JP2000346958A - Road surface condition estimation method and device therefor - Google Patents
Road surface condition estimation method and device thereforInfo
- Publication number
- JP2000346958A JP2000346958A JP11156355A JP15635599A JP2000346958A JP 2000346958 A JP2000346958 A JP 2000346958A JP 11156355 A JP11156355 A JP 11156355A JP 15635599 A JP15635599 A JP 15635599A JP 2000346958 A JP2000346958 A JP 2000346958A
- Authority
- JP
- Japan
- Prior art keywords
- road surface
- estimating
- building
- sun
- radiant
- 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
Links
- 238000000034 method Methods 0.000 title claims description 14
- 230000005855 radiation Effects 0.000 claims description 33
- 239000000463 material Substances 0.000 claims description 10
- 238000005259 measurement Methods 0.000 claims description 10
- 230000008014 freezing Effects 0.000 claims description 7
- 238000007710 freezing Methods 0.000 claims description 7
- XLYOFNOQVPJJNP-UHFFFAOYSA-N water Substances O XLYOFNOQVPJJNP-UHFFFAOYSA-N 0.000 claims description 7
- 238000010586 diagram Methods 0.000 description 4
- 238000004088 simulation Methods 0.000 description 3
- 238000004422 calculation algorithm Methods 0.000 description 2
- 238000001556 precipitation Methods 0.000 description 2
- 238000009529 body temperature measurement Methods 0.000 description 1
- 238000004364 calculation method Methods 0.000 description 1
- 230000008054 signal transmission Effects 0.000 description 1
Landscapes
- Photometry And Measurement Of Optical Pulse Characteristics (AREA)
- Radiation Pyrometers (AREA)
Abstract
Description
【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装置に係り、
特に、道路周辺に建造物がある場合でも路面状況が正し
く推定できる路面状況推定方法及びその装置に関するも
のである。BACKGROUND OF THE INVENTION 1. Field of the Invention The present invention relates to a method and an apparatus for estimating road surface conditions based on weather information.
In particular, the present invention relates to a road surface condition estimation method and device capable of correctly estimating the road surface condition even when there are buildings around the road.
【0002】[0002]
【従来の技術】道路における路面状況を推定するシステ
ムとして気象センサからの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4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等の気象センサと、これら気
象センサ2,3,4の計測データを信号線7を介して伝
送する信号伝送装置8と、この計測データを受信する情
報収集装置9と、受信した計測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11と、判定結果を表示
する表示器12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 on a road, a system using weather information from a weather sensor is known. As shown in FIG. 4, a conventional road surface condition estimation system includes weather sensors such as a thermometer 2, a rain gauge 3, and a pyranometer 4 installed near a target road 1, and these weather sensors 2 and 3. , 4 via a signal line 7, an information collecting device 9 for receiving the measurement data, a road condition determination device 11 for determining a road condition based on the received measurement data, And a display 12 for displaying the determination result.
【0003】路面状況判定装置11は、気温、雨量、日
射の計測データに基づいて路面に出入りする熱の収支を
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、路面温度と路面湿潤度とから凍結を
判定する凍結判定アルゴリズム等を用いて路面における
乾燥・湿潤・水膜・積雪・凍結等の状況を判定する。[0003] The road surface condition determination device 11 calculates the balance of heat flowing into and out of the road surface based on measurement data of temperature, rainfall, and solar radiation, as well as the relational expression between precipitation and water film thickness, snowfall and snowfall thickness. The condition of dry / wet / water film / snow / freeze on the road surface is determined by using a relational expression, a freezing determination algorithm or the like for determining freezing from the road surface temperature and the road surface wetness.
【0004】[0004]
【発明が解決しようとする課題】道路周辺に建造物や自
然物(以下、建造物に統一する)がある場合、この建造
物が路面を太陽から遮蔽する遮蔽物となって路面への日
射が妨げられたり、建造物が放射する熱(赤外線)が路
面に吸収されたりする。しかし、従来技術では、日射の
妨げや放射熱などの特殊な気象情報を考慮していないの
で、路面状況が正しく推定できないことがある。When there is a building or a natural object around the road (hereinafter referred to as a building), this building serves as a shield that shields the road surface from the sun, so that solar radiation on the road surface is obstructed. Or the heat (infrared rays) emitted by the building is absorbed by the road surface. However, in the related art, since special weather information such as obstruction of solar radiation and radiant heat is not taken into consideration, the road surface condition may not be correctly estimated.
【0005】そこで、本発明の目的は、上記課題を解決
し、道路周辺に建造物がある場合でも路面状況が正しく
推定できる路面状況推定方法及びその装置を提供するこ
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 device capable of correctly estimating the road surface condition even when there are buildings around the road.
【0006】[0006]
【課題を解決するための手段】上記目的を達成するため
に本発明の第一の方法は、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、前記路面を太陽から遮蔽する建造物等の遮蔽物
の位置と太陽の位置とから前記路面が受ける日射量を推
定するものである。According to a first aspect of the present invention, there is provided a method of estimating a state of a road surface by calculating a balance of heat entering and exiting a road surface from weather information. The amount of solar radiation received on the road surface is estimated from the position of a shield such as a building that shields the road surface from the sun and the position of the sun.
【0007】その装置は、気温計・雨量計・日射計によ
り計測された計測データなど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における乾燥・湿潤
・水膜・積雪・凍結等の状況を推定する装置において、
予め前記路面を太陽から遮蔽する建造物等の遮蔽物の位
置情報を設定した遮蔽物情報手段と、前記路面の地球上
位置と日時とから太陽の位置を計算する太陽位置計算手
段と、前記遮蔽物の位置と太陽の位置とから前記路面が
受ける日射量を推定する日射量推定手段とを備えたもの
である。The apparatus calculates the balance of heat flowing into and out of a road surface from weather information such as measurement data measured by a thermometer, a rain gauge, and a pyranometer, and calculates a dry / wet / water film / snow / freeze on the road surface. In the device for estimating the situation such as
A shield information unit that previously sets positional information of a shield such as a building that shields the road surface from the sun; a sun position calculating unit that calculates a position of the sun from a position on the earth of the road surface and the date and time; A solar radiation amount estimating means for estimating the amount of solar radiation received on the road surface from the position of an object and the position of the sun.
【0008】本発明の第二の方法は、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、前記路面へ赤外線を放射する建造物
等の放射物の表面温度と前記放射物から前記路面までの
距離とから前記路面が受ける赤外線量を推定するもので
ある。A second method of the present invention is a method for estimating the condition of the road surface by calculating the balance of heat flowing into and out of the road surface from weather information, the method comprising estimating a radiation object such as a building that radiates infrared rays to the road surface. The amount of infrared rays received on the road surface is estimated from the surface temperature and the distance from the radiant to the road surface.
【0009】前記放射物を模擬した模擬材料の温度を測
定して前記放射物の表面温度としてもよい。The temperature of a simulated material that simulates the radiant may be measured and used as the surface temperature of the radiant.
【0010】その装置は、気温計・雨量計・日射計によ
り計測された計測データなど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における乾燥・湿潤
・水膜・積雪・凍結等の状況を推定する装置において、
前記路面へ赤外線を放射する建造物等の放射物の表面温
度を測定する放射温度測定手段と、予め前記放射物から
前記路面までの距離を設定した放射物情報手段と、放射
物の表面温度と前記放射物から前記路面までの距離とか
ら前記路面が受ける赤外線量を推定する赤外線量推定手
段とを備えたものである。The apparatus calculates the balance of heat flowing into and out of a road surface from weather information such as measurement data measured by a thermometer, a rain gauge, and a pyranometer, and calculates the balance of heat on the road surface to dry, wet, water film, snow and freeze. In the device for estimating the situation such as
Radiation temperature measuring means for measuring the surface temperature of a radiant such as a building that radiates infrared rays to the road surface, radiant information means for setting a distance from the radiant to the road surface in advance, and the surface temperature of the radiant An infrared ray amount estimating means for estimating an infrared ray amount received by the road surface from a distance from the radiant to the road surface.
【0011】[0011]
【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。DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS An embodiment of the present invention will be described below in detail with reference to the accompanying drawings.
【0012】図1に示されるように、本発明に係る路面
状況推定システムは、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等の気象センサと、
建造物(図示せず)と同等の放射特性を持つ材料で構成
し、日陰となる位置及び日向となる位置に設置した模擬
材料5と、この模擬材料5の温度を建造物の温度として
測定する温度センサ(放射温度測定手段)6と、これら
気象センサ2,3,4,6の計測データを信号線7を介
して伝送する信号伝送装置8と、この計測データを受信
する情報収集装置9と、建造物の位置データを記録した
データベース(遮蔽物情報手段及び放射物情報手段)1
0と、本発明の路面状況推定方法による路面状況推定プ
ログラムを実行して路面状況を判定する路面状況判定装
置(太陽位置計算手段、日射量推定手段及び赤外線量推
定手段)11と、判定結果を表示する表示器12とによ
り構成されている。As shown in FIG. 1, a road surface condition estimating system according to the present invention includes a weather sensor such as a thermometer 2, a rain gauge 3, and a pyranometer 4 installed near a target road 1;
A simulated material 5 made of a material having a radiation characteristic equivalent to that of a building (not shown) and placed in a shaded position and a sunlit position, and the temperature of the simulated material 5 is measured as the temperature of the building. A temperature sensor (radiation temperature measuring means) 6, a signal transmission device 8 for transmitting measurement data of these weather sensors 2, 3, 4, 6 via a signal line 7, and an information collecting device 9 for receiving the measurement data. , A database recording location data of buildings (shielding information means and radiant information means) 1
0, a road surface condition determining device (a solar position calculating device, a solar radiation amount estimating device, and an infrared amount estimating device) 11 for executing a road surface condition estimating program according to the road surface condition estimating method of the present invention to determine a road surface condition; And a display unit 12 for displaying.
【0013】路面状況判定装置11は、情報収集装置9
の計測データ及びデータベース10の位置データを読み
込んで、従来の気温、雨量、日射の計測データに、路面
への日射量及び赤外線量を加えた気象情報から路面に出
入りする熱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、路面温度と路面
湿潤度とから凍結を判定する凍結判定アルゴリズム等を
用いて路面における乾燥・湿潤・水膜・積雪・凍結等の
状況を判定する。The road surface condition judging device 11 includes an information collecting device 9
And the position data of the database 10 are read, and the balance of heat entering and exiting the road surface is calculated from weather information obtained by adding the amount of solar radiation to the road surface and the amount of infrared rays to the conventional measurement data of temperature, rainfall, and solar radiation. , The relational expression between precipitation and water film thickness, the relational expression between snowfall and snow thickness, and the use of a freezing determination algorithm to determine freezing from road surface temperature and road surface wetness, etc. Judgment of conditions such as snow and freezing.
【0014】まず、日射量推定の動作を説明する。First, the operation of estimating the amount of solar radiation will be described.
【0015】図2に建造物による日陰のモデルを示す。
太陽21からの日射が建造物22により遮られると、路
面23には日陰24が生成される。対象道路上での日陰
24の位置及び面積は、地上から見た太陽の位置(例え
ば、太陽高度角)25、建造物22の高さ26、幅2
7、奥行き28、建造物の道路からの距離29により定
まる。このうち太陽位置25は、対象道路の地球上位置
(緯度・経度)と日時とにより求めることができる。従
って、建造物22及び対象道路の地球上位置、建造物2
2の高さ26、幅27、奥行き28、建造物の道路から
の距離29等を予め測定してデータベース10に記憶し
ておけば、任意の時刻に生成される日陰24を計算で求
めることができる。FIG. 2 shows a model of a shade by a building.
When the solar radiation from the sun 21 is blocked by the building 22, a shade 24 is generated on the road surface 23. The position and area of the shade 24 on the target road include the position of the sun (for example, a solar altitude angle) 25 viewed from the ground, the height 26 of the building 22, and the width 2
7, determined by depth 28 and distance 29 of the building from the road. Among them, the sun position 25 can be obtained from the position (latitude / longitude) of the target road on the earth and the date and time. Therefore, the building 22 and the position of the target road on the earth, the building 2
If the height 26, width 27, depth 28, distance 29 of the building from the road, and the like are measured in advance and stored in the database 10, the shade 24 generated at an arbitrary time can be calculated. it can.
【0016】日向の日射量と日陰24との日射量の比を
日射遮蔽率とする。太陽位置25と日射遮蔽率との関係
式を予め作成しておけば、この関係式から日陰24にお
ける日射量を求めることができる。The ratio of the amount of sunlight in the sun and the amount of sunlight in the shade 24 is defined as the solar shading rate. If a relational expression between the sun position 25 and the solar shading rate is created in advance, the amount of solar radiation in the shade 24 can be obtained from this relational expression.
【0017】これにより、日陰24を含む任意の路面で
の任意の時刻における日射量を求めることができる。Thus, the amount of solar radiation at an arbitrary time on an arbitrary road surface including the shade 24 can be obtained.
【0018】次に、赤外線量推定の動作を説明する。Next, the operation of estimating the amount of infrared rays will be described.
【0019】図3に、建造物から推定対象場所までの距
離と推定対象場所が受ける赤外線量との関係を示す。建
造物が放射する赤外線放射量が一定としたとき、推定対
象場所が建造物に近ければ推定対象場所で受けられる赤
外線量は大きく、推定対象場所が建造物から遠ければ推
定対象場所で受けられる赤外線量は小さい。図3の関係
を表す関係式を予め作成しておけば、建造物から推定対
象場所までの距離と建造物が放射する赤外線放射量とが
判れば、関係式を用いて、推定対象場所で受けられる赤
外線量を求めることができる。FIG. 3 shows the relationship between the distance from the building to the estimation target location and the amount of infrared rays received by the estimation target location. Assuming that the amount of infrared radiation emitted by the building is constant, the amount of infrared radiation received at the estimation target location is large if the estimation target location is close to the building, and the infrared radiation received at the estimation target location if the estimation target location is far from the building The quantity is small. If the relational expression representing the relation of FIG. 3 is created in advance, and if the distance from the building to the estimation target location and the amount of infrared radiation emitted by the building are known, the relational expression is used at the estimation target location. The amount of infrared radiation that can be obtained.
【0020】建造物が放射する赤外線放射量は、建造物
の表面温度に依存する。建造物の表面温度は、直接、建
造物から実測してもよいが、ここでは、建造物の材質と
同じ材質で構成した模擬材料を複数設置し、日陰及び日
向にある模擬材料の温度を測定し、建造物が日陰にある
場合の建造物の表面温度及び日向にある場合の建造物の
表面温度とする。The amount of infrared radiation emitted by a building depends on the surface temperature of the building. The surface temperature of the building may be measured directly from the building, but here, a plurality of simulation materials composed of the same material as the building are installed, and the temperature of the simulation material in the shade and in the sun is measured. The surface temperature of the building when the building is in the shade and the surface temperature of the building when the building is in the sun.
【0021】これにより、建造物からの距離と模擬材料
の温度とを用いて任意の路面で受けられる赤外線量を求
めることができる。Thus, the amount of infrared rays that can be received on an arbitrary road surface can be obtained using the distance from the building and the temperature of the simulation material.
【0022】以上により、図1の路面状況推定システム
は、従来から計測されていた気温、雨量、日射だけでな
く、建造物の影響で路面が受ける日射量及び赤外線量を
加味して熱の収支を計算するようにしたので、道路周辺
に建造物がない場合は勿論、建造物がある場合でも路面
状況が正しく推定できる。As described above, the road surface condition estimation system of FIG. 1 takes into account not only the conventionally measured temperature, rainfall, and solar radiation, but also the heat balance taking into account the amount of solar radiation and the amount of infrared radiation that the road surface receives under the influence of the building. Is calculated, so that the road surface condition can be correctly estimated not only when there is no building around the road but also when there is a building.
【0023】本発明に係る路面状況推定システムは、気
象センサによる計測データだけでなく、公の気象観測所
が提供する気象データを用いることができ、実環境下に
敷設されている道路の路面状況を、年間を通して精度良
く路面状況が推定できる。The road surface condition estimating system according to the present invention can use not only data measured by a weather sensor but also weather data provided by a public weather station, and the road surface condition of a road laid in a real environment. The road surface condition can be accurately estimated throughout the year.
【0024】気象センサ又は公の気象観測所の気象デー
タを3次元スプライン補間して対象道路全長の気象デー
タを得ることができる。このような気象データを用いれ
ば、気象センサが設置されている場所の付近のみの路面
状況だけでなく、道路全長の路面状況を把握することが
可能になる。The weather data of the entire target road can be obtained by three-dimensional spline interpolation of weather data from a weather sensor or a public weather station. By using such weather data, it is possible to grasp not only the road surface condition near the place where the weather sensor is installed, but also the road surface condition of the entire length of the road.
【0025】[0025]
【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.
【0026】(1)建造物の影響で路面が受ける日射量
及び赤外線量を路面状況の推定に用いるので、道路周辺
に建造物がある場合でも路面状況が正しく推定できる。(1) Since the amount of solar radiation and the amount of infrared rays received on the road surface due to the influence of the building are used for estimating the road surface condition, the road surface condition can be correctly estimated even when there is a building around the road.
【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】建造物による日陰のモデル図である。FIG. 2 is a model diagram of a shade by a building.
【図3】距離と赤外線量との関係図である。FIG. 3 is a relationship diagram between a distance and an amount of infrared rays.
【図4】従来の路面状況推定システムの構成図である。FIG. 4 is a configuration diagram of a conventional road surface condition estimation system.
1 道路 2 気温計 3 雨量計 4 日射計 5 模擬材料 6 温度センサ(放射温度測定手段) 10 データベース(遮蔽物情報手段及び放射物情報手
段) 11 路面状況判定装置(太陽位置計算手段、日射量推
定手段及び赤外線量推定手段) 21 太陽 22 建造物 23 路面 24 日陰DESCRIPTION OF SYMBOLS 1 Road 2 Thermometer 3 Rain gauge 4 Pyranometer 5 Simulated material 6 Temperature sensor (radiation temperature measurement means) 10 Database (shield information means and radiant information information means) 11 Road surface condition determination device (sun position calculation means, solar radiation estimation Means and Infrared Amount Estimating Means) 21 Sun 22 Building 23 Road surface 24 Shade
Claims (5)
を計算して前記路面の状況を推定する方法において、前
記路面を太陽から遮蔽する建造物等の遮蔽物の位置と太
陽の位置とから前記路面が受ける日射量を推定すること
を特徴とする路面状況推定方法。1. A method for estimating the condition of a road surface by calculating the balance of heat flowing into and out of a road surface from weather information, wherein the position of a shield such as a building that shields the road surface from the sun and the position of the sun are determined. A method for estimating a road surface condition, comprising estimating an amount of solar radiation received by the road surface.
た計測データなど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における乾燥・湿潤・水膜・積
雪・凍結等の状況を推定する装置において、予め前記路
面を太陽から遮蔽する建造物等の遮蔽物の位置情報を設
定した遮蔽物情報手段と、前記路面の地球上位置と日時
とから太陽の位置を計算する太陽位置計算手段と、前記
遮蔽物の位置と太陽の位置とから前記路面が受ける日射
量を推定する日射量推定手段とを備えたことを特徴とす
る路面状況推定装置。2. The balance of heat flowing into and out of a road surface is calculated from weather information such as measurement data measured by a thermometer, a rain gauge, and a pyranometer to calculate the balance of dry / wet / water film / snow / freezing on the road surface. In a device for estimating a situation, a shield information unit that previously sets position information of a shield such as a building that shields the road surface from the sun, and a sun that calculates the position of the sun from the global position and the date and time of the road surface A road surface condition estimating apparatus comprising: a position calculating unit; and a solar radiation amount estimating unit that estimates a solar radiation amount received by the road surface from the position of the shield and the position of the sun.
を計算して前記路面の状況を推定する方法において、前
記路面へ赤外線を放射する建造物等の放射物の表面温度
と前記放射物から前記路面までの距離とから前記路面が
受ける赤外線量を推定することを特徴とする路面状況推
定方法。3. A method for estimating the state of the road surface by calculating the balance of heat flowing into and out of the road surface from weather information, wherein the surface temperature of a radiant such as a building radiating infrared rays to the road surface and the radiant A method of estimating a road surface condition, comprising estimating an infrared ray amount received by the road surface from a distance to the road surface.
測定して前記放射物の表面温度とすることを特徴とする
請求項3記載の路面状況推定方法。4. The road surface condition estimating method according to claim 3, wherein a temperature of a simulated material simulating the radiant is measured and used as a surface temperature of the radiant.
た計測データなど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における乾燥・湿潤・水膜・積
雪・凍結等の状況を推定する装置において、前記路面へ
赤外線を放射する建造物等の放射物の表面温度を測定す
る放射温度測定手段と、予め前記放射物から前記路面ま
での距離を設定した放射物情報手段と、放射物の表面温
度と前記放射物から前記路面までの距離とから前記路面
が受ける赤外線量を推定する赤外線量推定手段とを備え
たことを特徴とする路面状況推定装置。5. A balance of heat flowing into and out of the road surface is calculated from weather information such as measurement data measured by a thermometer, a rain gauge, and a pyranometer, and the balance of dry / wet / water film / snow / freezing on the road surface is calculated. In the device for estimating the situation, radiation temperature measuring means for measuring the surface temperature of a radiant such as a building that radiates infrared rays to the road surface, and radiant information information means that previously set the distance from the radiant to the road surface A road surface condition estimating device, comprising: infrared ray amount estimating means for estimating an infrared ray amount received by the road surface from a surface temperature of the radiated object and a distance from the radiated object to the road surface.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP11156355A JP2000346958A (en) | 1999-06-03 | 1999-06-03 | Road surface condition estimation method and device therefor |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP11156355A JP2000346958A (en) | 1999-06-03 | 1999-06-03 | Road surface condition estimation method and device therefor |
Publications (1)
Publication Number | Publication Date |
---|---|
JP2000346958A true JP2000346958A (en) | 2000-12-15 |
Family
ID=15625953
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
JP11156355A Pending JP2000346958A (en) | 1999-06-03 | 1999-06-03 | Road surface condition estimation method and device therefor |
Country Status (1)
Country | Link |
---|---|
JP (1) | JP2000346958A (en) |
Cited By (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2003240866A (en) * | 2002-02-20 | 2003-08-27 | Natl Inst For Land & Infrastructure Management Mlit | Road surface condition determination method |
JP2003240867A (en) * | 2002-02-20 | 2003-08-27 | Natl Inst For Land & Infrastructure Management Mlit | Road surface condition estimation method |
JP2003240868A (en) * | 2002-02-20 | 2003-08-27 | Natl Inst For Land & Infrastructure Management Mlit | Road surface wetness determination method |
JP2006017501A (en) * | 2004-06-30 | 2006-01-19 | Japan Weather Association | Road surface temperature prediction system, method, and program |
US20150198739A1 (en) * | 2014-01-14 | 2015-07-16 | Kabushiki Kaisha Toshiba | Insolation calculating device, route proposing device, and insolation calculating method |
JP7530147B2 (en) | 2020-04-07 | 2024-08-07 | インターナショナル・ビジネス・マシーンズ・コーポレーション | Predicting road icing conditions for shaded road sections |
-
1999
- 1999-06-03 JP JP11156355A patent/JP2000346958A/en active Pending
Cited By (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2003240866A (en) * | 2002-02-20 | 2003-08-27 | Natl Inst For Land & Infrastructure Management Mlit | Road surface condition determination method |
JP2003240867A (en) * | 2002-02-20 | 2003-08-27 | Natl Inst For Land & Infrastructure Management Mlit | Road surface condition estimation method |
JP2003240868A (en) * | 2002-02-20 | 2003-08-27 | Natl Inst For Land & Infrastructure Management Mlit | Road surface wetness determination method |
JP2006017501A (en) * | 2004-06-30 | 2006-01-19 | Japan Weather Association | Road surface temperature prediction system, method, and program |
JP4500602B2 (en) * | 2004-06-30 | 2010-07-14 | 一般財団法人日本気象協会 | Road surface temperature prediction system, road surface temperature prediction method, and road surface temperature prediction program |
US20150198739A1 (en) * | 2014-01-14 | 2015-07-16 | Kabushiki Kaisha Toshiba | Insolation calculating device, route proposing device, and insolation calculating method |
JP7530147B2 (en) | 2020-04-07 | 2024-08-07 | インターナショナル・ビジネス・マシーンズ・コーポレーション | Predicting road icing conditions for shaded road sections |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
Pellicciotti et al. | A study of the energy balance and melt regime on Juncal Norte Glacier, semi‐arid Andes of central Chile, using melt models of different complexity | |
Buri et al. | A grid-based model of backwasting of supraglacial ice cliffs on debris-covered glaciers | |
Klok et al. | Model study of the spatial distribution of the energy and mass balance of Morteratschgletscher, Switzerland | |
Pirazzini | Surface albedo measurements over Antarctic sites in summer | |
Asawa et al. | Thermal design tool for outdoor spaces based on heat balance simulation using a 3D-CAD system | |
Stoll et al. | Surface-air temperature relationships in the urban environment of Phoenix, Arizona | |
Fettweis et al. | Greenland surface mass balance simulated by a regional climate model and comparison with satellite-derived data in 1990–1991 | |
Angevine et al. | The Flatland boundary layer experiments | |
Han et al. | Backwasting rate on debris-covered Koxkar glacier, Tuomuer mountain, China | |
Bintanja | Surface heat budget of Antarctic snow and blue ice: Interpretation of spatial and temporal variability | |
WO2007089345A2 (en) | Solar access measurement device | |
Olyphant | Longwave radiation in mountainous areas and its influence on the energy balance of alpine snowfields | |
Van Oldenborgh | How unusual was autumn 2006 in Europe? | |
Golzio et al. | Land-use improvements in the weather research and forecasting model over complex mountainous terrain and comparison of different grid sizes | |
Conway et al. | All-sky radiation over a glacier surface in the Southern Alps of New Zealand: characterizing cloud effects on incoming shortwave, longwave and net radiation. | |
Ma et al. | Comprehensive study of energy and water exchange over the Tibetan Plateau: A review and perspective: From GAME/Tibet and CAMP/Tibet to TORP, TPEORP, and TPEITORP | |
Yamanaka et al. | Summertime soil hydrological cycle and surface energy balance on the Mongolian steppe | |
Naseer et al. | Distributed hydrological modeling framework for quantitative and spatial bias correction for rainfall, snowfall, and mixed‐phase precipitation using vertical profile of temperature | |
JP2000346958A (en) | Road surface condition estimation method and device therefor | |
Kahle et al. | Sensitivity of thermal inertia calculations to variations in environmental factors | |
Hill et al. | Application of an improved surface energy balance model to two large valley glaciers in the St. Elias Mountains, Yukon | |
Motoya et al. | Evaluating the spatial and temporal distribution of snow accumulation, snowmelts and discharge in a multi basin scale: an application to the Tohoku Region, Japan | |
CN106777757A (en) | Estimation method and device for vegetation leaf area index | |
JP2006017501A (en) | Road surface temperature prediction system, method, and program | |
Zawar-Reza et al. | Pseudovertical temperature profiles give insight into winter evolution of the atmospheric boundary layer over the McMurdo Dry Valleys of Antarctica |