.com).


Annunciated position 555 may be correlated through a Traffic Information Service Broadcast (TIS-B) system. The annunciated position source may then be compared 550 with the derived source and a determination is made regarding the difference between the results.


A nominal difference 560 may be expected between the two results as each source has different error sources and ranges, which are generally known and are estimable. Any difference significantly greater than the combination of the error sources is then a cause for concern and can be used to generate an alert 565. Averaging of several results may be used to increase confidence in an alert state.


Alerts may then be sent to the aircraft, other aircraft, ground positions, and other third parties for interception or targeting.



FIG. 6 illustrates a second embodiment of the present invention in which alerting may be triggered by identification spoofing. On the left many different sources of the aircraft's ID are shown, ranging from surveillance sources such as radar, ADS-B, and the like, as represented by 610, 5215, 620, 625, 630, and 635 and communications sources such as ACARS 605, CPDLC 695 and the like. Each of these sources offers some of form of identity for the aircraft, be it Mode S/ADS-B 24 bit codes, ATC flight number, or flight number. Aircraft identification may be obtained from various implementations of ADS-B such as the Universal Access Transceiver (UAT) 625, VHF Data Link (VDL) 630, and 1090 MHz ADS-B 635, primary and Secondary Surveillance Radar (SSR) 615, conventional rotating radar, and passive radar 610, such as the Megadata PASSUR (www.megadata.com), collectively labeled as TIS-B 640.


From these sources a correlated ID 645 may be derived which will have an associated confidence based on the number of sources and the level of agreement on the information.


Added to this is the dynamics of the aircraft 670, which is the velocity, flight level, vertical descent/ascent rates and the like. Aircraft dynamics 670 may be correlated with the announced ID 645 for consistency, for example certain aircraft are capable of operating only at certain flight levels or velocities or the like. A Cessna 150 is not going to operate at 35,000 feet, for example, and if aircraft identification data indicates such a discrepancy, the aircraft dynamics module 670 of the present invention will detect such an anomaly in the data. Similarly, if the ADS-B signal from a helicopter indicates that it is in fact a 747, the system may detect such spoofing, if the system shows the helicopter hovering (as determined by position data), a feat impossible for a 747.


Aircraft dynamics may be computed from the various surveillance sources shown on the left of the diagram, and aircraft performance criteria may be manually programmed or retrieved from a number of known aircraft performance databases. Various aircraft performance indicia may include minimum (stall) and maximum (VNE) velocities, climb rates, maximum altitude (ceiling), as well as other performance characteristics.


Add to this, a priori information 675 on the aircraft and location, such as schedule information, and normal operations, to give a further layer of data that can be use to assist in the confidence of an aircraft's identity. For example, if an aircraft is scheduled to arrive at a particular airport, based upon airline flight schedule information, and the system shows this aircraft arriving at a different airport, identification of the aircraft may be in doubt.


Compare function 650 weights these factors together—the ID confidence 645, as well as the aircraft dynamics 670 and a priori data 675 (collectively derived ID 655). Weighting factors may be used to determine whether an alert 665 should be generated.


In a third embodiment, alerting may be based on spoofing of both identity and position. It is possible to implement an embodiment that uses a combination of the elements of both the first and second embodiments of FIGS. 5 and 6 to give a high confidence alert that a particular aircraft is announcing an incorrect identity, position, or both. In this third embodiment, weighting factors may be applied to each data source and moreover, to each comparison of data sources (or groups of sources). If a number of discrepancies occur, an alert may be generated.


For example, from a priori data, it may be indicated that a flight scheduled to land at Washington National Airport is in fact, landing at Dulles Airport. Of course, such a discrepancy could occur due to weather conditions, mechanical problems, closed runways, or any number of legitimate reasons. The lack of correlation of a priori data may or may not be grounds for generating an alert.


Similarly, position errors can occur due to perfectly innocent causes. For example, if transponder barometric calibration is not properly set, an aircraft may report an incorrect altitude, which when compared to other data may show a discrepancy. Depending upon weighting factors, this error alone may not be enough to trigger an alarm.


However, if this a priori data indicates a discrepancy, and a position error is detected between reported and actual position, an alarm may be generated. This scenario is by way of example only and is not limiting. Weighting factors and combinations of alarm indicia can be fine-tuned dynamically or in the field depending upon the number of false alarms generated and based upon actual experience in the field.


By using data fusion processes pioneered by the Rannoch Corporation, assignee of the present application, the perceived problem of ADS-B and/or other identity spoofing, as described in the Background of the Invention, can be solved. Moreover, since the present invention does not require any changes to existing aircraft equipment or ADS-B infrastructure, the present invention addresses these security concerns without disrupting the existing ADS-B system.


As noted above, the equipment of the present invention may be installed at an airport or even off-site. Multilateration antennas may be adapted for use on cell phone towers to make installation even simpler. As such, a system can be easily and inexpensively installed to detect ADS-B spoofing and thus prevent or at least warn of the nightmare scenarios described in the Prior Art with regard to possible terrorist use of ADS-B spoofing to conceal true aircraft identity and position.


While the preferred embodiment and various alternative embodiments of the invention have been disclosed and described in detail herein, it may be apparent to those skilled in the art that various changes in form and detail may be made therein without departing from the spirit and scope thereof.

Claims
  • 1. A system for authenticating position signals of an aircraft, comprising: a first input for receiving an annunciated aircraft position from at least one aircraft generated source, the annunciated aircraft position indicating an annunciated position of the aircraft,a second input for receiving a derived aircraft position from a non-aircraft generated source, indicating position of the aircraft,a comparator, for comparing the annunciated aircraft position with the derived aircraft position and generating an alarm if the annunciated aircraft position is not within a predetermined range of the derived aircraft position.
  • 2. The system of claim 1, wherein the aircraft generated source includes one or more of ADS-B such as the Universal Access Transceiver (UAT), VHF Data Link (VDL), and 1090 MHz ADS-B.
  • 3. The system of claim 1, wherein the non-aircraft generated source includes one or more of a multilateration system, primary and Secondary Surveillance Radar (SSR), conventional rotating radar, and passive radar.
  • 4. The system of claim 1, wherein annunciated positions may be correlated through a Traffic Information Service Broadcast (TIS-B) system.
  • 5. The system of claim 1, wherein the predetermined range is derived from a combination of the error sources for the annunciated position source and the derived position sources.
  • 6. The system of claim 3, wherein the multilateration system includes a plurality of antennas, at least some of which are mounted to cellular phone towers.
  • 7. A system for authenticating aircraft identification signals of an aircraft, comprising: a first input for receiving an annunciated aircraft identification from at least one aircraft generated source, indicating identification of at least one of aircraft type, aircraft identification, flight identification, and aircraft performance, for the aircraft,a second input for receiving a derived aircraft identification from a non-aircraft generated source, indicating identification of at least one of aircraft type, aircraft identification, flight identification, and aircraft performance,a comparator, for comparing the annunciated aircraft identification with the derived aircraft identification and generating an alarm if the annunciated aircraft identification is not within a predetermined range of the derived aircraft identification.
  • 8. The system of claim 7, wherein the aircraft generated source includes one or more of ADS-B such as the Universal Access Transceiver (UAT), VHF Data Link (VDL), and 1090 MHz ADS-B.
  • 9. The system of claim 7, wherein the non-aircraft generated source includes one or more of a multilateration system, primary and Secondary Surveillance Radar (SSR), conventional rotating radar, and passive radar.
  • 10. The system of claim 7, wherein annunciated identifications may be correlated through a Traffic Information Service Broadcast (TIS-B) system.
  • 11. The system of claim 7, wherein aircraft performance comprises dynamics of the aircraft, which include one or more of minimum and maximum velocities, flight levels, and vertical descent/ascent rates.
  • 12. The system of claim 7, wherein flight identification includes schedule information.
  • 13. The system of claim 9, wherein the multilateration system includes a plurality of antennas, at least some of which are mounted to cellular phone towers.
CROSS-REFERENCE TO RELATED APPLICATIONS

The present application is a Continuation of application Ser. No. 11/257,416, filed Oct. 24, 2005 and incorporated herein by reference in its entirety; Application Ser. No. 11/257,416 is a Continuation-In-Part of U.S. patent application Ser. No. 11/203,823, filed Aug. 15, 2005, incorporated herein by reference in its entirety; Application Ser. No. 11/203,823, filed Aug. 15, 2005 is a Continuation-in-Part of U.S. patent application Ser. No. 10/830,444, filed on Apr. 23, 2004, now U.S. Pat. No. 7,123,192, incorporated herein by reference in its entirety; Application Ser. No. 10/830,444, filed on Apr. 23, 2004 is a DIVISIONAL of U.S. patent application Ser. No. 10/457,439, filed on Jun. 10, 2003, Now U.S. Pat. No. 6,885,340, incorporated herein by reference in its entirety; Application Ser. No. 10/457,439, in turn is a Non-Provisional of Provisional U.S. Patent Application Ser. No. 60/440,618, filed on Jan. 17, 2003, incorporated herein by reference in its entirety; Application Ser. No. 10/457,439 is also a Continuation-In-Part of U.S. patent application Ser. No. 10/319,725, filed on Dec. 16, 2002, now U.S. Pat. No. 6,812,890, incorporated herein by reference in its entirety; Application Ser. No. 10/319,725 in turn is Non-Provisional of Provisional U.S. Patent Application Ser. No. 60/343,237, filed on Dec. 31, 2001, incorporated herein by reference in its entirety; Application Ser. No. 10/319,725 is also a Continuation of U.S. application Ser. No. 09/971,672, filed on Oct. 9, 2001, now U.S. Pat. No. 6,567,043, incorporated herein by reference in its entirety; Application Ser. No. 09/971,672 is in turn a DIVISIONAL of U.S. patent application Ser. No. 09/516,215, filed Feb. 29, 2000, now U.S. Pat. No. 6,633,259, incorporated herein by reference in its entirety; Application Ser. No. 09/516,215 is a Non-Provisional of Provisional U.S. Patent Application Ser. No. 60/123,170 filed Mar. 5, 1999, incorporated herein by reference in its entirety; Application Ser. No. 10/457,439 is also Continuation-In-Part of U.S. patent application Ser. No. 09/516,215, filed Feb. 29, 2000, now U.S. Pat. No. 6,633,259, incorporated herein by reference in its entirety; Application Ser. No. 09/516,215 is a Non-Provisional of Provisional U.S. Patent Application Ser. No. 60/123,170, filed Mar. 5, 1999; incorporated herein by reference in its entirety; Application Ser. No. 11/257,416 is a Continuation-In-Part of U.S. patent application Ser. No. 10/743,042, filed Dec. 23, 2003; now U.S. Pat. No. 7,132,982, incorporated herein by reference in its entirety; Application Ser. No. 10/743,042 is a Continuation-In-Part of U.S. patent application Ser. No. 10/638,524, filed on Aug. 12, 2003; now U.S. Pat. No. 6,806,826, incorporated herein by reference in its entirety; Application Ser. No. 11/257,416 is a Continuation-In-Part of U.S. patent application Ser. No. 11/031,457 filed on Jan. 7, 2005, incorporated herein by reference in its entirety; Application Ser. No. 11/031,457 is a Non-Prov. of U.S. patent application Ser. No. 60/534,706, filed Jan. 8, 2004, incorporated herein by reference in its entirety; Application Ser. No. 11/257,416 is a Continuation-In-Part of U.S. patent application Ser. No. 10/756,799, filed on Jan. 14, 2004, now U.S. Pat. No. 7,126,534, incorporated herein by reference in its entirety; Application Ser. No. 10/756,799 is a Continuation-In-Part of U.S. patent application Ser. No. 10/751,115, filed on Jan. 5, 2004, now U.S. Pat. No. 6,992,626, incorporated herein by reference in its entirety; Application Ser. No. 11/257,416 is a Continuation-In-Part of U.S. patent application Ser. No. 11/111,957, filed on Apr. 22, 2005, incorporated herein by reference in its entirety; Application Ser. No. 11/257,416 is a Continuation-In-Part of U.S. patent application Ser. No. 11/145,170, filed on Jun. 6, 2005, incorporated herein by reference in its entirety; Application Ser. No. 11/257,416 is a Continuation-In-Part of U.S. patent application Ser. No. 11/203,823, filed on Aug. 15, 2005, incorporated herein by reference in its entirety; Application Ser. No. 11/257,416 is a Continuation-In-Part of U.S. patent application Ser. No. 11/209,030 filed on Aug. 25, 2005, incorporated herein by reference in its entirety. The subject matter of the present application is related to the following issued U.S. Patents, assigned to the same assignee as the present invention, all of which are incorporated herein by reference in their entirety: U.S. Pat. No. 5,999,116, issued Dec. 7, 1999, entitled “Method and Apparatus for Improving the Surveillance Coverage and Target Identification in a Radar Based Surveillance System”; U.S. Pat. No. 6,094,169, issued Jul. 25, 2000, entitled “Passive Multilateration Auto-Calibration and Position Error Correction”; U.S. Pat. No. 6,211,811, issued Apr. 2, 2001, entitled “Method and Apparatus for Improving the Surveillance Coverage and Target Identification in a Radar Based Surveillance System”; U.S. Pat. No. 6,384,783, issued on May 7, 2002, entitled “Method and Apparatus for Correlating Flight Identification Data With Secondary Surveillance Radar Data”; U.S. Pat. No. 6,448,929, issued Sep. 10, 2002, entitled “Method and Apparatus for Correlating Flight Identification Data With Secondary Surveillance Radar Data”; U.S. Pat. No. 6,567,043, issued May 20, 2003, entitled “METHOD AND APPARATUS FOR IMPROVING THE UTILITY OF AUTOMATIC DEPENDENT SURVEILLANCE”; U.S. Pat. No. 6,633,259 issued Oct. 14, 2003 “METHOD AND APPARATUS FOR IMPROVING THE UTILITY OF AUTOMATIC DEPENDENT SURVEILLANCE”; U.S. Pat. No. 6,806,829, issued Oct. 19, 2004, entitled “METHOD AND APPARATUS FOR IMPROVING THE UTILITY OF AUTOMATIC DEPENDENT SURVEILLANCE”; U.S. Pat. No. 6,812,890, issued Nov. 2, 2004, entitled “VOICE RECOGNITION LANDING FEE BILLING SYSTEM”; and U.S. Pat. No. 6,885,340, issued Apr. 26, 2005, entitled “CORRELATION OF FLIGHT TRACK DATA WITH OTHER DATA SOURCES”.

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Related Publications (1)
Number Date Country
20070200761 A1 Aug 2007 US
Provisional Applications (4)
Number Date Country
60534706 Jan 2004 US
60440618 Jan 2003 US
60343237 Dec 2001 US
60123170 Mar 1999 US
Divisions (1)
Number Date Country
Parent 10457439 Jun 2003 US
Child 10830444 US
Continuations (1)
Number Date Country
Parent 11257416 Oct 2005 US
Child 11742012 US
Continuation in Parts (14)
Number Date Country
Parent 11203823 Aug 2005 US
Child 11257416 US
Parent 10830444 Apr 2004 US
Child 11203823 US
Parent 10319725 Dec 2002 US
Child 10457439 US
Parent 09971672 Oct 2001 US
Child 10319725 US
Parent 09516215 Feb 2000 US
Child 09971672 US
Parent 10743042 Dec 2003 US
Child 11257416 US
Parent 10638524 Aug 2003 US
Child 10743042 US
Parent 11031457 Jan 2005 US
Child 11257416 US
Parent 10756799 Jan 2004 US
Child 11257416 US
Parent 10751115 Jan 2004 US
Child 10756799 US
Parent 11209030 Aug 2005 US
Child 11257416 US
Parent 11203823 Aug 2005 US
Child 11209030 US
Parent 11145170 Jun 2005 US
Child 11203823 US
Parent 11111957 Apr 2005 US
Child 11145170 US