TW201905853A - 3D terrain map and manufacturing method thereof performing terrain slope and terrain openness calculation on the numerical terrain model, and coloring the terrain slope and openness - Google Patents

3D terrain map and manufacturing method thereof performing terrain slope and terrain openness calculation on the numerical terrain model, and coloring the terrain slope and openness

Info

Publication number
TW201905853A
TW201905853A TW106121053A TW106121053A TW201905853A TW 201905853 A TW201905853 A TW 201905853A TW 106121053 A TW106121053 A TW 106121053A TW 106121053 A TW106121053 A TW 106121053A TW 201905853 A TW201905853 A TW 201905853A
Authority
TW
Taiwan
Prior art keywords
terrain
color
slope
openness
value
Prior art date
Application number
TW106121053A
Other languages
Chinese (zh)
Other versions
TWI627602B (en
Inventor
蕭宇伸
Original Assignee
國立中興大學
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 國立中興大學 filed Critical 國立中興大學
Priority to TW106121053A priority Critical patent/TWI627602B/en
Application granted granted Critical
Publication of TWI627602B publication Critical patent/TWI627602B/en
Publication of TW201905853A publication Critical patent/TW201905853A/en

Links

Landscapes

  • Processing Or Creating Images (AREA)
  • Instructional Devices (AREA)

Abstract

The invention provides a three-dimensional terrain map and a manufacturing method thereof. The map of the invention can solve the problems that the red map cannot clearly determine the elevation fluctuation and that the terrain elevation distribution cannot be known. The method of the invention comprises performing terrain slope calculation and terrain openness calculation on the numerical terrain model and coloring the terrain slope and openness by stereoscopic color gradation to obtain a three-dimensional terrain map.

Description

3維地形地圖及其製作方法  3D terrain map and manufacturing method thereof  

本發明係有關一種地形地圖以及其製作方法,特別是指具有彩度色階調色的3維地形地圖及其製作方法。 The invention relates to a topographic map and a manufacturing method thereof, in particular to a three-dimensional topographic map with chroma gradation toning and a manufacturing method thereof.

近年來空載光達(Light Detection And Ranging,LiDAR)技術方面,已經能產製出高精度的數值表面(Digital Surface Model,DSM)及數值高程模型(Digital Elevation Model,DEM),其精度甚至可達公寸等級,若能將此技術投置於國內水土保持、土砂災害防治、國土規劃、防災管理、環境監控與資源探勘等會有極大之助益。然而若以傳統方法如等高線、陰影或分層設色等圖資來表達DSM與DEM,會因為地圖無法完整呈現地形樣貌而遺漏重要資訊。以臺灣苗栗火炎山DSM為例(參圖1a、1b)(區域平面範圍:TWD97座標EW方向221659~222682m;NS方向:2694761~2695798m,區域高程:158~533m),此地區為著名的惡地地形,因土壤透水性低,雨水無法滲入,植物不易生長,且地表侵蝕作用強,造成不少溝蝕。分層設色圖(圖1b)只能簡易地判斷高程變化而無法直接觀察出地形型態。雖然陰影圖(圖2a、2b)較可將溝蝕地形特徵表現出來,但其包含了許多缺點,例如陰影自身會遮蔽較細微之地型,以及入射光源方向相反則會造成地形 凹凸誤判,導致無法完整呈現真實地形樣貌。 In recent years, Light Detection And Ranging (LiDAR) technology has been able to produce high-precision Digital Surface Model (DSM) and Digital Elevation Model (DEM), which can even be accurate. If you can put this technology into domestic soil and water conservation, soil and sand disaster prevention, land planning, disaster prevention management, environmental monitoring and resource exploration, it will be of great help. However, if traditional methods such as contour lines, shadows, or layered coloring are used to express DSM and DEM, important information will be missed because the map cannot fully display the topography. Take the DSM of Miaoli Huoyanshan in Taiwan as an example (see Figure 1a, 1b) (regional plane range: TWD97 coordinates EW direction 221659~222682m; NS direction: 2694761~2695798m, regional elevation: 158~533m), this area is famous evil place Terrain, due to low soil water permeability, rainwater can not penetrate, plants are not easy to grow, and the surface erosion is strong, causing a lot of gully erosion. The layered color map (Fig. 1b) can only easily determine elevation changes and cannot directly observe the terrain type. Although the shadow map (Fig. 2a, 2b) can show the characteristics of the eroded topography, it contains many shortcomings, such as the shadow itself will cover the finer terrain, and the opposite direction of the incident light source will cause the terrain to be misjudged, resulting in It is impossible to fully present the real terrain.

有業者提出了一種紅色地圖的技術方案,參考文獻:TWI285852、JP4272146、JP3670274、JP5281518、CN17115688、CN102214410A、USP7876319、USP7764282等案,該些案係將紅色地圖套疊在分層設色圖,以形成具有高程值的紅色地圖,該些案件雖然能解決前述的問題,但是,高程起伏的判斷不是很清楚,無法掌握地形之高程分布,因此效果不甚理想。 Some companies have proposed a technical scheme for red maps, such as TWI285852, JP4272146, JP3670274, JP5281518, CN17115688, CN102214410A, USP7876319, USP7764282, etc. These cases have red maps stacked on a layered color map to form Red maps with elevation values, although these cases can solve the above problems, but the judgment of elevation fluctuations is not very clear, and it is impossible to grasp the elevation distribution of the terrain, so the effect is not satisfactory.

為了解決上述先前技術問題,本發明提供一種3維地形地圖及其製作方法。 In order to solve the above prior art problems, the present invention provides a 3-dimensional terrain map and a method of fabricating the same.

而本發明3維地形地圖及其製作方法,則包含下列步驟:備有數值地形模型;對數值地形模型進行地形坡度計算;對數值地形模型進行地形開闊度計算;以立體彩度色階對地形坡度及開闊度來進行調色。 The three-dimensional topographic map of the present invention and the manufacturing method thereof comprise the following steps: preparing a numerical terrain model; performing terrain slope calculation on the numerical terrain model; performing terrain openness calculation on the numerical terrain model; and stereoscopic color gradation on the terrain Slope and openness to color.

上述之3維地形地圖及其製作方法,該方法係以Fortran語法計算地形開闊度、地形坡度以及高程值,整合計算後並以繪圖軟體GMT來繪製地圖。 The above-mentioned 3D terrain map and the method for manufacturing the same, the method calculates the terrain openness, the terrain slope and the elevation value by Fortran syntax, integrates the calculation and draws the map with the drawing software GMT.

上述之3維地形地圖及其製作方法,其中,地形坡度計算採用四鄰域法、加權八鄰域法或等權八鄰域法。 The above-mentioned three-dimensional topographic map and its manufacturing method, wherein the terrain slope is calculated by using a four-neighbor method, a weighted eight-neighbor method or an equal-eight-neighbor method.

上述之3維地形地圖及其製作方法,其中,該方法中之地形開闊度乃計算待算網格點與周邊網格點之水平距離與高程差所形成的縱角平均值,該方法定義山脊部分的地形開闊度為 負值,山谷部分的地形開闊度為正值。 The above-mentioned 3D terrain map and the manufacturing method thereof, wherein the terrain openness in the method is an average value of the longitudinal angle formed by calculating the horizontal distance and the elevation difference between the grid point to be calculated and the surrounding grid point, the method defines the ridge Part of the terrain has a negative openness and the valley has a positive openness.

上述之3維地形地圖及其製作方法,其中,該方法係以平面調色盤進行調色,該平面調色盤由該地形坡度及地形開闊度組成,其中,平面調色盤具有X軸及Y軸,該平面調色盤的X軸為地形開闊度,顏色配置為第一顏色漸層至一第二顏色;該平面調色盤的Y軸為地形坡度,顏色配置從第一顏色漸層至第三顏色,且一實施例中該方法將2D平面轉換為3D鳥瞰圖。 The above-mentioned three-dimensional topographic map and the manufacturing method thereof, wherein the method is to perform color grading by a flat color palette, which is composed of the terrain slope and the terrain openness, wherein the flat color palette has an X-axis and Y-axis, the X-axis of the flat palette is a terrain openness, the color is configured to be a first color gradient to a second color; the Y-axis of the flat palette is a terrain slope, and the color configuration is gradient from the first color To a third color, and in one embodiment the method converts the 2D plane to a 3D aerial view.

上述之3維地形地圖及其製作方法,其中,該方法係以立體調色盤進行調色,該立體調色盤由該地形坡度,該地形開闊度及地形高程所組成,其中,該立體調色盤包含有X軸、Y軸及Z軸,該立體調色盤的X軸為地形開闊度,顏色配置為第一顏色漸層至一第二顏色;該立體調色盤的Y軸為地形坡度,顏色配置從第一顏色漸層至第三顏色,該立體調色盤的Z軸為高程值,顏色配置從第四顏色漸層至第五顏色。 The above-mentioned three-dimensional topographic map and the manufacturing method thereof, wherein the method is to perform color grading by a stereoscopic color palette, which is composed of the terrain slope, the terrain openness and the terrain elevation, wherein the stereoscopic tone The color wheel comprises an X-axis, a Y-axis and a Z-axis. The X-axis of the stereo color palette is a terrain openness, and the color is configured to be a first color gradient to a second color; the Y-axis of the stereo color palette is a terrain The slope, the color configuration is gradiented from the first color to the third color, the Z-axis of the stereoscopic palette is an elevation value, and the color configuration is gradiented from a fourth color to a fifth color.

上述之3維地形地圖及其製作方法,其中,該地形開闊度的範圍介於-90°到90°,而地形坡度範圍為0°到90°。 The above-mentioned 3D terrain map and the manufacturing method thereof, wherein the terrain has a range of -90° to 90°, and the terrain slope ranges from 0° to 90°.

本發明的3維地形地圖,包含有在數值地形模型的坡度、開闊度及高程具有立體彩度色階的調色。 The 3-dimensional topographic map of the present invention includes toning with stereoscopic color gradation in the slope, openness and elevation of the numerical terrain model.

本發明方法及所製成的地圖是以地形渲染方式來表達地形樣貌之嶄新技術,利用地表高程、地形開闊度與地形坡度,再配合適當的立體彩度色階來表現地形起伏,有別於以往的等高線圖、陰影圖、分層設色圖甚至紅色地圖,本發明的3維地形地 圖在視覺上除了能提供絕佳的立體感,能使觀察者以肉眼觀看便能輕易地判別出其豐富且詳細的地表資訊之外,觀測者亦能同時間輕易觀察出地表高程變化,可以解決紅色地圖無法清楚判斷高程起伏,致而無法掌握地形之高程分布問題。相對於先前技術而言,藉由本發明,能對山坡地土砂災害潛勢之相關分析預估,提供有關單位防救災、水土保持、環境監控與資源探勘與土砂災害潛勢之相關設計規劃與風險評估。 The method and the map made by the invention are a new technology for expressing the topography of the terrain in the form of terrain rendering, and the surface elevation, the terrain openness and the terrain slope are used, and the appropriate stereoscopic color gradation is used to express the terrain fluctuation. In the past contour map, shadow map, layered color map or even red map, the 3D terrain map of the present invention can provide visually superior stereoscopic effect, and can be easily discerned by the observer with the naked eye. In addition to its rich and detailed surface information, observers can easily observe changes in surface elevation at the same time, which can solve the problem that the red map cannot clearly determine the elevation fluctuations, and thus cannot grasp the elevation distribution of the terrain. Compared with the prior art, with the present invention, it is possible to provide an analysis and estimation of the potential of the soil and sand disaster on the hillside, and provide relevant design planning and risks related to the unit's disaster prevention, soil and water conservation, environmental monitoring and resource exploration, and soil sand disaster potential. Evaluation.

100‧‧‧3維地形地圖的製作方法 100‧‧‧3 dimensional terrain map production method

10、20、30、40‧‧‧3維地形地圖的製作方法100各步驟 10, 20, 30, 40 ‧ ‧ 3D terrain map production method 100 steps

第1a圖為苗栗火炎山航拍圖。 Figure 1a shows the aerial view of Miaoli Huoyan Mountain.

第1b圖為第1a圖的分層設色圖。 Figure 1b is a layered color map of Figure 1a.

第2a、2b圖第1a圖中苗栗火炎山陰影圖。 The shadow map of Miaoli Huoyan Mountain in Figure 1a of Figure 2a and 2b.

第3圖為本發明3維地形地圖的製作方法步驟流程圖。 FIG. 3 is a flow chart showing the steps of the method for manufacturing a 3-dimensional terrain map of the present invention.

第4圖為本發明中地形坡度示意圖。其中A為待計算網格點,θ為坡度值。 Figure 4 is a schematic view of the terrain slope in the present invention. Where A is the grid point to be calculated and θ is the slope value.

第5a圖為本發明之坡度計算法之一。顯示了四鄰域法。 Figure 5a is one of the slope calculation methods of the present invention. The four-neighbor method is shown.

第5b圖為本發明之坡度計算法之一。顯示了加權八鄰域法。 Figure 5b is one of the slope calculation methods of the present invention. The weighted eight-neighbor method is shown.

第5c圖為本發明之坡度計算法之一。顯示了等權八鄰域法。 Figure 5c is one of the slope calculation methods of the present invention. The equal-eight-neighbor method is shown.

第6圖為本發明中之光源接收量之地形開闊度示意圖。 Fig. 6 is a schematic view showing the topographical opening of the light source receiving amount in the present invention.

第7a圖為本發明中之正地形開闊度示意圖。 Figure 7a is a schematic view of the open topography of the present invention.

第7b圖為本發明中之負地形開闊度示意圖。 Figure 7b is a schematic view of the negative terrain opening degree in the present invention.

第8a、8b圖為本發明中之地形示意圖。其中點A與點A'之高程值 與坡度值均相同,但地形開闊度不同,8a圖為開闊度較佳之地形,8b圖為開闊度較差之地形。 Figures 8a and 8b are schematic views of the terrain in the present invention. The elevation and slope values of point A and point A' are the same, but the terrain has different degrees of openness. 8a is the topography with better openness, and 8b is the terrain with poor openness.

第9圖為本發明中之地形開闊度計算罩窗半徑示意圖。其中圓內小圈為計算半徑內所有網格點。 Fig. 9 is a schematic view showing the radius of the cover window in the terrain opening degree in the present invention. The small circle inside the circle is to calculate all the grid points in the radius.

第10圖為本發明中之罩窗半徑示意圖。其中,T1為較短搜尋半徑,T2為較長搜尋半徑。 Figure 10 is a schematic view showing the radius of the window of the present invention. Where T 1 is a shorter search radius and T 2 is a longer search radius.

第11圖為本發明中不同罩窗半徑之地形開闊度圖比較。 Figure 11 is a comparison of topographical openness maps of different cover window radii in the present invention.

第12圖為本發明中不同地形對比值之地形開闊度圖比較。 Figure 12 is a comparison of the topographical openness maps of different terrain contrast values in the present invention.

第13a圖為本發明中3維地形地圖之立體調色盤。 Figure 13a is a three-dimensional color map of the three-dimensional topographic map of the present invention.

第13b圖為本發明中3維地形地圖之平面調色盤。 Figure 13b is a flat color palette of a three-dimensional topographic map in the present invention.

第14圖為本發明中各種不同顏色組合之3維地形地圖調色盤(左),對所對應之3維地形地圖(右)。 Figure 14 is a 3D terrain map palette (left) of various color combinations in the present invention, and a corresponding 3D terrain map (right).

第15圖為本發明中不同開闊度範圍及不同坡度範圍之底圖比較。 Figure 15 is a comparison of the base maps of different openness ranges and different slope ranges in the present invention.

第16a、16b、16c圖為本發明苗栗火炎山3維立體圖。 Figures 16a, 16b, and 16c are three-dimensional views of the Miaoli Huoyan Mountain of the present invention.

第17a、17b圖為本發明苗栗火炎山3維地形地圖。 Figures 17a and 17b are three-dimensional topographic maps of the Miaoli Huoyan Mountain of the present invention.

為使 貴審查委員能對本發明之特徵與其特點有更進一步之了解與認同,現列舉以下較佳之實施例並配合圖式說明如下: In order to enable the reviewing committee to have a better understanding and recognition of the features and features of the present invention, the following preferred embodiments are illustrated with the following description:

請參閱第3圖所示,為本發明3維地形地圖的製作方法100的流程圖,是具備以調色方式將數值地形模型形成一具有立體彩度色階的3D地形地圖的方法,雖然方法100是以 一系列的動作或事件來描述及說明如下,然而這些動作或事件的順序並不限定於此,例如一些動作可能脫離在此提及的這些說明以及/或描述的順序,而採用不同的順序進行以及/或與其他的動作或事件同時進行。此外,在此描述的全部動作並不是都要在一個或多個實施例或概念中實施,再者,在此描述的一個或多個動作可以採用一個或多個獨立的動作以及/或階段完成。 Please refer to FIG. 3 , which is a flowchart of a method 100 for fabricating a three-dimensional topographic map according to the present invention, which is a method for forming a 3D terrain map having a three-dimensional chroma gradation by a numerical model in a color scheme. 100 is described and illustrated as a series of acts or events as follows, however, the order of the actions or events is not limited thereto, for example, some of the actions may be deviated from the descriptions and/or the order of descriptions mentioned herein, but different The sequence is performed and/or concurrent with other actions or events. In addition, not all of the actions described herein are necessarily implemented in one or more embodiments or concepts, and one or more of the actions described herein may be performed in one or more separate acts and/or stages. .

本發明3維地形地圖的製作方法100包含下列步驟:備有數值地形模型10,對數值地形模型進行地形坡度計算20,對數值地形模型進行地形開闊度計算30,以立體彩度色階對地形坡度及開闊度進行調色40。經由本方法所製成的3維地形地圖,具有在數值地形模型的坡度、開闊度及高程具有立體彩度色階的調色。 The method 100 for manufacturing a three-dimensional topographic map of the present invention comprises the following steps: preparing a numerical terrain model 10, performing a terrain slope calculation on a numerical terrain model 20, performing a terrain openness calculation on a numerical terrain model, and performing a terrain color gradation on the terrain. Coloring 40 for slope and openness. The 3-dimensional topographic map produced by the method has a color gradation with a stereo chroma scale in the slope, the openness and the elevation of the numerical terrain model.

在步驟10中,備有數值地形模型,係為一種3維數值的地形模型,可以利用空載光達(Light Detection and Ranging,LiDAR)或空拍技術獲取之。 In step 10, a numerical terrain model is provided, which is a three-dimensional numerical terrain model, which can be obtained by using Light Detection and Ranging (LiDAR) or aerial photography.

在一實施例的方法中,係以Fortran程式語法計算地形開闊度、地形坡度以及高程值,整合計算後並以繪圖軟體,例如GMT來繪製本地圖。以下茲分述說明: In the method of an embodiment, the terrain spread, the terrain slope, and the elevation value are calculated by using the Fortran program syntax, and the map is integrated and calculated by a drawing software such as GMT. The following is a description:

在步驟20中,對數值地形模型進行坡度計算20,實施例中,地形坡度為表示地形的傾斜程度,坡度計算方面,本發明所計算之地形坡度值乃範圍介於0°至90°之角度值,無負數坡度值,程式設計三種地形坡度計算方式,分別為四鄰域法、加權 八鄰域法以及等權八鄰域法。三種算法均使用3x3的移動視窗,其公式分別如下: In step 20, the slope calculation is performed on the numerical terrain model. In the embodiment, the terrain slope is a degree indicating the inclination of the terrain. In terms of slope calculation, the terrain slope value calculated by the present invention is in the range of 0° to 90°. Value, no negative slope value, programming three terrain slope calculation methods, namely four neighborhood method, weighted eight neighborhood method and equal weight eight neighborhood method. All three algorithms use a 3x3 moving window, the formulas are as follows:

1.四鄰域法1. Four neighborhood method :

c 0為待算網格點,S為地形坡度值,e1~e4為圍網格值,d為網格單元大小。四鄰域法僅計算待算網格點與鄰近四個網格之間的坡度值。 c 0 is the grid point to be calculated, S is the terrain slope value, e 1 ~e 4 is the surrounding grid value, and d is the grid unit size. The four-neighbor method calculates only the slope value between the grid point to be calculated and the adjacent four grids.

2.加權八鄰域法2. Weighted eight-neighbor method :

c 0為待算網格點,S為地形坡度值,e1~e8為圍網格值,d為網格單元大小。加權八鄰域法乃計算待算網格點周邊八個網格之間的坡度值,且最鄰近四個網格需加權。 c 0 is the grid point to be calculated, S is the terrain slope value, e 1 ~e 8 is the surrounding grid value, and d is the grid unit size. The weighted eight-neighbor method calculates the slope value between the eight grids around the grid point to be calculated, and the nearest four grids need to be weighted.

3.等權八鄰域法3. Equal power eight neighborhood method :

c 0為待算網格點,S為地形坡度值,e1~e8為圍網格值,d為網格單元大小。等權八鄰域法乃計算待算網格點周邊八個網格之間的坡度值,所有周邊網格均等權計算。 c 0 is the grid point to be calculated, S is the terrain slope value, e 1 ~e 8 is the surrounding grid value, and d is the grid unit size. The equal-eight-neighbor method calculates the slope value between the eight grids around the grid point to be calculated, and all the surrounding grids are equally weighted.

本發明之繪製3維地形地圖程式中可以自由選擇任一種地形坡度計算方式,圖5a、5b、5c中可以比較出三種算法之差異,其差異雖不大,不過從肉眼上大致可以判斷加權八鄰域法以及等權八鄰域法呈現較細膩之成果。 The three-dimensional terrain map program of the present invention can freely select any terrain slope calculation method, and the differences of the three algorithms can be compared in FIG. 5a, 5b, and 5c, although the difference is not large, but the weight can be roughly judged from the naked eye. The neighborhood method and the equal-eight-neighbor method present more delicate results.

在步驟30中,對數值地形模型進行地形開闊度計算,實施例中,地形開闊度乃模擬光源接收量來製造立體感,如圖6所示,光源接收量較多如山頂之地型顏色偏白,反之山谷呈暗色,因此可以替代陰影圖並製造絕佳立體感。本發明所定義之地形開闊度乃計算待算網格點與周邊網格點之水平距離與高程差所形成的縱角平均值。以圖7a、7b為例,待算網格點A位於山谷中,點A與周邊較高處某一網格點B所形成的縱角為(仰角),但若點A位於山頂處,則點A與點B所構成之縱角為-(俯角),故本發明之地形開闊度定義為山脊部分(地形開闊度佳)為負值,山谷部 分(地形開闊度差)為正值,故其值範圍介於-90°到90°之間。本發明3維地形地圖有絕佳的地形呈現效果,最重要的因素便是地形開闊度值,其優點如圖8a、8b地形示意圖所示,點A與A'之高程與坡度值均相同,則點A與A'地形在等高線、分層設色或陰影圖表達上將無差異,但對於本發明3維地形地圖來說,山於點A與A'地形開闊度不同,兩者於圖上將呈現明顯不同的顏色。地形開闊度之公式,公式如下: In step 30, the topographical openness calculation is performed on the numerical terrain model. In the embodiment, the terrain openness is a simulated light source receiving amount to create a stereoscopic effect, as shown in FIG. 6, the light source receiving amount is more than the topographic type color shift. White, on the other hand, the valley is dark, so it can replace the shadow map and create a perfect three-dimensional effect. The terrain openness defined by the present invention is an average value of the longitudinal angle formed by calculating the horizontal distance and the elevation difference between the grid point to be calculated and the surrounding grid point. Taking Figs. 7a and 7b as an example, the grid point A to be calculated is located in the valley, and the longitudinal angle formed by the point A and a certain grid point B at the upper periphery is (elevation angle), but if point A is at the top of the mountain, the vertical angle formed by point A and point B is - (depression angle), so the terrain openness of the present invention is defined as a negative value of the ridge portion (good terrain openness), and a positive value for the valley portion (difference in terrain openness), so the value ranges from -90° to 90°. between. The 3D terrain map of the invention has excellent terrain rendering effect, and the most important factor is the terrain openness value, the advantages of which are shown in the topographical diagrams of Figures 8a and 8b, and the elevation and slope values of points A and A' are the same. Then, the points A and A' will have no difference in contour, layered color or shadow map, but for the 3D terrain map of the present invention, the hills are different in point A and A' terrain. The upper will present a distinctly different color. The formula for terrain openness is as follows:

在計算地形開闊度之前,要先決定罩窗半徑(T)之值(單位km),罩窗半徑之選擇亦為本次發明特色之一,本發明之開闊度計算程式,可讓使用者自由設定開闊度計算式中的罩窗半徑值(T),圖9為示意圖,計算時以帶算網格點A為中心,罩窗半徑T範圍內所有網格點(圓內小圈)與點A所構成的縱角值總和,再取其平均值作為本研究之地形開闊度值(範圍介於-90°到90°之間)。罩窗半徑(T)為本發明非常重要之參數,會直接影響繪製本發明3維地形地圖的結果,選擇不同罩窗半徑會對地形繪製有很大的影響,若罩窗半徑過小,無法完整搜尋到計算點周圍鄰近的地形網格點,計算出的地形開闊度將有所誤差。如圖10所示,計算地形開闊度時,T1為較短罩窗半徑,T2為較長罩窗半徑,若以T1半徑計算地形開闊度,由於罩窗半徑過短,無法搜尋點B所處地形, 便會誤以為該地開闊度良好而在本發明3維地形地圖中呈現偏白色,若以T2半徑作計算,罩窗半徑較長,點B地形也在搜尋網格點內,所計算結果將在本發明3維地形地圖中偏暗色(較為貼近正確地形)。圖11為固定地形對比值為1(地形對比值定義將稍後敘述)時,利用不同罩窗半徑T所計算之地形開闊度圖,由圖11可發現,若罩窗半徑設定過大,地形呈現將過於平緩,許多細微的地形特徵會消失,無法有效分辨地形起伏,若罩窗半徑設定過小,則地形雜訊過多,亦不利於微地形之判釋。罩窗半徑並無固定最佳之長度,不同網格大小之DEM其最佳之罩窗半徑均不同,全視想要呈現之地形精細度而定。 Before calculating the terrain openness, it is necessary to determine the value of the radius (T) of the cover window (in km). The selection of the radius of the cover window is also one of the features of the invention. The openness calculation program of the present invention allows the user to freely Set the radius value (T) of the window in the openness calculation formula. Figure 9 is a schematic diagram. The calculation is performed with the calculated grid point A as the center, and all the grid points (circle inside the circle) and points within the radius T of the cover window. The sum of the longitudinal angle values formed by A, and then take the average value as the topographical openness value of the study (range between -90° and 90°). The radius of the cover window (T) is a very important parameter of the invention, which directly affects the result of drawing the 3D terrain map of the present invention. Selecting the radius of different cover windows will have a great influence on the terrain drawing. If the radius of the cover window is too small, it cannot be complete. Searching for adjacent terrain grid points around the calculation point will result in errors in the calculated terrain openness. As shown in Figure 10, when calculating the terrain openness, T 1 is the shorter cover window radius, and T 2 is the longer cover window radius. If the terrain openness is calculated by the T 1 radius, the cover window radius is too short to search for the point. The terrain of B is misunderstood that the openness of the ground is good and it is white in the 3D terrain map of the present invention. If the radius of the T 2 is used for calculation, the radius of the cover window is long, and the point B terrain is also searching for the grid point. The calculated result will be darker in the 3D terrain map of the present invention (closer to the correct terrain). Figure 11 is a topographical openness map calculated using different mask window radii T when the fixed terrain contrast value is 1 (the terrain contrast value definition will be described later). It can be found from Fig. 11 that if the mask window radius is set too large, the terrain is presented. It will be too flat, and many subtle terrain features will disappear, and it is impossible to effectively distinguish the terrain fluctuations. If the radius of the window is set too small, the terrain noise is too much, which is not conducive to the interpretation of micro-topography. The radius of the window has no fixed optimal length, and the optimal window width of the DEM of different grid sizes is different, depending on the fineness of the terrain to be presented.

除了罩窗半徑,本發明在地形開闊度地計算上,也增加了地形對比值(S)這項係數(無單位),若S=2,即表示DEM網格點之高程差將乘上2倍,其他值亦類推,如此將可使地形起伏在本發明3維地形地圖呈現上更加明顯。圖12為固定罩窗半徑T=0.03km時,若採用各種不同地形對比值時,地形開闊度圖之呈現結果,由圖12可發現,若將地形對比值增大會使地形開闊度圖黑白色更加明顯,立體感會更佳,但值若過大會導致像是谷地地形太過深邃以致於無法判釋。整體而言,最佳之罩窗半徑值(T)與地形對比值(S)會以網格大小、主觀視覺以及地形狀態去做抉擇。 In addition to the radius of the cover window, the present invention also increases the terrain contrast value (S) coefficient (no unit) in the calculation of the terrain openness. If S=2, it means that the elevation difference of the DEM grid point is multiplied by 2 Times, other values are also analogous, which will make the terrain fluctuations more apparent in the 3D terrain map presentation of the present invention. Figure 12 shows the results of the terrain openness map when the fixed cover window radius T=0.03km, if various terrain contrast values are used, it can be found from Fig. 12 that if the terrain contrast value is increased, the terrain openness map will be black and white. More obvious, the three-dimensional sense will be better, but if the value is too large, the terrain will be too deep to be interpreted. Overall, the optimal window window radius (T) and terrain contrast (S) will be chosen based on grid size, subjective vision, and terrain status.

與先前技術之紅色地圖相比,紅色地圖乃採用尾根谷度計算地形開闊度值,故本發明與之不同,在程式設定上,本發明的方法提供了罩窗半徑值(T)與地形對比值(S)供使用者選 擇,使用者可根據自身需要,選擇最適宜之罩窗半徑值與地形對比值,以繪製最佳3維地形地圖。 Compared with the red map of the prior art, the red map uses the tail root valley to calculate the terrain openness value, so the present invention is different. In the program setting, the method of the present invention provides the window window radius value (T) and the terrain contrast. The value (S) is for the user to select, and the user can select the optimum cover window radius value and terrain contrast value according to his own needs to draw the best 3D terrain map.

在步驟40中,係以立體彩度色階對地形坡度及開闊度進行調色,實施例中,則提供了平面調色盤及立體調色盤兩種方法進行調色。 In step 40, the terrain slope and the opening degree are toned in a stereo chroma scale. In the embodiment, the flat palette and the stereo palette are provided to perform color adjustment.

本發明使用之3維地形地圖調色盤如圖13a、13b所示,使用者可選擇立體調色盤(圖13a)或平面調色盤(圖13b)來繪製3維地形地圖。以下將針對兩種調色盤進一步說明: The 3D terrain map palette used in the present invention is shown in Figures 13a, 13b, and the user can select a stereo palette (Fig. 13a) or a flat palette (Fig. 13b) to draw a 3D terrain map. The following will further explain the two color palettes:

平面調色盤(圖13b)是由地形坡度及地形開闊度組成,具有X軸及Y軸,其中平面調色盤X軸為地形開闊度(單位:度),範圍為-90°到90°(範圍可自訂),顏色配置為第一顏色如本實施例之白色(灰階值255)漸層至第二顏色如本實施例為黑色(灰階值0),這代表地形開闊度越佳之網格點,應具有較多之光照,故顏色偏白色,反之地形開闊度越差之網格點,由於光接收量少,故顏色模擬為偏黑色;另一方面Y軸為地形坡度(單位:度),其範圍為0°到90°,顏色配置從第一顏色如本實施例之白色漸層至第三顏色如本實施例為紅色(RGB配色:255,0,0,R:紅色,G:綠色,B:藍色),這代表地形坡度越陡之網格,其色彩越偏紅色,而較平緩之地形則偏白色。本發明在調色盤設計上,提供使用者多個顏色選擇,故除了上述之顏色組合之外,使用者可依自行喜好,輕易選擇不同之顏色組合,如圖14所示之紅、綠、藍等顏色。除了地形開闊度-90°到90°與地形坡度0°到90°之組合外,本發明可讓使用者輕易 變更地形開闊度與地形坡度之角度組合來繪製3維地形地圖,圖15為本發明之不同開闊度範圍及坡度範圍所組成之3維地形地圖,其中本發明挑選三種開闊度範圍及坡度範圍來做比較,由圖15可以明顯地看出若開闊度範圍值縮小,則黑白色層次會更加清楚,立體感更佳,但像是谷地地形就會因過黑而無法判別,若將坡度範圍縮小,地圖顏色會越紅,若太紅則會導致誤判其坡度陡緩,故調色選擇要因地制宜。 The flat palette (Fig. 13b) consists of terrain slope and terrain openness, with X-axis and Y-axis. The X-axis of the flat palette is the terrain openness (unit: degree), ranging from -90° to 90°. (The range is customizable), the color is configured as the first color, such as the white (grayscale value 255) gradient of the embodiment to the second color, as in the embodiment, black (grayscale value 0), which means that the terrain is more open. The grid point should have more illumination, so the color is white, and the grid point with worse terrain is worse. Because the light receiving amount is small, the color simulation is black; on the other hand, the Y axis is the terrain slope ( Unit: degree), the range is 0° to 90°, and the color configuration is from the first color, such as the white gradient to the third color of the embodiment, as in the embodiment, red (RGB color: 255, 0, 0, R: Red, G: green, B: blue), which represents the steeper slope of the terrain, the more reddish the color, and the flatter terrain is whiter. The invention provides a plurality of color selections for the user in the color palette design. Therefore, in addition to the above color combination, the user can easily select different color combinations according to his own preference, as shown in FIG. 14 for red, green, and Blue and other colors. In addition to the combination of terrain openness -90° to 90° and terrain slope 0° to 90°, the present invention allows the user to easily change the combination of terrain openness and terrain slope to draw a 3D terrain map, Figure 15 The three-dimensional topographic map composed of different open range and slope range of the invention, wherein the invention selects three openness ranges and slope ranges for comparison, and it can be clearly seen from Fig. 15 that if the openness range value is reduced, black and white The level will be more clear, the three-dimensional feeling is better, but the terrain like the valley will be too dark to be discerned. If the slope is narrowed, the map color will be redder. If it is too red, it will lead to a false positive judgment. The choice of color should be adapted to local conditions.

平面調色盤雖然無法呈現高程資訊,但在繪製時,可將3維地形地圖直接由2D平面轉換為3D鳥瞰圖(如圖16a、16b、16c),依不同視角呈現地表真實起伏,以便全方面觀察地形。 Although the flat palette can not present elevation information, when drawing, the 3D terrain map can be directly converted from 2D plane to 3D aerial view (as shown in Figures 16a, 16b, 16c), showing the real fluctuation of the surface according to different perspectives, so that Aspects of the terrain.

立體調色盤(圖13a)即將平面調色盤加上一個Z軸的高程值,其範圍依該地地形實際高程去做適當之設定,其顏色配置為第四顏色漸層至第五顏色,顏色配置亦可由使用者自行輕易選擇,以圖13a為例,高程值由低至高逐漸增加綠色值至255(RGB配色:0,255,0),若該地地勢越高則綠色就越多,以此來判斷高程。圖17a、17b為苗栗火炎山之3維地形地圖成果(1m DSM),其中圖17a即利用圖13a之立體調色盤所繪製之成果。立體調色盤所有顏色均可自由選擇,例如可將高程變化由藍色逐漸變為綠色(地勢由低到高),如圖17b所示。無論是17a或圖17b,觀察者除了能觀察出惡地蝕溝之微地形外,也能輕易觀察坡度緩斜,且能判斷地形之高程分布,可以解決紅色地圖無法掌握地形之高程分布問題。 The stereo color palette (Fig. 13a) adds a Z-axis elevation value to the flat palette, and the range is appropriately set according to the actual elevation of the terrain, and the color is configured to be a fourth color gradient to a fifth color. The color configuration can also be easily selected by the user. For example, in Fig. 13a, the elevation value is gradually increased from low to high to a green value of 255 (RGB color matching: 0, 255, 0). If the ground level is higher, the green color is increased. To judge the elevation. Figures 17a and 17b show the 3D topographic map results (1m DSM) of Miaoli Huoyanshan, and Fig. 17a shows the results drawn by the stereoscopic palette of Fig. 13a. All colors of the stereo palette can be freely selected, for example, the elevation change can be changed from blue to green (low to high), as shown in Figure 17b. Whether it is 17a or Fig. 17b, in addition to observing the micro-topography of the evil eclipse, the observer can easily observe the slope and the elevation of the terrain, and can solve the problem that the red map cannot grasp the elevation distribution of the terrain.

本發明利用Fortran語法撰寫3維地形地圖程式,並利 用免費繪圖軟體GMT繪製地圖,此圖對解讀地形有很大的優勢,在網格較小之3維地形地圖中可以證明其對微地形之呈現十分明顯,此圖能讓地形脈絡清晰並幫助地圖使用者更容易以肉眼觀察地形的樣貌以進行地形判釋,且觀察出地形之高程變化。相較於先前技術,本發明3維地形地圖較能夠表達出DEM之細微地形,這對於地圖使用者來說,更有機會從地圖上判讀出山脊線、山谷線、地質斷層帶、順向坡、岩層崩滑及土石流潛勢區域等區域,對於山崩、地滑、土石流等土砂災害有關之研究課題,亦或是沖蝕溝之變化、地形變遷、人工構造物之增減等問題都能方便觀察者從本發明之3維地形地圖中獲取資訊。整體而言,本發明之3維地形地圖及其製作方法,對於災害防治、水土保持、與環境監測等,應能提供良好之參考與實用價值。 The invention utilizes Fortran syntax to compose a 3D terrain map program, and draws a map by using the free drawing software GMT. This figure has great advantages for interpreting the terrain, and can prove its micro-topography in the 3D terrain map with a small grid. The presentation is very obvious. This map can make the terrain clear and help the map user to visually observe the topography of the terrain for terrain interpretation and observe the elevation changes of the terrain. Compared with the prior art, the three-dimensional topographic map of the present invention can express the fine terrain of the DEM, which is more useful for the map user to read the ridgeline, the valley line, the geological fault zone and the forward slope from the map. Areas such as rock formation collapse and earth-rock flow potential areas are suitable for research topics related to landslides, ground slips, earth-rock flows, etc., or for changes in erosion grooves, topographic changes, and increase or decrease of artificial structures. The observer obtains information from the 3-dimensional topographic map of the present invention. Overall, the three-dimensional topographic map of the present invention and its manufacturing method should provide good reference and practical value for disaster prevention, soil and water conservation, and environmental monitoring.

以上所述,僅為本發明所提供之較佳實施例而已,並非用以限制本發明之實施範圍,凡本技術領域內之相關技藝者根據本發明所為之均等變化,皆應屬本發明所涵蓋之範圍。 The above is only the preferred embodiment of the present invention, and is not intended to limit the scope of the present invention. All of the related art in accordance with the present invention are equivalent to the present invention. The scope of coverage.

Claims (13)

一種3維地形地圖的製作方法,包含下列步驟:備有數值地形模型;對數值地形模型進行地形坡度計算;對數值地形模型進行地形開闊度計算;以立體彩度色階對地形坡度及開闊度來進行調色。  A method for manufacturing a three-dimensional topographic map includes the following steps: preparing a numerical terrain model; performing terrain slope calculation on a numerical terrain model; performing terrain openness calculation on a numerical terrain model; and terrain slope and opening degree in a stereo chroma scale To do the coloring.   如申請專利範圍第1項所述之3維地形地圖的製作方法,該方法係以Fortran語法計算地形開闊度、地形坡度以及高程值,整合計算後並以繪圖軟體GMT來繪製地圖。  For example, the method for manufacturing a three-dimensional topographic map described in claim 1 is to calculate the terrain openness, the terrain slope, and the elevation value by using the Fortran grammar, and integrate the calculation and draw the map with the drawing software GMT.   如申請專利範圍第1項或第2項所述之3維地形地圖的製作方法,其中,地形坡度計算採用四鄰域法,使用3x3的移動視窗,公式如下: c 0為待算網格點,S為地形坡度值,e 1~e 4為圍網格值,d為網格單元大小。 For example, the method for manufacturing a three-dimensional topographic map described in claim 1 or 2, wherein the terrain slope is calculated using a four-neighbor method, using a 3x3 moving window, the formula is as follows: c 0 is the grid point to be calculated, S is the terrain slope value, e 1 ~e 4 is the surrounding grid value, and d is the grid unit size. 如申請專利範圍第1項或第2項所述之3維地形地圖的製作方法,其中,地形坡度計算採用加權八鄰域法,使用3x3的 移動視窗,公式如下: c 0為待算網格點,S為地形坡度值,e 1~e 8為圍網格值,d為網格單元大小。 For example, the method for manufacturing a three-dimensional topographic map described in claim 1 or 2, wherein the terrain slope is calculated using a weighted eight-neighbor method, using a 3x3 moving window, the formula is as follows: c 0 is the grid point to be calculated, S is the terrain slope value, e 1 ~e 8 is the surrounding grid value, and d is the grid unit size. 如申請專利範圍第1項或第2項所述之3維地形地圖的製作方法,其中,地形坡度計算採用等權八鄰域法,使用3x3的移動視窗,公式如下: c 0為待算網格點,S為地形坡度值,e 1~e 8為圍網格值,d為網格單元大小。 For example, the method for manufacturing a three-dimensional topographic map described in claim 1 or 2, wherein the terrain slope is calculated using an equal-eight-neighbor method, using a 3x3 moving window, the formula is as follows: c 0 is the grid point to be calculated, S is the terrain slope value, e 1 ~e 8 is the surrounding grid value, and d is the grid unit size. 如申請專利範圍第1項或第2項所述之3維地形地圖的製作方法,其中,地形坡度值範圍介於0°至90°之角度值,無負數坡度值。  For example, the method for manufacturing a three-dimensional topographic map described in claim 1 or 2, wherein the terrain slope value ranges from 0° to 90°, and has no negative slope value.   如申請專利範圍第1項或第2項所述之3維地形地圖的製作方法,其中,該方法中之地形開闊度乃計算待算網格點與周邊網格點之水平距離與高程差所形成的縱角平均值,公式如下: 其中,S為地形對比值 For example, the method for manufacturing a three-dimensional topographic map described in claim 1 or 2, wherein the terrain openness in the method is to calculate a horizontal distance and an elevation difference between the grid point to be calculated and the surrounding grid point. The average value of the longitudinal angle formed is as follows: Where S is the topographic contrast value 如申請專利範圍第7項所述之3維地形地圖的製作方法,其中,該方法定義山脊部分的地形開闊度為負值,山谷部分的地形開闊度為正值,其值範圍介於-90°到90°之間。  For example, the method for manufacturing a three-dimensional topographic map described in claim 7 wherein the method defines that the terrain of the ridge portion has a negative openness, and the terrain of the valley portion has a positive openness value, and the value ranges from -90. ° to 90 °.   如申請專利範圍第1項或第2項所述之3維地形地圖的製作方法,其中,該方法係以平面調色盤進行調色,該平面調色盤由該地形坡度及地形開闊度組成,其中,平面調色盤具有X軸及Y軸,該平面調色盤的X軸為地形開闊度,顏色配置為第一顏色漸層至一第二顏色;該平面調色盤的Y軸為地形坡度,顏色配置從第一顏色漸層至第三顏色。  The method for manufacturing a three-dimensional topographic map according to the first or second aspect of the patent application, wherein the method is to perform color grading by a flat color palette, the flat color palette consisting of the terrain slope and the terrain openness. Wherein the flat palette has an X-axis and a Y-axis, the X-axis of the flat palette is a topographical width, and the color is configured to be a first color gradient to a second color; the Y-axis of the flat palette is The slope of the terrain, the color configuration is gradual from the first color to the third color.   如申請專利範圍第9項所述之3維地形地圖的製作方法,其中,該方法係將2D平面轉換為3D鳥瞰圖。  The method for manufacturing a three-dimensional topographic map according to claim 9, wherein the method converts the 2D plane into a 3D aerial view.   如申請專利範圍第1項或第2項所述之3維地形地圖的製作方法,其中,該方法係以立體調色盤進行調色,該立體調色盤由該地形坡度,該地形開闊度及地形高程所組成,其中, 該立體調色盤包含有X軸、Y軸及Z軸,該立體調色盤的X軸為地形開闊度,顏色配置為第一顏色漸層至一第二顏色;該立體調色盤的Y軸為地形坡度,顏色配置從第一顏色漸層至第三顏色,該立體調色盤的Z軸為高程值,顏色配置從第四顏色漸層至第五顏色。  The method for fabricating a three-dimensional topographic map according to the first or second aspect of the patent application, wherein the method is to perform color grading by a stereoscopic color palette, the topographic color palette is sloped by the terrain, and the terrain is open. And the terrain elevation, wherein the stereo color palette comprises an X-axis, a Y-axis and a Z-axis, wherein the X-axis of the stereo palette is a terrain openness, and the color is configured to be a first color gradient to a second color. The Y-axis of the stereoscopic palette is a terrain slope, the color configuration is gradually gradient from the first color to the third color, the Z-axis of the stereo palette is an elevation value, and the color configuration is from the fourth color to the fifth color. .   如申請專利範圍第9項或第11項所述之3維地形地圖的製作方法,其中,該地形開闊度的範圍介於-90°到90°,而地形坡度範圍為0°到90°。  The method for manufacturing a three-dimensional topographic map according to claim 9 or claim 11, wherein the terrain has a range of -90° to 90°, and the terrain slope ranges from 0° to 90°.   一種3維地形地圖,包含有在數值地形模型的坡度、開闊度及高程具有立體彩度色階的調色。  A 3D terrain map containing tones with stereoscopic color gradations in the slope, openness, and elevation of a numerical terrain model.  
TW106121053A 2017-06-23 2017-06-23 3D terrain map and manufacturing method thereof TWI627602B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
TW106121053A TWI627602B (en) 2017-06-23 2017-06-23 3D terrain map and manufacturing method thereof

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
TW106121053A TWI627602B (en) 2017-06-23 2017-06-23 3D terrain map and manufacturing method thereof

Publications (2)

Publication Number Publication Date
TWI627602B TWI627602B (en) 2018-06-21
TW201905853A true TW201905853A (en) 2019-02-01

Family

ID=63255899

Family Applications (1)

Application Number Title Priority Date Filing Date
TW106121053A TWI627602B (en) 2017-06-23 2017-06-23 3D terrain map and manufacturing method thereof

Country Status (1)

Country Link
TW (1) TWI627602B (en)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
TWI786874B (en) * 2021-10-08 2022-12-11 財團法人國家實驗研究院 Method of the digital grid model and system thereof

Family Cites Families (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN1711568B (en) * 2002-11-05 2010-05-12 亚洲航测株式会社 Visualizing system and visualizing method
TWI353561B (en) * 2007-12-21 2011-12-01 Ind Tech Res Inst 3d image detecting, editing and rebuilding system
CN101604018B (en) * 2009-07-24 2011-09-21 中国测绘科学研究院 Method and system for processing high-definition remote sensing image data
CN101777189B (en) * 2009-12-30 2012-07-04 武汉大学 Method for measuring image and inspecting quantity under light detection and ranging (LiDAR) three-dimensional environment
CN101964009B (en) * 2010-09-17 2012-09-05 中煤地航测遥感局有限公司 System and method for manufacturing 3D products based on interferometric synthetic aperture radar (INSAR)
US10115165B2 (en) * 2012-08-22 2018-10-30 University Of Alaska Fairbanks Management of tax information based on topographical information
CN104700356B (en) * 2015-04-07 2017-09-01 北京师范大学 A kind of remote sensing images inverted stereo bearing calibration

Also Published As

Publication number Publication date
TWI627602B (en) 2018-06-21

Similar Documents

Publication Publication Date Title
JP4771459B2 (en) Color elevation slope map creation system and color elevation slope map creation method
Bishop Assessment of visual qualities, impacts, and behaviours, in the landscape, by using measures of visibility
Lam Description and measurement of Landsat TM images using fractals
US7764282B2 (en) Visualizing system, visualizing method, and visualizing program
CN104395948B (en) Raster image three-dimensional processing unit, raster image three-dimensional method and raster image three-dimensional program
KR102415768B1 (en) A color image generating device by feature ground height and a color image generating program by feature height
KR102415767B1 (en) Color image generating device by feature height and color image generating program by feature height
CN106384081A (en) Slope farmland extracting method and system based on high-resolution remote sensing image
JP5587677B2 (en) Topographic relief image generation method and topographic relief image generation apparatus
CN106875481B (en) A kind of production method of three-dimensional visualization remote sensing image Surface classification model
JP5281518B2 (en) Stereo image generator
CN108520271B (en) Submarine geomorphy type sorter design method based on factorial analysis
TWI627602B (en) 3D terrain map and manufacturing method thereof
CN109118939B (en) Three-dimensional topographic map and manufacturing method thereof
JP3583397B2 (en) Characteristic terrain discrimination method using computer and characteristic terrain discrimination support device
JP2012053191A (en) Foundation stereoscopic display system
JP5671184B1 (en) Tomographic map creating apparatus, tomographic map creating method and tomographic map creating program
JP6692984B1 (en) Super resolution stereoscopic processing system and its program
Malinverni et al. Automatic land use/land cover classification system with rules based both on objects attributes and landscape indicators
KR100892132B1 (en) Generation methods of slope-field of angle map from lidar data
Zylshal et al. An object based image analysis approach to semi-automated karst morphology extraction
Kulcke et al. Spherical Box-Counting: Combining 360◦ Panoramas with Fractal Analysis. Fractal Fract. 2023, 7, 327
Barzani et al. Automated classification of landform, ZR B in Iran
Wang et al. Raster mapping of topographic parameters derived from high resolution Digital Elevation Models
Xie Combining remote sensing image with DEM to identify ancient Minqin Oasis, northwest of China