Method and system for mobile location estimation

• US 5,974,329 A
• Filed: 09/29/1997
• Issued: 10/26/1999
• Est. Priority Date: 09/29/1997
• Status: Expired due to Fees

• Current Assignee: Rutgers University
• Original Assignee: Rutgers University
• Inventors: Holtzman, Jack M., Wylie, Marilynn P.
• Primary Examiner(s): Urban, Edward F.
• Assistant Examiner(s): Gesesse, Tilahun
• Application Number:
  US08/939,418
• Time in Patent Office: 757 Days
• Field of Search: 455/456, 455/457, 455/524, 455/517, 455/67.6, 455/67.4, 455/63, 455/62, 342/457, 342/458
• US Class Current: 455/456.1
• CPC Class Codes: G01S 5/0218 Multipath in signal reception
• CPC Class Codes: G01S 5/0273 using multipath or indirect path propagation signals in position determination
• CPC Class Codes: G01S 5/14 Determining absolute distances from a plurality of spaced points of known location
• CPC Class Codes: H04W 64/00 Locating users or terminals or network equipment for network management purposes, e.g. mobility management

Abstract

The present invention relates to a method and system for mobile location estimation in which range measurements between the mobile station and a base station are discriminated as being either from a base station which is line of sight with the mobile station or a base station that is non-line of sight with the mobile station. Non-line of sight error present in range measurements from base stations that are non-line of sight with the mobile station is corrected. A reconstructed line of sight range measurement is established from the correction of the non-line of sight error. The reconstructed line of sight range measurement can be used with range measurements of base stations determined to be line of sight for accurately locating the mobile station.

Claims

1. A method for mobile station location estimation comprising the steps of:

a. obtaining range measurements between said mobile station and a base station;

b. identifying whether said base station is line of sight with said mobile station or non-line of sight with said mobile station at the time at which a mobile location estimate is made by comparing a first standard deviation of said range measurements with a second standard deviation of noisy line of sight range measurements;

c. correcting non-line of sight range measurements for a base station identified as non-line of sight with said mobile station in step b to determine reconstructed line of sight range measurements;

d. repeating steps a through c for a predetermined number of said base stations; and

e. determining said mobile station location estimation from said reconstructed line of sight range measurements determined in step c or said range measurements determined in step a for an identified line of sight base station in step b, or the combination of said reconstructed line of sight range measurements determined in step c, and said range measurements determined in step a for an identified line of sight base station in step b.

2. The method of claim 1 wherein said steps a through c are repeated for at least two base stations and further comprising the step of determining angle arrival information,

wherein said mobile station location is estimated from range measurements or reconstructed line of sight range measurements of said two base stations and said angle arrival information.

3. The method of claim 1 wherein steps a through c are repeated for three base stations.

4. A method for mobile station location estimation comprising the steps of:

a. obtaining range measurements between said mobile station and a base station;

b. identifying whether said base station is line of sight with said mobile station or non-line of sight with said mobile station at the time at which a mobile location estimate is made comprising the steps of;

obtaining line of sight range measurements between said mobile station and a base station without noise;

obtaining noisy line of sight range measurements between said mobile station and said base station;

predetermining a first standard deviation of the difference of said line of sight range measurements with said noisy line of sight range measurements;

smoothing said range measurements determined in step a;

determining a second standard deviation of the difference between said smoothed range measurements and said noisy line of sight range measurements; and

discriminating between said base station being line of sight or said base station being non-line of sight from said first standard deviation and said second standard deviation, said base station is determined to be non-line of sight when said second standard deviation is greater than said first standard deviation and line of sight when said second standard deviation is on the order of said first standard deviation;

c. correcting non-line of sight range measurements for a base station identified as non-line of sight with said mobile station in step b to determine reconstructed line of sight range measurements;

d. repeating steps a through c for a predetermined number of said base stations; and

e. determining said mobile station location estimation from said reconstructed line of sight range measurements determined in step c or said range measurements determined in step a for an identified line of sight base station in step b, or the combination of said reconstructed line of sight range measurements determined in step c, and said range measurements determined in step a for an identified line of sight base station in step b.

5. The method of claim 4 wherein the range measurement obtained in step a is represented by:

space="preserve" listing-type="equation">r.sub.m (t.sub.i)=L.sub.m (t.sub.i)+n.sub.m (t.sub.i)+NLOS.sub.m (t.sub.i)

for m=1, . . . , M i=0, . . . K-1, wherein

L_m (t_i) is the LOS distance between a mobile station and the m^th base station in two dimensions which is given by;

space="preserve" listing-type="equation">L.sub.m (t.sub.i)=|x(t.sub.i)+j*y(t.sub.i)-x.sub.m -j*y.sub.m |;

j=√

-1, || is absolute value,

x(t_i), y(t_i) and (x_m, y_m) are respectively the coordinates of the mobile station at time, t_i, and those of the m^th base station;

n_m (t_i) represents conventional measurement noise such as additive white Gaussian measurement noise and NLOS_m (t_i) represents NLOS measurement error at time t_i. ; and

M is the total number of base stations; and

K is the total number of time samples.

6. The method of claim 5 where the range measurement is smoothed by modeling:

##EQU5## and solving for the unknown coefficients, {a_m (n)}_n=^N-1 with a least squares technique.

7. The method of claim 6 wherein the second standard deviation is represented by ##EQU6## wherein ##EQU7##

8. A method for mobile station location estimation comprising the steps of:

a. obtaining range measurements between said mobile station and a base station;

b. identifying whether said base station is line of sight with said mobile station or non-line of sight with said mobile station at the time at which a mobile location estimate is made comprising the steps of;

estimating coordinates of said mobile station from said range measurement obtained in step a over time;

calculating a range measurement from said estimated coordinates;

determining a residual from the difference of said range measurement obtained in step a and said calculated range measurement;

counting the number of times the residual is the greatest at each base station for each time instant; and

defining said base station as non-line of sight from the base station which has the greatest value of the number of times the greatest residual was counted;

c. correcting non-line of sight range measurements for a base station identified as non-line of sight with said mobile station in step b to determine reconstructed line of sight range measurements;

d. repeating steps a through c for a predetermined number of said base stations; and

e. determining said mobile station location estimation from said reconstructed line of sight range measurements determined in step c or said range measurements determined in step a for an identified line of sight base station in step b, or the combination of said reconstructed line of sight range measurements determined in step c, and said range measurements determined in step a for an identified line of sight base station in step b.

9. The method of claim 8 wherein said estimated coordinates are represented by

x_LS (t_i), y_LS (t_i) at each instance of time t_i, said estimated coordinates are determined as least squares estimates to ##EQU8## where L_m (t_i)=|x(t_i)-x_m +j*y(t_i)-j*y_m |.

10. A method for mobile station location estimation comprising the steps of:

a. obtaining range measurements between said mobile station and a base station;

b. identifying whether said base station is line of sight with said mobile station or non-line of sight with said mobile station at the time at which a mobile location estimate is made comprising the steps of;

determining a value of maximum noise deviation and standard deviation from said range measurements obtained in step a and a predetermined line of sight range measurement with negligible noise;

smoothing said range measurements obtained from step a;

graphing a curve of said smoothed range measurements;

determining a point of maximum deviation of said range measurement below said curve;

displacing said curve downwards to pass through said point of maximum deviation; and

displacing said curve upwards by said value of said maximum noise deviation, thereby providing said reconstructed range measurement;

c. correcting non-line of sight range measurements for a base station identified as non-line of sight with said mobile station in step b to determine reconstructed line of sight range measurements;

d. repeating steps a through c for a predetermined number of said base stations; and

e. determining said mobile station location estimation from said reconstructed line of sight range measurements determined in step c or said range measurements determined in step a for an identified line of sight base station in step b, or the combination of said reconstructed line of sight range measurements determined in step c, and said range measurements determined in step a for an identified line of sight base station in step b.

11. A system for mobile station location estimation comprising:

means for obtaining range measurements between said mobile station and a plurality of base stations;

identifying means for identifying whether each of said base stations is line of sight with said mobile station as a line of sight base station or non-line of sight with said mobile station as a non-line of sight base station;

said identifying means comprising;

means for obtaining a line of sight range measurement without noise between said mobile station and each of said base station;

means for obtaining a noisy line of sight range measurement between said mobile station and each of said base station;

means for predetermining a first standard deviation of the difference of said line of sight range measurement with said noisy line of sight range measurements;

means for smoothing said range measurements;

means for determining a second standard deviation of the difference between said smoothed range measurements and said noisy line of sight range measurement; and

means for discriminating each of said base stations as being line of sight or being non-line of sight from said first standard deviation and said second standard deviation, said base station is determined to be non-line of sight when said second standard deviation is significantly greater than said first standard deviation and line of sight when said second standard deviation is on the order of said first standard deviation;

correcting means for correcting said range measurement for each of said non-line of sight base stations to determine a reconstructed line of sight range measurement; and

estimating means for determining said mobile station location estimation from said reconstructed line of sight range measurements or said range measurements for said line of sight base station, or the combination of said reconstructed line of sight range measurements, and said range measurements for said line of sight base stations.

12. The system of claim 11 wherein the range measurement is represented by:

space="preserve" listing-type="equation">r.sub.m (t.sub.i)=L.sub.m (t.sub.i)+n.sub.m (t.sub.i)+NLOS.sub.m (t.sub.i)

for m=1, . . . , M i=0, . . . K-1, wherein

L_m (t_i) is the LOS distance between a mobile station and the m^th base station in two dimensions which is given by;

space="preserve" listing-type="equation">L.sub.m (t.sub.i)=|x(t.sub.i)+j*y(t.sub.i)-x.sub.m -j*y.sub.m |;

j=√

-1, || is absolute value,

x(t_i), y(t_i) and (x_m, y_m) are respectively the coordinates of the mobile station at time, t_i, and those of the m^th base station;

n_m (t_i) represents conventional measurement noise such as additive white Gaussian measurement noise and NLOS_m (t_i) represents NLOS measurement error at time t_i. ; and

M is the total number of base stations; and

K is the total number of time samples.

13. The system of claim 12 where the range measurement is smoothed by modeling:

##EQU9## and solving for the unknown coefficients, {a_m (n)}_n=0^N-1 with a least squares technique.

14. The system of claim 13 wherein the second standard deviation is represented by ##EQU10## wherein ##EQU11##

15. The system of claim 13 wherein said estimated coordinates are represented by x_LS (t_i), y_LS (t_i) at each instance of time t_i, said estimated coordinates are determined as least squares estimates to where L_m (t_i)=|x(t_i)-x_m +j*y(t_i)-j*y_m |.

16. The system of claim 11 wherein said estimating means comprises:

means for determining a value of maximum noise deviation standard deviation for each of said range measurements and a predetermined line of sight range measurement with negligible noise;

means for smoothing said range measurements;

means for graphing a curve of said smoothed range measurements;

means for determining a point of maximum deviation of said range measurements below said curve;

means for displacing said curve downwards to pass through said point of maximum deviation; and

means for displacing said curve upwards by said value of said maximum noise deviation, thereby providing said reconstructed range measurement.

17. The system of claim 11 further comprises means for obtaining angle arrival information wherein said mobile station location is estimated from range measurements or reconstructed line of sight range measurement of said base stations and said angle arrival information.

18. A system for mobile station location estimation comprising:

means for obtaining range measurements between said mobile station and a plurality of base stations;

identifying means for identifying whether each of said base stations is line of sight with said mobile station as a line of sight base station or non-line of sight with said mobile station as a non-line of sight base station;

said identifying means comprises;

means for estimating coordinates of said mobile station from said range measurements from a plurality of base stations received over time;

means for calculating a calculated range measurement from said estimated coordinates;

means for determining a residual from the difference of said range measurements and said calculated range measurement;

means for counting the number of times the residual is the greatest at each base station for each time instant; and

means for defining said base station as non-line of sight from the base station which has the greatest value of the number of times the greatest residual was counted;

correcting means for correcting said range measurement for each of said non-line of sight base stations to determine a reconstructed line of sight range measurement; and

estimating means for determining said mobile station location estimation from said reconstructed line of sight range measurements or said range measurements for said line of sight base station, or the combination of said reconstructed line of sight range measurements, and said range measurements for said line of sight base stations.