ROAD SURFACE TYPE DETECTION DEVICE
20250222909 ยท 2025-07-10
Assignee
Inventors
- Fumio YUKI (Hitachinaka-shi, Ibaraki, JP)
- Takeo HOSOKAWA (Hitachinaka-shi, Ibaraki, JP)
- Atsuo SOMA (Hitachinaka-shi, Ibaraki, JP)
- Tatsuhiko MONJI (Hitachinaka-shi, Ibaraki, JP)
Cpc classification
B60T8/171
PERFORMING OPERATIONS; TRANSPORTING
B60T2210/10
PERFORMING OPERATIONS; TRANSPORTING
B60T8/172
PERFORMING OPERATIONS; TRANSPORTING
International classification
B60T8/1763
PERFORMING OPERATIONS; TRANSPORTING
B60T8/171
PERFORMING OPERATIONS; TRANSPORTING
Abstract
Provided is a road surface type detection device capable of distinguishing an asphalt reference road surface type from other road surface types in real time from comparison of magnitudes and frequencies of strain sensor signal waveforms that are excellent for information detection in a low-speed range. A road surface type detection device 10 that estimates a plurality of road surface types (asphalt, a gravel road, a grass road) includes at least one sensor element 1, 2, 3 that detects a physical amount of a vehicle, a road surface type estimation unit 4, and a storage unit 411 that stores output values of the sensor element 1, 2, 3 corresponding to the plurality of road surface types. Any one road surface type asphalt, a gravel road, a grass road) is estimated out of the plurality of road surface types on the basis of a magnitude of a waveform of a sensor signal output by the sensor element 1, 2, 3. It is thus possible to distinguish asphalt from other road surface types in real time.
Claims
1. A road surface type detection device that estimates a plurality of road surface types, the road surface type detection device comprising: at least one sensor element that detects a physical amount of a vehicle; a road surface type estimation unit; and a storage unit that stores output values of the sensor element corresponding to the plurality of road surface types, wherein any one road surface type out of the plurality of road surface types is estimated on the basis of a magnitude of a waveform of a sensor signal output by the sensor element.
2. The road surface type detection device according to claim 1, comprising: a determination unit that determines any one road surface type out of the plurality of road surface types on the basis of the magnitude of the waveform of the sensor signal output by the sensor element, wherein the storage unit holds, as a magnitude of a reference waveform, a magnitude of a waveform of asphalt that is one road surface type out of the plurality of road surface types, and the determination unit compares the magnitude of the waveform of the sensor signal output by the sensor element with the magnitude of the reference waveform, and when cases in which the magnitude of the waveform of the sensor signal is equivalent to the magnitude of the reference waveform are confirmed a plurality of times in succession, makes a determination of asphalt which is one road surface type out of the plurality of road surface types.
3. The road surface type detection device according to claim 2, wherein the determination unit makes a determination of another road surface type out of the plurality of road surface types when a case in which the magnitude of the waveform of the sensor signal is greater than the magnitude of the reference waveform by a specific amount or is smaller than the magnitude of the reference waveform by a specific amount is confirmed at least once.
4. The road surface type detection device according to claim 2, wherein the determination unit makes a determination of another road surface type out of the plurality of road surface types when cases in which the magnitude of the sensor signal waveform is smaller than the magnitude of the reference waveform by a specific amount are confirmed a plurality of times in succession.
5. The road surface type detection device according to claim 2, wherein the determination unit makes a determination of a gravel road which is another road surface type out of the plurality of road surface types when a case in which the magnitude of the waveform of the sensor signal is greater than the magnitude of the reference waveform by a specific amount or is smaller than the magnitude of the reference waveform by a specific amount is confirmed at least once, and makes a determination of a grass road which is another road surface type out of the plurality of road surface types when cases in which the magnitude of the sensor signal waveform is smaller than the magnitude of the reference waveform by a specific amount are confirmed a plurality of times in succession.
6. The road surface type detection device according to claim 1, wherein the sensor element is a strain sensor element.
7. A brake control system comprising: a road surface type detection device that includes at least one sensor element that detects a physical amount of a vehicle, a road surface type estimation unit, and a storage unit that stores output values of the sensor element corresponding to the plurality of road surface types, the road surface type detection device estimating any one road surface type out of the plurality of road surface types on the basis of a magnitude of a waveform of a sensor signal output by the sensor element; and a brake control device that includes a braking condition determination unit that determines a braking condition of the vehicle on the basis of the road surface type estimated by the road surface detection device, the brake control device controlling a braking force of the vehicle.
8. The brake control system according to claim 7, wherein the brake control device includes a wheel locking condition table that stores relationships between friction coefficients of the road surface types and a braking force that does not allow wheels of the vehicle to be locked, the brake control device controlling a braking force of the vehicle to be the braking force that does not allow the wheels to be locked in accordance with the road surface types.
Description
BRIEF DESCRIPTION OF DRAWINGS
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DESCRIPTION OF EMBODIMENTS
[0034] Hereinafter, embodiments of the present invention will be described in detail on the basis of the drawings. Note that the same members will be denoted by the same reference signs in principle throughout the drawings for explaining the embodiments, and repeated description thereof will be omitted. The present invention is not intended to be interpreted in a limited manner to described content of the embodiments described below. Those skilled in the art will easily understand that specific configurations thereof can be modified without departing from the idea and the gist of the present invention.
[0035] Notations of first, second, third, and the like in the specification and the like are applied to identify components and are not necessarily intended to limit the number or the orders. Also, the numbers for identifying the components are used in each context, and numbers used in one context do not necessarily indicate the same configurations in another context. Moreover, components identified by certain numbers are not prevented from also functioning as components identified by other numbers.
[0036] The position, the size, the shape, the range, and the like of each configuration in the drawings and the like may not represent an actual position, size, shape, range, and the like for easy understanding of the invention. Therefore, the present invention is not necessarily limited to the positions, the sizes, the shapes, the ranges, and the like disclosed in the drawings and the like.
[0037] Components represented in singular in the specification include those in plural unless otherwise explicitly indicated in the context.
EMBODIMENTS
First Embodiment
<Overall Configuration of Vehicle>
[0038]
[0039] As illustrated in
[0040] The vehicle 100 travels on the road surface 20 through rotation of the four tires 101. Persons board the vehicle 100.
[0041] The tires 101 are grounded on the road surface 20 and receive a load of the vehicle 100. The tires 101 rotate. The tires 101 are rubber members.
[0042] The ECU 102 is a control unit that controls the vehicle 100. The ECU 102 includes an operation processing unit, a storage unit, and an input/output port that is electrically connected to various sensors, the operation processing unit such as a CPU, a storage unit such as a memory, and a report unit 103.
[0043] The report unit 103 is a monitor of a car navigation system. A display screen of the report unit 103 is switched between a car navigation screen and a road surface type report screen through interruption processing from the ECU 102. Display of the display screen of the report unit 103 is controlled on the basis of control performed by the ECU 102.
[0044] Each air pressure sensor 1 acquires an air pressure of one tire 101 and outputs the air pressure to the ECU 102. Each temperature sensor 2 acquires a temperature of one tire 101 and outputs the temperature to the ECU 102. Each strain sensor 3 that is a sensor element acquires a sensor signal waveform 15 (illustrated in
<Road Surface Type Detection Device 10>
[0045]
[0046] In
[0047] The road surface type detection device 10 is a device that detects a road surface type that affects gripping forces of the tires 101 attached to the vehicle 100.
[0048] As illustrated in
<Strain Sensor 3>
[0049] The strain sensors 3 are sensor elements. The strain sensors 3 are semiconductors and provide outputs after conversion into strain amounts in accordance with changes in resistances. One strain sensor 3 is disposed in each tire 101. Each strain sensor 3 outputs the sensor signal waveform 15 (illustrated in
<Road Surface Type Estimation Unit 4>
[0050] As for the road surface type estimation unit 4, functions of the road surface type estimation unit 4 are exhibited by a program in the ECU 102 being executed. The road surface type estimation unit 4 receives a sensor signal waveform 15 output by the strain sensors 3.
[0051] The road surface type estimation unit 4 acquires air pressures of the tires 101 from the air pressure sensors 1. The road surface type estimation unit 4 acquires temperatures of the tires 101 from the temperature sensors 2. The road surface type estimation unit 4 acquires a speed by dividing a tire outer periphery by an output cycle time of the sensor signal waveform 15.
[0052] Note that the road surface type estimation unit 4 may acquire the speed from a speed sensor or the like. The road surface type estimation unit 4 corrects the sensor signal waveform output by the strain sensors 3 in accordance with conditions of parameters such as acquired air pressures, temperatures, speeds, and amounts of load, and estimates the road surface type from a difference between a correction signal and a reference waveform held in a storage unit 411. The road surface type estimation unit 4 transmits the estimated road surface type to the report unit 103.
[0053] The road surface type estimation unit 4 includes the storage unit 411, a signal waveform correction unit 412, and a determination unit 413.
[0054] The storage unit 411 stores output values of the sensor elements 3 and the like corresponding to the plurality of road surface types. The storage unit 411 includes a reference waveform (a peak value at a positive level, a peak value at a negative level) acquired under reference conditions (an air pressure, a temperature, a speed, a load) for asphalt as a road surface type of the sensor signal waveform 15 output by the strain sensors 3 and a change amount table 5 for an amount of change for each of sets of parameter conditions.
[0055] The signal waveform correction unit 412 corrects, from values in the change amount table 5 stored in the storage unit 411, the air pressure, the speed, the temperature, and the amount of load which are parameters of mixed signals mixed in the sensor signal waveform 15 to achieve a signal waveform under predetermined conditions such that differences of the air pressure, the speed, the temperature, and the amount of load from those of the reference conditions are cancelled out, and causes the corrected signal waveform to be transmitted to the determination unit 413.
[0056] The determination unit 413 compares a corrected peak value 152 (illustrated in
<Sensor Signal Waveform 15>
[0057]
[0058] The strain sensor 3 outputs the sensor signal waveform 15 that includes a reference level 151, a positive level at which a change on the positive side relative to the reference level 151 is made, and a negative level at which a change on the negative side relative to the reference level 151 is made.
[0059] The strain sensor 3 maintains the reference level 151 of the sensor signal waveform 15 when it is not grounded. The strain sensor 3 outputs the peak value 152 at the positive level of the sensor signal waveform 15 in a state in which the tire 101 is grounded on the road surface 20. The strain sensor 3 outputs the peak value 153 at the negative level of the sensor signal waveform 15 at a moment at which the tire 101 is grounded on or is separated from the road surface 20.
[0060] Here, the moment at which the tire 101 is grounded on or is separated from the road surface 20 is a sensor displacement point. A period between two sensor displacement points is a grounded period during which the tire 101 is grounded on the road surface 20.
[0061] In this manner, the detected sensor signal waveform 15 changes depending on various physical amounts (the amount of load, the air pressure, the speed, the temperature).
[0062]
[0063] As illustrated in
[0064] A signal value of the sensor signal waveform 15 can be represented by a signal amplitude. The sensor signal waveform 15 is represented by an amplitude in
[0065] The sensor signal waveform 15 has a waveform in which a falling waveform continues before and after a rising waveform as in
[0066]
<Method for Creating Change Amount Table 5>
[0067]
[0068] As illustrated in
[0069] In Step S102, the predetermined control unit for the table creation test acquires a relationship representing a change in the sensor signal waveform 15 of the strain sensors 3 from the reference waveform when the vehicle 100 is caused to travel on the asphalt road surface while each of the reference air pressure, temperature, speed, and amount of load is made to change therefrom.
[0070] In Step S103, the above control unit stores, in the change amount table 5, the reference waveform and the amount of change in the reference waveform for the sensor signal waveform 15 acquired in Step S102.
[0071] The change in sensor signal waveform 15 when each condition changes may not necessarily be represented using a difference from the reference waveform and a difference from the reference signal value. However, an absolute value of the signal value differs for each vehicle type or each tire type, it is thus necessary to create data similar to the change amount table 5 in advance for each absolute value, and the amount of data significantly increases. Thus, the amount of data is reduced by describing data using differences from the reference values.
<Change Amount Table 5>
[0072] Correlations of the peak value 152 at the positive level of the sensor signal waveform 15 of the strain sensor 3 with the air pressure, the temperature, the speed, and the amount of load are stored in advance in the change amount table 5 while these values are caused to vary.
[0073]
[0074]
[0075] The correlation illustrated in
[0076]
[0077] The correlation illustrated in
[0078]
[0079]
[0080] Note that a table for similarly assessing the amount of correction for the peak value 153 at the negative level can also be obtained similarly to the change amount table 5.
<Road Surface Type Detection Method>
[0081]
[0082] The flowchart for the road surface type estimation method illustrated in
[0083] Once the road surface type estimation method is started, the road surface type estimation unit 4 checks traveling conditions in the signal waveform correction unit 412 in the traveling state of the vehicle 100 in Step S201. The traveling conditions are conditions that coincide with traveling conditions when the change amount table 5 is derived.
[0084] If the traveling conditions in the signal waveform correction unit 412 are checked in Step S201, then the processing proceeds to Step S202.
[0085] In Step S202, the road surface type estimation unit 4 picks up a correction value that meets the conditions stored in the storage unit 411 and obtains a correction signal waveform by subtracting it from the sensor signal waveform 15 in order to correct the sensor signal waveform 15 output by the strain sensor 3 to a signal waveform under the same reference conditions as those for the reference waveform. After the processing in Step S202, the processing proceeds to Step S203.
[0086] In Step S203, the road surface type estimation unit 4 compares the peak value of the reference waveform with the peak value 152 at the positive level and the peak value 153 at the negative level of the corrected signal waveform obtained by correcting the sensor signal waveform 15 detected by the strain sensor 3. After the processing in Step S203, the processing proceeds to Step S204.
[0087] In Step S204, the road surface type estimation unit 4 determines the road surface type in accordance with the result of comparing the reference waveform with the corrected signal waveform obtained by correcting the detected sensor signal waveform 15 output by the strain sensor 3 in Step S203.
[0088] A determination of a gravel road is made in a case in which the peak value of the corrected signal waveform i greater than the positive peak value of the reference waveform or a peak value that is smaller than the negative peak value of the reference waveform has been detected even once.
[0089] In this manner, the road surface type estimation unit 4 estimates that the road surface is one of a gravel road. The estimated road surface type is transmitted to the report unit 103. In the case in which a determination of a gravel road is made, the processing end once after the processing in Step S204.
[0090] On the other hand, the processing proceeds from Step S204 to Step S205 in a case in which the peak value of the corrected signal waveform that is greater than the positive peak value of the reference waveform or a peak value of the corrected signal waveform that is smaller than the negative peak value of the reference waveform has not been able to be detected even once.
[0091] In Step S205, the road surface type estimation unit 4 determines the road surface type in accordance with the result of comparing the reference waveform with the corrected signal waveform in Step S203. In a case in which peak values that are equivalent between the positive or negative peak value of the reference waveform and the peak value of the corrected signal waveform have been detected a plurality of times in succession, the road surface type estimation unit 4 makes a determination of asphalt.
[0092] In this manner, the road surface type estimation unit 4 estimates the road surface type as asphalt. The estimated road surface type is transmitted to the report unit 103. In the case in which the road surface type is estimated as asphalt, the processing ends once after the processing in Step S205.
[0093] In a case in which the road surface type is not estimated as asphalt in Step S205, the processing returns from Step S205 to Step S204.
<Verification of Road Surface Type Detection Method>
[0094]
[0095]
[0096] It is possible to know that larger peaks and smaller peaks than a determination criterion A coexist in the example illustrated in
[0097]
[0098] Note that an average value of values from the past ten times may be used for the average level determination. Also, any range such as 10% may be designated as a determination criterion.
<Specific Example of Road Surface Type Detection Logic Flow>
[0099]
[0100] This is a specific determination logic in a case in which a range designation of 10% is used for an average level determination criterion in
[0101] Therefore, threshold values A (440), B (360), C (540). and D (660) are set with the asphalt determination criterion designated in the range of 10%, and the number of times the conditions are satisfied is counted by a counter, and a determination of a gravel road is made in a case in which detection has been made even once. On the other hand, since the peak values are within the asphalt determination range designation in a case in which the above conditions are not met, a determination of an asphalt road surface is made in a case in which this has been detected five times in succession.
[0102]
Advantages
[0103] As described above, according to the first embodiment, there is an advantage that it is possible to detect a road surface type even in a low-speed range in real time by comparing magnitudes of the reference waveform (asphalt road surface) held in the storage unit 411 and the sensor signal waveform output by the strain sensor 3, and estimating that the road surface type is an asphalt road surface when equivalent magnitudes have been confirmed a plurality of times in succession, or estimating that the road surface type is a gravel road when the magnitude of the sensor signal waveform greater or smaller than the reference waveform has been confirmed at least once.
[0104] Since the determination of each road surface type is made depending on how large/small the waveform is, it is only necessary to perform simple operational logic processing, the amount of operation data needed is small, the processing speed can be increased, and it is possible to distinguish the road surface time in real time regardless of whether the vehicle speed is high or low.
[0105] Therefore, according to the first embodiment, it is possible to provide a road surface type detection device capable of distinguishing a road surface type in real time even in a low speed range.
Second Embodiment
[0106] Next, a second embodiment of the present invention will be described.
[0107] Since configurations are similar to those in the first embodiment, configuration diagrams and description will be omitted, and characteristic parts will be described in the following description.
<Road Surface Type Detection Device 10>
[0108] Although not illustrated in the drawings, a road surface type detection device 10 according to the second embodiment relates to a driving safety support device for a vehicle 100 similarly to the first embodiment and is particularly for preventing an accident due to insufficient control of a brake and the like before anything happens by providing a safe traveling state.
[0109] The road surface type detection device 10 is a device that detects a road surface type that affects gripping forces of tires 101 attached to the vehicle 100, includes strain sensors 3, a road surface type estimation unit 4, and a report unit 103, and detects a road surface type on the basis of an output signal waveform.
<Road Surface Type Detection Method>
[0110]
[0111] The flowchart for the road surface type detection method illustrated in
[0112] Once the road surface type detection method is performed, the road surface type estimation unit 4 checks traveling conditions in the signal waveform correction unit 412 in a traveling state of the vehicle 100 in Step S301. The traveling conditions are conditions that coincide with traveling conditions when a table 5 is derived. If the traveling conditions in the signal waveform correction unit 412 are checked in Step S301, the processing proceeds to Step S302.
[0113] In S302, the road surface type estimation unit 4 picks up a correction value in accordance with conditions stored in a storage unit 411, subtracts the correction value from the sensor signal waveform 15, and obtains a corrected signal waveform in order to correct the sensor signal waveform 15 output by the strain sensor 3 to a signal waveform under the same reference conditions as those of the reference waveform. The processing proceeds to Step S303 after the processing in Step S302.
[0114] In Step S303, the road surface type estimation unit 4 compares a peak value of the reference waveform with a peak value 152 at a positive level and a peak value 153 at a negative level of the corrected signal waveform obtained by correcting the sensor signal waveform 15 detected by the strain sensor 3. The processing proceeds to Step S304 after the processing in Step S303.
[0115] In Steo S304, the road surface type estimation unit 4 determines the road surface type in accordance with the result of comparing the reference waveform with the corrected signal waveform obtained by correcting the detected sensor signal waveform 15 output by the strain sensor 3 in Step S303. A determination of a grass road (soft road) is made in a case in which a peak value of the correction signal waveform that is smaller than the positive or negative peak value of the reference waveform within a specific range has been detected even once.
[0116] In this manner, the road surface type estimation unit 4 determines that the road surface is a grass road. The estimated road surface type is transmitted to the report unit 103. In a case in which a determination of a grass road is made in the processing in Step S304, the processing ends once. Note that the condition for the detection determination may be changed from once to a plurality of times in succession.
[0117] On the other hand, in a case in which the peak value of the corrected signal waveform that is smaller than the positive peak value 152 or the negative peak value 153 of the reference waveform within the specific range has not been able to be detected even once in Step S304, the processing proceeds to Step S305.
[0118] In Step S305, the road surface type estimation unit 4 determines the road surface type in accordance with the result of comparing the reference waveform with the corrected signal waveform in Step S303. In a case in which peak values that are equivalent between the positive peak value 152 or the negative peak value 153 of the reference waveform and the peak value of the corrected signal wave form have been detected a plurality of times in succession, the road surface type is determined to be asphalt.
[0119] In this manner, the road surface type estimation unit 4 estimates the road surface type as asphalt. The estimated road surface type is transmitted to the report unit 103. In a case in which the road surface type is determined to be asphalt in the processing in Step S305, the processing ends once. In a case in which the road surface type is not determined to be asphalt in the processing in Step S305, the processing returns to Step S304.
<Verification of Road Surface Type Detection Method>
[0120]
[0121] If a positive peak value and a negative peak value at the time of traveling on an asphalt road surface are illustrated together as determination criterion A (one-dotted dashed lines), it is possible to know that there are features in magnitudes of the peaks of the grass road waveform.
[0122] In the case of the grass road, peaks are smaller than the determination criterion A in average, and it is possible to know that the determination of the grass road can be easily made. It is possible to know that the determination of the grass road can be made when the positive peak or the negative peak which is a peak smaller than the determination criterion A within a specific range has been detected even once, as a determination condition.
[0123] Note that an average value of values from the past ten times may be used for the average level determination. Also, any range such as 75% of the reference waveform10% may be designated for the determination criterion.
<Specific Example of Road Surface Type Detection Logic>
[0124]
[0125] Therefore, threshold values are set on the basis of the asphalt determination criteria (+540 and 360) and the range of +10% (+360 and 240), and a determination of a grass road is made when the conditions are met.
Advantages
[0126] As described above, according to the second embodiment, there is an effect that it is possible to detect road surface types other than asphalt and a gravel road in real time even in a low-speed range by comparing the magnitudes of the reference waveform (asphalt) held in the storage unit 411 and the sensor signal waveform output by the strain sensor 3 and estimating a grass road when the magnitude of the sensor signal waveform is smaller than the reference waveform and the peak value has been detected within the designated range once or a plurality of times in succession.
[0127] Therefore, according to the second embodiment, it is possible to provide a road surface type detection device capable of distinguishing a road surface type in real time even in a low-speed range similarly to the first embodiment.
Third Embodiment
[0128] Next, a third embodiment of the present invention will be described.
[0129]
[0130] The brake control system 20 includes a brake control device 51 and a road surface type detection device 10.
[0131] The road surface type detection device 10 relates to a driving safety support device for a vehicle 100 similarly to the first embodiment and is particularly a device for preventing accident caused by insufficient control of a brake before anything happens by providing a safe traveling state.
[0132] The road surface type detection device 10 is a device that detects a road surface type that affects gripping forces of tires 101 attached to the vehicle 100, includes strain sensors 3, a road surface type estimation unit 4, and a brake control device 51, and is configured to send an estimation result of a road surface type to a braking condition determination unit 511 inside the brake control device 51 on the basis of an output signal waveform and determine a braking condition inside the system.
[0133]
[0134] The vertical axis in
[0135] If a brake is stepped on with a braking force assuming asphalt at the time of a gravel road, for example, a locked state is achieved, locking avoidance is repeated by an ABS, and a braking distance is thus extended.
[0136] On the other hand, if a gravel road can be determined, it is possible to perform control with the braking force that does not allow locking from the beginning and thereby to efficiently apply braking. In other words, the brake system can perform brake control suitable for the road surface by detecting a change in road surface.
[0137] A relationship between the friction coefficient and the braking force that does not allow wheels to be locked as illustrated in
[0138] The determination unit 413 calculates the friction coefficient of the road surface and outputs the friction coefficient to the braking condition determination unit 511. The braking condition determination unit 511 determines the braking force that does not allow the wheels to be locked from the relationship between the friction coefficient and the braking force that does not allow the wheels to be locked that is stored in the wheel locking condition table 6. The brake control device 51 controls the brake to achieve the braking force determined by the braking condition determination unit 511 as input information of a vehicle speed and obstacle information.
Advantages
[0139] As described above, there is an advantage that it is possible to perform brake control with high precision and it is possible to perform safer brake control by applying the road surface type detection device 10 according to the third embodiment of the present invention to the brake control system 20. As an embodiment other than the aforementioned embodiments, there is an example in which the road surface type determination flow (
[0140] Note that the present invention is not limited to the aforementioned embodiments and includes various modification examples. For example, some of configurations in a certain embodiment can be replaced with configurations in another embodiment, and configurations in another embodiment can be added to configurations in a certain embodiment. Moreover, it is possible to perform addition, deletion, and replacement of some of configurations in each embodiment with configurations of another embodiment.
[0141] Also, although the aforementioned embodiments are configured such that any one road surface type out of the plurality of road surface types is estimated from a waveform of a sensor signal output by the strain sensor 3, it is also possible to employ a configuration in which any one road surface type out of the plurality of road surface types is estimated from a waveform of a sensor signal output by the air pressure sensor 1 or the temperature sensor 2 similarly to the processing of the output signal waveform from the strain sensor 3. The air pressure sensor 1, the temperature sensor 2, and the strain sensor 3 can be collectively referred to as sensor elements that detect the physical amounts of the vehicle.
REFERENCE SIGNS LIST
[0142] 1 air pressure sensor [0143] 2 temperature sensor [0144] 3 strain sensor [0145] 4 road surface type estimation unit [0146] 5 change amount table [0147] 5-1 to 5-4 correlation table [0148] 5-5 reference table [0149] 6 wheel locking condition table [0150] 10 road surface type detection device [0151] 20 brake control system [0152] 15 sensor signal waveform [0153] 51 brake control device [0154] 100 vehicle [0155] 101 tire [0156] 102 ECU [0157] 103 report unit [0158] 151 reference level [0159] 152 peak value at positive level [0160] 153 peak value at negative level [0161] 411 storage unit [0162] 412 signal waveform correction unit [0163] 413 determination unit [0164] 511 braking condition determination unit