Granted Patent B2

US 12,434,711 · App. 18/288,398 · Granted Oct 7, 2025

Inventors: Lorenzo Alleva (Rome, IT); Alessandro Boldrini (Rome, IT); Manfredi Massimilla (Rome, IT); Vittorio Nicolosi (Rome, IT); Alberto Nantuono (Rome, IT)

B60W40/06G06F17/17B60W2510/222B60W2510/225B60W2552/35B60W2554/4042

Abstract

Claims (105)

1. A method for estimating an International Roughness Index (IRI) of a road or road segment, the method comprising:

in a preliminary stage:

collecting values of vehicle tire damping and stiffness coefficients of one or more tires;

collecting:

first vehicle vertical acceleration values measured on one or more motor vehicles driven at one or more given constant speeds along one or more roads or road segments to which known IRI values or known first road profiles are associated;

first vehicle geo-referencing data associated with the measured first vertical acceleration values; and

first vehicle speed data indicative of the one or more given constant speeds associated with the measured first vertical acceleration values;

determining second road profiles based on the values of vehicle tire damping and stiffness coefficients, the first vehicle geo-referencing data, the first vehicle speed data, and the first vehicle vertical acceleration values;

determining second vehicle vertical acceleration values based on the second road profiles, second vehicle geo-referencing data of the second vertical acceleration values, second vehicle speed data indicative of the one or more given constant speeds associated with the measured first vertical acceleration values, and the values of vehicle tire damping and stiffness coefficients;

determining values of vehicle suspension damping and stiffness coefficients of one or more suspensions of one or more vehicles;

determining first and second root mean square values of the first and second vehicle vertical acceleration values, respectively;

determining, based on the known IRI values or the first road profiles on the second root mean square values of the second vehicle vertical acceleration values, on the second vehicle geo-referencing data and on second vehicle speed data, one or more vehicle transfer functions mathematically relating the second root mean square values of the second vehicle vertical acceleration values and the IRI values at the one or more given constant speeds; and

in an IRI estimation stage:

acquiring third vehicle vertical acceleration values measured on a given motor vehicle driven at a driving speed on a given road or road segment, third vehicle geo-referencing data associated with the third vehicle vertical acceleration values, and third vehicle speed data indicative of the given driving speed of the motor vehicle;

computing third root mean square values of the third vehicle vertical acceleration values; and

estimating an IRI value of the given road or road segment based on one or more vehicle transfer functions determined in the preliminary stage and on the third root mean square values of the third vehicle vertical acceleration values and the associated third vehicle geo-referencing data and the third vehicle speed data.

2. The method of claim 1 , wherein:

the first vehicle vertical acceleration values, the first vehicle geo-referencing data, and the first vehicle speed data are collected with respect to one or more motor vehicles of one and the same given vehicle type and/or of one and the same given vehicle model driven at one or more given constant speeds along one or more roads or road segments to which known IRI values or the first road profiles are associated; and

the second road profiles are specific to the given vehicle type and/or given vehicle model.

3. The method of claim 2 , wherein the IRI value is estimated by using a vehicle transfer function specific to vehicle type/model of the given motor vehicle determined in the preliminary stage.

4. The method of claim 1 , wherein:

the first vehicle vertical acceleration values, the first vehicle geo-referencing data, and the first vehicle speed data are collected with respect to each of one or more motor vehicles of different given vehicle types and/or of different given vehicle models; and

the second road profiles are specific to each one of the given vehicle types and/or given vehicle models.

5. The method of claim 4 , wherein the IRI value is estimated by using a vehicle transfer function specific to vehicle type/model of the given motor vehicle determined in the preliminary stage.

6. The method of claim 1 , wherein:

the step of determining the values of vehicle suspension damping and stiffness coefficients of the one or more suspensions of the one or more vehicles comprises:

determining, for test vehicle suspension damping and stiffness coefficients values of the suspensions of the vehicle inputted in the second road profiles, corresponding second vehicle vertical acceleration values;

verifying if the second acceleration profiles generated from the second vehicle vertical acceleration values fit with first acceleration profiles generated from the first vehicle vertical acceleration values; and

if the second acceleration profiles generated from the second vehicle vertical acceleration values fit with the first acceleration profiles generated from the first vehicle vertical acceleration values, determining that the test vehicle damping and stiffness coefficients values of the suspensions of the vehicle are the vehicle suspension damping and stiffness coefficients; or

if the second acceleration profiles generated from the second vehicle vertical acceleration values do not fit with the first acceleration profiles generated from the first vehicle vertical acceleration values, determining new values for the test vehicle suspension damping and stiffness coefficients values.

7. The method of claim 1 , wherein the step of determining the first and second root mean square values of the first and second vehicle vertical acceleration values, respectively comprises:

computing first root mean square values of the first vehicle vertical acceleration values based on the first road profiles and with respect to a motor vehicle driven on a known road at known different speeds;

determining second root mean square values of the second vehicle vertical acceleration values based on the second road profiles, the vehicle suspension damping and stiffness coefficients values and with respect to a motor vehicle driven on the same known road and at the same known different speeds; and

plotting the first root mean square values of the first vehicle vertical acceleration values with respect to the second root mean square values of the second vehicle vertical acceleration values, thereby verifying if the second road profiles has been fitted well enough to match the results of the first road profiles.

8. A system for estimating an International Roughness Index (IRI) of a road or road segment, the system comprising:

a respective first acquisition device installed on board and coupled to a respective vehicle bus for each of a first set of one or more first motor vehicles;

a respective second acquisition device installed on board and coupled to a respective vehicle bus for each of a second set of one or more second motor vehicles;

a cloud computing system remotely connected to the first and second acquisition devices and configured, in a preliminary stage, to:

collect values of vehicle tire damping and stiffness coefficients of one or more tires;

collect, via the one or more first acquisition devices:

first vehicle vertical acceleration values measured on one or more of the first set of motor vehicles driven at one or more given constant speeds along one or more roads or road segments to which known IRI values or known first road profiles are associated;

first vehicle geo-referencing data associated with the measured first vertical acceleration values; and

first vehicle speed data indicative of the one or more given constant speeds associated with the measured first vertical acceleration values;

determine second road profiles based on the values of vehicle tire damping and stiffness coefficients, the first vehicle geo-referencing data, the first vehicle speed data, and the first vehicle vertical acceleration values;

determine second vehicle vertical acceleration values based on the second road profiles, second vehicle geo-referencing data of the second vertical acceleration values, second vehicle speed data indicative of the one or more given constant speeds associated with the measured first vertical acceleration values, and the values of vehicle tire damping and stiffness coefficients;

determine values of vehicle suspension damping and stiffness coefficients of one or more suspensions of one or more vehicles;

determine first and second root mean square values of the first and second vehicle vertical acceleration values, respectively; and

determine, based on the known IRI values or the first road profiles on the second root mean square values of the second vehicle vertical acceleration values, on the second vehicle geo-referencing data and on second vehicle speed data, one or more vehicle transfer functions mathematically relating the second root mean square values of the second vehicle vertical acceleration values and the IRI values at the one or more given constant speeds;

the cloud computing system further configured, in an IRI estimation stage, to:

acquire, via the one or more second acquisition devices, third vehicle vertical acceleration values measured on a given motor vehicle driven at a driving speed on a given road or road segment, third vehicle geo-referencing data associated with the third vehicle vertical acceleration values, and third vehicle speed data indicative of the given driving speed of the motor vehicle;

compute third root mean square values of the third vehicle vertical acceleration values; and

estimate an IRI value of the given road or road segment based on one or more vehicle transfer functions determined in the preliminary stage and on the third root mean square values of the third vehicle vertical acceleration values and the associated third vehicle geo-referencing data and the third vehicle speed data.

9. The system of claim 8 , wherein:

the first vehicle vertical acceleration values, the first vehicle geo-referencing data, and the first vehicle speed data are collected with respect to one or more motor vehicles of one and the same given vehicle type and/or of one and the same given vehicle model driven at one or more given constant speeds along one or more roads or road segments to which known IRI values or the first road profiles are associated; and

the second road profiles are specific to the given vehicle type and/or given vehicle model.

10. The system of claim 9 , wherein the IRI value is estimated by using a vehicle transfer function specific to vehicle type/model of the given motor vehicle determined in the preliminary stage.

11. The system of claim 8 , wherein:

the first vehicle vertical acceleration values, the first vehicle geo-referencing data, and the first vehicle speed data are collected with respect to each of one or more motor vehicles of different given vehicle types and/or of different given vehicle models; and

the second road profiles are specific to each one of the given vehicle types and/or given vehicle models.

12. The system of claim 11 , wherein the IRI value is estimated by using a vehicle transfer function specific to vehicle type/model of the given motor vehicle determined in the preliminary stage.

13. The system of claim 8 , wherein:

the cloud computing system is configured to determine the values of vehicle suspension damping and stiffness coefficients of the one or more suspensions of the one or more vehicles by:

determining, for test vehicle suspension damping and stiffness coefficients values of the suspensions of the vehicle inputted in the second road profiles, corresponding second vehicle vertical acceleration values;

verifying if the second acceleration profiles generated from the second vehicle vertical acceleration values fit with first acceleration profiles generated from the first vehicle vertical acceleration values; and

if the second acceleration profiles generated from the second vehicle vertical acceleration values fit with the first acceleration profiles generated from the first vehicle vertical acceleration values, determining that the test vehicle damping and stiffness coefficients values of the suspensions of the vehicle are the vehicle suspension damping and stiffness coefficients; or

if the second acceleration profiles generated from the second vehicle vertical acceleration values do not fit with the first acceleration profiles generated from the first vehicle vertical acceleration values, determining new values for the test vehicle suspension damping and stiffness coefficients values.

14. The system of claim 8 , wherein the cloud computing system is configured to determine the first and second root mean square values of the first and second vehicle vertical acceleration values, respectively, by:

computing first root mean square values of the first vehicle vertical acceleration values based on the first road profiles and with respect to a motor vehicle driven on a known road at known different speeds;

determining second root mean square values of the second vehicle vertical acceleration values based on the second road profiles, the vehicle suspension damping and stiffness coefficients values and with respect to a motor vehicle driven on the same known road and at the same known different speeds; and

plotting the first root mean square values of the first vehicle vertical acceleration values with respect to the second root mean square values of the second vehicle vertical acceleration values, thereby verifying if the second road profiles has been fitted well enough to match the results of the first road profiles.

15. A system for estimating an International Roughness Index (IRI) of a road or road segment, the system comprising:

a respective first acquisition device installed on board and coupled to a respective vehicle bus for each of a first set of one or more first motor vehicles;

a respective second acquisition device installed on board and coupled to a respective vehicle bus for each of a second set of one or more second motor vehicles;

a cloud computing system remotely connected to the first acquisition devices and configured, in a preliminary stage, to:

collect values of vehicle tire damping and stiffness coefficients of one or more tires;

collect, via the one or more first acquisition devices:

first vehicle vertical acceleration values measured on one or more of the first set of motor vehicles driven at one or more given constant speeds along one or more roads or road segments to which known IRI values or known first road profiles are associated;

first vehicle geo-referencing data associated with the measured first vertical acceleration values; and

first vehicle speed data indicative of the one or more given constant speeds associated with the measured first vertical acceleration values;

determine second road profiles based on the values of vehicle tire damping and stiffness coefficients, the first vehicle geo-referencing data, the first vehicle speed data, and the first vehicle vertical acceleration values;

determine second vehicle vertical acceleration values based on the second road profiles, second vehicle geo-referencing data of the second vertical acceleration values, second vehicle speed data indicative of the one or more given constant speeds associated with the measured first vertical acceleration values, and the values of vehicle tire damping and stiffness coefficients;

determine values of vehicle suspension damping and stiffness coefficients of one or more suspensions of one or more vehicles;

determine first and second root mean square values of the first and second vehicle vertical acceleration values, respectively; and

determine, based on the known IRI values or the first road profiles on the second root mean square values of the second vehicle vertical acceleration values, on the second vehicle geo-referencing data and on second vehicle speed data, one or more vehicle transfer functions mathematically relating the second root mean square values of the second vehicle vertical acceleration values and the IRI values at the one or more given constant speeds;

for each of the one or more second motor vehicles, a respective electronic control unit installed on board thereof and connected to the respective second acquisition device, wherein each respective electronic control unit is configured, in an IRI estimation stage, to:

acquire, via the respective second acquisition device, third vehicle vertical acceleration values measured on a given motor vehicle driven at a driving speed on a given road or road segment, third vehicle geo-referencing data associated with the third vehicle vertical acceleration values, and third vehicle speed data indicative of the given driving speed of the motor vehicle;

compute third root mean square values of the third vehicle vertical acceleration values; and

estimate an IRI value of the given road or road segment based on one or more vehicle transfer functions determined in the preliminary stage and on the third root mean square values of the third vehicle vertical acceleration values and the associated third vehicle geo-referencing data and the third vehicle speed data.

16. The system of claim 15 , wherein:

the first vehicle vertical acceleration values, the first vehicle geo-referencing data, and the first vehicle speed data are collected with respect to one or more motor vehicles of one and the same given vehicle type and/or of one and the same given vehicle model driven at one or more given constant speeds along one or more roads or road segments to which known IRI values or the first road profiles are associated; and

the second road profiles are specific to the given vehicle type and/or given vehicle model.

17. The system of claim 16 , wherein the IRI value is estimated by using a vehicle transfer function specific to vehicle type/model of the given motor vehicle determined in the preliminary stage.

18. The system of claim 15 , wherein:

the first vehicle vertical acceleration values, the first vehicle geo-referencing data, and the first vehicle speed data are collected with respect to each of one or more motor vehicles of different given vehicle types and/or of different given vehicle models; and

the second road profiles are specific to each one of the given vehicle types and/or given vehicle models.

19. The system of claim 15 , wherein:

the cloud computing system is configured to determine the values of vehicle suspension damping and stiffness coefficients of the one or more suspensions of the one or more vehicles by:

determining, for test vehicle suspension damping and stiffness coefficients values of the suspensions of the vehicle inputted in the second road profiles, corresponding second vehicle vertical acceleration values;

verifying if the second acceleration profiles generated from the second vehicle vertical acceleration values fit with first acceleration profiles generated from the first vehicle vertical acceleration values; and

if the second acceleration profiles generated from the second vehicle vertical acceleration values fit with the first acceleration profiles generated from the first vehicle vertical acceleration values, determining that the test vehicle damping and stiffness coefficients values of the suspensions of the vehicle are the vehicle suspension damping and stiffness coefficients; or

if the second acceleration profiles generated from the second vehicle vertical acceleration values do not fit with the first acceleration profiles generated from the first vehicle vertical acceleration values, determining new values for the test vehicle suspension damping and stiffness coefficients values.

20. The system of claim 15 , wherein the cloud computing system is configured to determine the first and second root mean square values of the first and second vehicle vertical acceleration values, respectively, by:

computing first root mean square values of the first vehicle vertical acceleration values based on the first road profiles and with respect to a motor vehicle driven on a known road at known different speeds;

determining second root mean square values of the second vehicle vertical acceleration values based on the second road profiles, the vehicle suspension damping and stiffness coefficients values and with respect to a motor vehicle driven on the same known road and at the same known different speeds; and

plotting the first root mean square values of the first vehicle vertical acceleration values with respect to the second root mean square values of the second vehicle vertical acceleration values, thereby verifying if the second road profiles has been fitted well enough to match the results of the first road profiles.

Priority Claims (1)

Continuity (1)

References Cited (15)