JP2001042053A - Method and system for estimating road surface condition - Google Patents

Method and system for estimating road surface condition

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Publication number
JP2001042053A
JP2001042053A JP11217469A JP21746999A JP2001042053A JP 2001042053 A JP2001042053 A JP 2001042053A JP 11217469 A JP11217469 A JP 11217469A JP 21746999 A JP21746999 A JP 21746999A JP 2001042053 A JP2001042053 A JP 2001042053A
Authority
JP
Japan
Prior art keywords
road surface
heat
balance
horizontal direction
road
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
JP11217469A
Other languages
Japanese (ja)
Inventor
Takashi Arakawa
崇 荒川
Yasuyuki Hishida
康之 菱田
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Hitachi Cable Ltd
Original Assignee
Hitachi Cable Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Hitachi Cable Ltd filed Critical Hitachi Cable Ltd
Priority to JP11217469A priority Critical patent/JP2001042053A/en
Publication of JP2001042053A publication Critical patent/JP2001042053A/en
Pending legal-status Critical Current

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Abstract

PROBLEM TO BE SOLVED: To correctly estimate the road surface conditions even when there exist uneven parts such as wheel tracks, hollows or the like, shadow parts and the traffic of vehicles on a road by a method wherein the balance of heat flowing in the horizontal direction of the road surface is found based on the distribution of the temperature along the road surface and the balance of the heat in the horizontal direction is added so as to estimate the road surface state. SOLUTION: Since an optical-fiber temperature sensor 13 can measure a temperature at a distance resolution of 1 m or lower, a road surface temperature in a point whose road surface state is to be measured and a road surface temperature around the point can be detected. Since a horizontal-direction heat transfer amount is found on the basis of a heat transfer decided by the material of a road surface and on the basis of a temperature difference in the horizontal direction of the road surface, the horizontal-direction heat transfer amount in the point can be found when a temperature difference in the horizontal direction in an arbitrary point is calculated. A heat balance calculation is classified largely into a heat balance in the vertical direction of the road surface and a heat balance in the horizontal direction. A road surface condition decision apparatus 10 individually calculates heat in respective points based on weather data which is read out from an information acquisition apparatus 9, and the sum of the heat is found. Thereby, the heat balance in an arbitrary point is calculated. When this heat balance model is used, the balance of the heat which comes in and out from the road surface as an object can be calculated with good accuracy.

Description

【発明の詳細な説明】DETAILED DESCRIPTION OF THE INVENTION

【0001】[0001]

【発明の属する技術分野】本発明は、気象情報に基づい
て道路の路面状況を推定する方法及びそのシステムに係
り、特に、道路に轍・窪み等の凹凸部、日陰部及び車両
の通行がある場合でも路面状況を正しく推定できる路面
状況推定方法及びそのシステムに関するものである。
BACKGROUND OF THE INVENTION 1. Field of the Invention The present invention relates to a method and a system for estimating a road surface condition on the basis of weather information, and more particularly to a road having irregularities such as ruts and depressions, shaded areas, and traffic of vehicles. The present invention relates to a road surface condition estimation method and a system for correctly estimating a road surface condition even in such a case.

【0002】[0002]

【従来の技術】道路の路面状況を推定するシステムとし
て、気象情報を用いるものが知られている。従来の路面
状況推定システムは、図3に示されるように、対象とな
る道路1の近傍に設置された気温計2、雨量計3、日射
計4、風速計5、湿度計6、路面温度計15等の気象セ
ンサと、気象庁からの雲量などの気象データを受信して
信号線12に伝送する気象情報受信装置7と、気象セン
サの気象データを信号線を介して伝送する信号伝送装置
8と、気象情報受信装置7及び信号伝送装置8からの気
象データを受信する情報収集装置9と、受信した気象デ
ータに基づいて路面状況(路面状態ともいう)を判定
(推定ともいう)する路面状況判定装置(路面状況推定
装置ともいう)10と、判定結果を表示する表示器11
とにより構成されている。
2. Description of the Related Art As a system for estimating a road surface condition of a road, a system using weather information is known. As shown in FIG. 3, a conventional road surface condition estimating system includes a thermometer 2, a rain gauge 3, a pyranometer 4, an anemometer 5, a hygrometer 6, a road surface thermometer installed near a target road 1. A meteorological sensor such as 15; a meteorological information receiving device 7 for receiving meteorological data such as the amount of cloud from the Meteorological Agency and transmitting it to a signal line 12; and a signal transmitting device 8 for transmitting the meteorological data of the meteorological sensor via the signal line. An information collection device 9 for receiving weather data from the weather information receiving device 7 and the signal transmission device 8 and a road surface condition determination for determining (estimating) a road surface condition (also referred to as a road surface condition) based on the received weather data. Device (also referred to as a road surface condition estimation device) 10 and a display 11 for displaying a determination result
It is composed of

【0003】路面状況判定装置10は、気温、雨量、日
射、風速、湿度、路面温度、雲量の気象データから、図
4に示されるような路面の熱収支モデルに基づいて路面
に出入りする道路鉛直方向の熱(太陽22からの日射に
よる熱25、路面21の表面黒体輻射による熱、大気2
3からの顕熱・潜熱・降雨による熱27、地中24から
の伝達熱28)の収支を計算すると共に、降水量と水膜
厚との関係式、降雪量と積雪厚との関係式、熱収支と水
分蒸発量、融雪量の関係式などを用いて、路面における
乾燥・湿潤・水膜・積雪・凍結等の路面状況を判定す
る。
[0003] The road surface condition judging device 10 calculates the vertical position of a road entering and exiting a road surface based on a heat balance model of the road surface as shown in FIG. 4 from weather data of temperature, rainfall, solar radiation, wind speed, humidity, road surface temperature and cloudiness. Direction heat (heat 25 due to solar radiation from the sun 22, heat due to surface blackbody radiation on the road surface 21, air 2
In addition to calculating the balance of heat 27 due to sensible heat, latent heat, and rainfall from 3 and heat transfer 28) from the ground 24, the relational expression between precipitation and water film thickness, the relational expression between snowfall and snowfall thickness, A road surface condition such as dryness / wetness / water film / snowfall / freezing is determined on the road surface by using a relational expression between a heat balance, a water evaporation amount, and a snowmelt amount.

【0004】[0004]

【発明が解決しようとする課題】道路に轍・窪み等の凹
凸部がある場合、凹部に水がたまりやすいため、同じ気
象条件でも凹部は湿潤状態あるいは水膜状態であるの
に、凸部は乾燥状態であるなど、互いに1m程度の距離
しか離れていない場合であっても路面状況が異なること
がある。同じ路面であっても、乾燥状態、湿潤状態、積
雪状態では日射の反射係数等の路面物理量が異なるた
め、路面状況により路面温度に大きな差が生じる。
When there is an uneven portion such as a rut or a depression on a road, water easily accumulates in the concave portion. Therefore, even if the concave portion is in a wet state or a water film state under the same weather condition, the convex portion is not. Even when the vehicle is only a distance of about 1 m from each other, such as in a dry state, the road surface conditions may be different. Even on the same road surface, road surface physical quantities such as the reflection coefficient of solar radiation are different in a dry state, a wet state, and a snowy state, so that a large difference in road surface temperature occurs depending on road surface conditions.

【0005】また、日陰部分と日向部分とでは日射量が
異なるため、路面温度に大きな差が生じる。
[0005] Further, since the amount of solar radiation differs between the shaded part and the sunlit part, a large difference occurs in the road surface temperature.

【0006】対象路面に車両の通行がある場合には、タ
イヤの摩擦、車両重量による積雪の押しつぶし等の影響
から、車両の通行部分では湿潤状態であるのに、それ以
外の部分では積雪状態であるなど路面状況が異なり、前
記反射係数等の路面物理量の違いから、路面に大きな温
度差が生じる。
[0006] When a vehicle is running on the target road surface, the vehicle is in a wet state in the traffic area, but is in a snowy state in other areas due to the friction of tires and the crushing of snow due to the weight of the vehicle. The road surface condition is different, for example, and a large temperature difference occurs on the road surface due to a difference in the road surface physical quantity such as the reflection coefficient.

【0007】このように、路面の水平方向で大きな温度
差を生じる場合が多々あり、その温度差に起因する路面
水平方向の熱伝達量は無視できない。
As described above, there are many cases where a large temperature difference occurs in the horizontal direction of the road surface, and the amount of heat transfer in the horizontal direction of the road surface caused by the temperature difference cannot be ignored.

【0008】しかし、従来技術では、このような路面水
平方向の温度不均一は検知せず、路面水平方向の熱伝達
を考慮した熱収支計算を行っていないので、路面状況を
正しく推定できないことがあった。
However, the prior art does not detect such uneven temperature in the horizontal direction of the road surface, and does not perform heat balance calculation in consideration of heat transfer in the horizontal direction of the road surface. there were.

【0009】そこで、本発明の目的は、上記課題を解決
し、道路に轍・窪み等の凹凸部、日陰部及び車両の通行
がある場合でも路面状況を正しく推定できる路面状況推
定方法及びそのシステムを提供することにある。
Accordingly, an object of the present invention is to solve the above-mentioned problems, and to provide a road surface condition estimation method and a road surface condition estimation system capable of correctly estimating a road surface condition even when a road has an uneven portion such as a rut or a depression, a shaded portion, and a vehicle. Is to provide.

【0010】[0010]

【課題を解決するための手段】上記目的を達成するため
に本発明の方法は、気象情報から路面に出入りする熱の
収支を計算して前記路面の状況を推定する方法におい
て、前記路面に沿った温度分布から前記路面の水平方向
に流れる熱の収支を求め、この水平方向の熱の収支を加
えて前記路面状況の推定を行うものである。
According to the present invention, there is provided a method of estimating a state of a road surface by calculating a balance of heat flowing into and out of the road surface from weather information. The balance of the heat flowing in the horizontal direction of the road surface is obtained from the temperature distribution thus obtained, and the road surface condition is estimated by adding the balance of the heat in the horizontal direction.

【0011】前記路面に沿った温度分布を前記路面の横
断方向に測定して得てもよい。
The temperature distribution along the road surface may be obtained by measuring the temperature distribution in a direction transverse to the road surface.

【0012】また、本発明のシステムは、気象諸量を実
測することにより気象情報を得るセンサ群と、通信によ
り気象情報を得る受信装置と、これらの気象情報から路
面に出入りする熱の収支を計算して前記路面の状況を推
定する路面状況推定装置とを備えた路面状況推定システ
ムにおいて、前記路面に沿った温度分布を測定する光フ
ァイバ温度センサを設け、前記路面状況推定装置が前記
路面に沿った温度分布から前記路面の水平方向に流れる
熱の収支を求め、この水平方向の熱の収支を加えて前記
路面状況の推定を行うようにしたものである。
Further, the system of the present invention provides a sensor group that obtains weather information by actually measuring various weather quantities, a receiving device that obtains weather information by communication, and a balance of heat flowing into and out of a road surface from the weather information. In a road surface condition estimation system including a road surface condition estimation device that calculates and estimates the road surface condition, an optical fiber temperature sensor that measures a temperature distribution along the road surface is provided, and the road surface condition estimation device is provided on the road surface. The balance of the heat flowing in the horizontal direction of the road is obtained from the temperature distribution along the road, and the state of the road surface is estimated by adding the balance of the heat in the horizontal direction.

【0013】[0013]

【発明の実施の形態】以下、本発明の一実施形態を添付
図面に基づいて詳述する。
An embodiment of the present invention will be described below in detail with reference to the accompanying drawings.

【0014】本発明の路面状況推定システムは、図1に
示されるように、対象となる道路1の近傍に設置された
気温計2、雨量計3、日射計4、風速計5、湿度計6等
の気象センサと、気象庁からの雲量などの気象データを
受信して信号線12に伝送する気象情報受信装置7と、
道路1の横断方向の温度分布を測定するべく、道路1を
交互に斜め横断させて布設した光ファイバ温度センサ1
3と、この温度分布を信号線12に伝送する信号処理装
置14と、気象センサ等からの気象データを信号線12
を介して伝送する信号伝送装置8と、信号処理装置1
4、気象情報受信装置7及び信号伝送装置8からの気象
データを受信する情報収集装置9と、受信した気象デー
タに基づいて路面状況を判定する路面状況判定装置10
と、判定結果を表示する表示器11とにより構成されて
いる。路面状況判定装置10は、本発明に係る路面状況
判定プログラムを実行して路面状況を判定することがで
きる。
As shown in FIG. 1, a road surface condition estimating system according to the present invention includes a thermometer 2, a rain gauge 3, a pyranometer 4, an anemometer 5, and a hygrometer 6 installed near a target road 1. A meteorological sensor such as a meteorological information receiving device 7 that receives meteorological data such as cloud cover from the Meteorological Agency and transmits the data to the signal line 12;
An optical fiber temperature sensor 1 laid alternately and obliquely across the road 1 to measure the temperature distribution in the cross direction of the road 1
3, a signal processor 14 for transmitting the temperature distribution to the signal line 12, and weather data from a weather sensor or the like to the signal line 12.
Signal transmission device 8 for transmitting signals via
4. An information collecting device 9 for receiving weather data from the weather information receiving device 7 and the signal transmitting device 8, and a road surface determining device 10 for determining a road surface condition based on the received weather data.
And a display 11 for displaying the determination result. The road surface condition determination device 10 can determine the road surface condition by executing the road surface condition determination program according to the present invention.

【0015】図1の路面状況推定システムの動作を説明
する。
The operation of the road surface condition estimation system shown in FIG. 1 will be described.

【0016】路面状況判定装置は、情報収集装置9の収
集した気象データを読み込んで、対象路面の道路鉛直方
向及び道路水平方向の熱収支を計算すると共に、降水量
と水膜厚との関係式、降雪量と積雪厚との関係式、熱収
支と水分蒸発量、融雪量の関係式などを用いて、路面に
おける乾燥・湿潤・水膜・積雪・凍結等の路面状況を判
定する。
The road surface condition judging device reads the weather data collected by the information collecting device 9, calculates the heat balance in the vertical direction and the horizontal direction of the road on the target road surface, and calculates the relation between the precipitation and the water film thickness. Using the relational expression between the amount of snowfall and snow thickness, the relational expression between the heat balance and the amount of water evaporation, the amount of snowmelt, and the like, the road surface condition such as dryness / wetness / water film / snowfall / freezing on the road surface is determined.

【0017】まず、水平方向熱伝達量推定の動作を説明
する。
First, the operation of estimating the horizontal heat transfer amount will be described.

【0018】光ファイバ温度センサ13は、1m以下の
距離分解能で温度を計測することができるので、路面状
況判定対象地点の路面温度とその周囲の路面温度とを検
知できる。水平方向熱伝達量は、路面の材質で決まる熱
伝達及び路面水平方向の温度差より求まるので、任意地
点の路面水平方向の温度差を計算することにより、その
地点の水平方向熱伝達量を求めることができる。
Since the optical fiber temperature sensor 13 can measure the temperature with a distance resolution of 1 m or less, the optical fiber temperature sensor 13 can detect the road surface temperature at the target point for determining the road surface condition and the surrounding road surface temperature. Since the horizontal heat transfer amount is obtained from the heat transfer determined by the material of the road surface and the temperature difference in the road surface horizontal direction, the horizontal heat transfer amount at that point is calculated by calculating the road surface temperature difference at an arbitrary point. be able to.

【0019】次に、熱収支計算の動作を説明する。Next, the operation of the heat balance calculation will be described.

【0020】図2に、本発明で用いる路面に出入りする
熱の熱収支のモデルを示す。路面状況判定対象の路面に
おける熱収支は、大きく路面鉛直方向の熱収支と路面水
平方向の熱収支とに分類される。
FIG. 2 shows a model of a heat balance of heat entering and exiting a road surface used in the present invention. The heat balance on the road surface for which the road surface condition is to be determined is roughly classified into a heat balance in the vertical direction of the road surface and a heat balance in the horizontal direction of the road surface.

【0021】路面鉛直方向の熱収支には、太陽22から
の日射による熱25、路面21の表面黒体輻射による
熱、大気23からの顕熱・潜熱・降雨による熱27、地
中24からの伝達熱28といった熱が関係する。
The heat balance in the vertical direction of the road surface includes heat 25 due to solar radiation from the sun 22, heat due to surface blackbody radiation on the road surface 21, sensible heat from the atmosphere 23, latent heat, heat due to rainfall 27, and heat from the underground 24. Heat such as transfer heat 28 is involved.

【0022】一方、路面水平方向の熱収支には、路面温
度差に起因する路面21の水平方向の伝達熱29があ
る。
On the other hand, in the heat balance in the horizontal direction of the road surface, there is a heat transfer 29 in the horizontal direction of the road surface 21 caused by the road surface temperature difference.

【0023】路面状況判定装置10は、情報収集装置9
から読み込んだ気象データに基づいて、上記の各熱を個
々に計算し、それらの熱の和を求めることにより、任意
の地点の熱収支を計算する。
The road surface condition judging device 10 includes the information collecting device 9
Based on the weather data read from, each of the above-mentioned heats is individually calculated, and the heat balance of any point is calculated by calculating the sum of the heats.

【0024】この熱収支モデルを用いることにより、路
面鉛直方向の熱収支のみを用いた従来技術に比べ、精度
よく対象路面に出入りする熱の収支を計算することがで
きる。このようにして、路面に沿った温度分布から求め
た水平方向の熱収支を従来の方法に加味して路面状況を
推定することにより、道路に轍・窪み等の凹凸部、日陰
部及び車両の通行がある場合でも路面状況を正しく推定
できることになる。
By using this heat balance model, the balance of heat entering and exiting the target road surface can be calculated more accurately than in the prior art using only the heat balance in the vertical direction of the road surface. In this way, by estimating the road surface condition by adding the horizontal heat balance obtained from the temperature distribution along the road surface to the conventional method, the unevenness of the road such as a rut or a depression, the shaded portion, and the vehicle Even when there is traffic, the road surface condition can be estimated correctly.

【0025】本発明の路面状況推定システムは、路面に
沿った温度分布を測定する手段として非接触式の温度セ
ンサを用いてもよい。非接触式の温度センサとしては、
赤外線温度計などがある。また、光ファイバ温度センサ
のように連続的な温度分布は得られないが、複数の温度
センサを路面に沿って設置してもよい。例えば、道路凹
凸部、日陰部及び車両通行部の代表地点を選定し、代表
地点にのみ温度センサを設置して、この代表地点の温度
を他の道路凹凸部、日陰部及び車両通行部の温度とみな
してもよい。
The road surface condition estimating system of the present invention may use a non-contact type temperature sensor as a means for measuring the temperature distribution along the road surface. As a non-contact type temperature sensor,
There is an infrared thermometer. Although a continuous temperature distribution cannot be obtained unlike the optical fiber temperature sensor, a plurality of temperature sensors may be installed along the road surface. For example, a representative point of a road uneven part, a shade part, and a vehicle traffic part is selected, and a temperature sensor is installed only at the representative point, and the temperature of this representative point is changed to the temperature of another road uneven part, a shade part, and a vehicle traffic part. May be considered.

【0026】また、本発明の路面状況推定システムは、
高速道路や一般道路などの道路に限らず、飛行場の滑走
路のように道路に類似した対象物に適用することができ
る。
Further, the road surface condition estimation system of the present invention
The present invention is not limited to roads such as expressways and general roads, and can be applied to objects similar to roads such as airfield runways.

【0027】[0027]

【発明の効果】本発明は次の如き優れた効果を発揮す
る。
The present invention exhibits the following excellent effects.

【0028】(1)水平方向の熱収支を考慮しているの
で、道路に轍・窪み等の凹凸部、日陰部及び車両の通行
がある場合でも路面状況を正しく推定できる。
(1) Since the heat balance in the horizontal direction is taken into consideration, the road surface condition can be correctly estimated even when the road has irregularities such as ruts and depressions, shaded areas, and vehicles.

【図面の簡単な説明】[Brief description of the drawings]

【図1】本発明の一実施形態を示す路面状況推定システ
ムの構成図である。
FIG. 1 is a configuration diagram of a road surface condition estimation system according to an embodiment of the present invention.

【図2】本発明で用いる熱収支のモデルを示す図であ
る。
FIG. 2 is a diagram showing a model of a heat balance used in the present invention.

【図3】従来の路面状況推定システムの構成図である。FIG. 3 is a configuration diagram of a conventional road surface condition estimation system.

【図4】従来の熱収支のモデルを示す図である。FIG. 4 is a diagram showing a conventional heat balance model.

【符号の説明】[Explanation of symbols]

1 道路 2 気温計 3 雨量計 4 日射計 5 風速計 6 湿度計 7 気象情報受信装置 9 情報収集装置 10 路面状況判定装置 13 光ファイバ温度センサ DESCRIPTION OF SYMBOLS 1 Road 2 Thermometer 3 Rain gauge 4 Pyranometer 5 Anemometer 6 Hygrometer 7 Weather information receiving device 9 Information collecting device 10 Road surface condition judging device 13 Optical fiber temperature sensor

Claims (3)

【特許請求の範囲】[Claims] 【請求項1】 気象情報から路面に出入りする熱の収支
を計算して前記路面の状況を推定する方法において、前
記路面に沿った温度分布から前記路面の水平方向に流れ
る熱の収支を求め、この水平方向の熱の収支を加えて前
記路面状況の推定を行うことを特徴とする路面状況推定
方法。
1. A method for estimating the state of a road surface by calculating a balance of heat entering and exiting a road surface from weather information, obtaining a balance of heat flowing in a horizontal direction of the road surface from a temperature distribution along the road surface, A road surface condition estimating method, wherein the road surface condition is estimated by adding the heat balance in the horizontal direction.
【請求項2】 前記路面に沿った温度分布を前記路面の
横断方向に測定して得ることを特徴とする請求項1記載
の路面状況推定方法。
2. The road surface condition estimating method according to claim 1, wherein the temperature distribution along the road surface is obtained by measuring the temperature distribution in a direction transverse to the road surface.
【請求項3】 気象諸量を実測することにより気象情報
を得るセンサ群と、通信により気象情報を得る受信装置
と、これらの気象情報から路面に出入りする熱の収支を
計算して前記路面の状況を推定する路面状況推定装置と
を備えた路面状況推定システムにおいて、前記路面に沿
った温度分布を測定する光ファイバ温度センサを設け、
前記路面状況推定装置が前記路面に沿った温度分布から
前記路面の水平方向に流れる熱の収支を求め、この水平
方向の熱の収支を加えて前記路面状況の推定を行うよう
にしたことを特徴とする路面状況推定システム。
3. A sensor group that obtains weather information by actually measuring various weather quantities, a receiving device that obtains weather information by communication, and calculating a balance of heat flowing into and out of the road surface from the weather information to calculate the balance of the road surface. In a road condition estimation system including a road condition estimation device that estimates a condition, an optical fiber temperature sensor that measures a temperature distribution along the road is provided.
The road surface condition estimating device obtains the balance of heat flowing in the horizontal direction of the road surface from the temperature distribution along the road surface, and estimates the road surface condition by adding the heat balance of the horizontal direction. Road surface condition estimation system.
JP11217469A 1999-07-30 1999-07-30 Method and system for estimating road surface condition Pending JP2001042053A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
JP11217469A JP2001042053A (en) 1999-07-30 1999-07-30 Method and system for estimating road surface condition

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
JP11217469A JP2001042053A (en) 1999-07-30 1999-07-30 Method and system for estimating road surface condition

Publications (1)

Publication Number Publication Date
JP2001042053A true JP2001042053A (en) 2001-02-16

Family

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Family Applications (1)

Application Number Title Priority Date Filing Date
JP11217469A Pending JP2001042053A (en) 1999-07-30 1999-07-30 Method and system for estimating road surface condition

Country Status (1)

Country Link
JP (1) JP2001042053A (en)

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2002311157A (en) * 2001-04-10 2002-10-23 Hitachi Cable Ltd Method of estimating surface condition of road
JP2003240867A (en) * 2002-02-20 2003-08-27 Natl Inst For Land & Infrastructure Management Mlit Road surface condition estimation method
JP2003240866A (en) * 2002-02-20 2003-08-27 Natl Inst For Land & Infrastructure Management Mlit Road surface condition determination method
JP2003240868A (en) * 2002-02-20 2003-08-27 Natl Inst For Land & Infrastructure Management Mlit Road surface wetness determination method

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2002311157A (en) * 2001-04-10 2002-10-23 Hitachi Cable Ltd Method of estimating surface condition of road
JP2003240867A (en) * 2002-02-20 2003-08-27 Natl Inst For Land & Infrastructure Management Mlit Road surface condition estimation method
JP2003240866A (en) * 2002-02-20 2003-08-27 Natl Inst For Land & Infrastructure Management Mlit Road surface condition determination method
JP2003240868A (en) * 2002-02-20 2003-08-27 Natl Inst For Land & Infrastructure Management Mlit Road surface wetness determination method

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