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Erschienen in: Multimedia Systems 3/2019

03.11.2018 | Regular Paper

Interactive synthesis and visualization of self-organizing trees for large-scale forest succession simulation

verfasst von: Štefan Kohek, Damjan Strnad, Borut Žalik, Simon Kolmanič

Erschienen in: Multimedia Systems | Ausgabe 3/2019

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Abstract

Realistic and interactive visualization of individual trees is a desirable functionality in numerous applications for landscape planning, ecosystem simulations, and forest management. However, achieving a persuasive visualization of extensive forests while maintaining an interactive experience remains a challenge. This paper introduces a new framework for a convincing and interactive visualization of large-scale forests originating from forest growth simulation. First, the GPU-based self-organizing tree synthesis algorithm is adapted to produce detailed tree models on-the-fly with the desired level of detail and at interactive rates. Next, the algorithm is enhanced to generate tree models corresponding to the forest simulation results and local growth conditions. Finally, a forest succession model, based on single trees, is linked to the tree synthesis algorithm, to produce detailed tree models that concur with the results of forest simulation. The results demonstrate that the generated trees follow predicted height from forest simulation, are adapted to their neighbors properly, and retain the typical form of the corresponding species. A decimation technique, integrated directly into tree geometry construction, lowers memory requirements for interactive visualization of forests containing thousands of trees. Finally, a combination of the GPU-based tree synthesis and load balancing enables interactive tree synthesis in-between individual frames.

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Literatur
1.
Zurück zum Zitat Pretzsch, H., Grote, R., Reineking, B., Rötzer, T., et al.: Models for forest ecosystem management: a European perspective. Ann. Bot. 101(8), 1065–1087 (2008)CrossRef Pretzsch, H., Grote, R., Reineking, B., Rötzer, T., et al.: Models for forest ecosystem management: a European perspective. Ann. Bot. 101(8), 1065–1087 (2008)CrossRef
2.
Zurück zum Zitat Lewis, J.L., Sheppard, S.R.: Culture and communication: can landscape visualization improve forest management consultation with indigenous communities? Landsc. Urban Plan. 77(3), 291–313 (2006)CrossRef Lewis, J.L., Sheppard, S.R.: Culture and communication: can landscape visualization improve forest management consultation with indigenous communities? Landsc. Urban Plan. 77(3), 291–313 (2006)CrossRef
3.
Zurück zum Zitat Beneš, B., Massih, M.A., Jarvis, P., Aliaga, D.G., Vanegas, C.A.: Urban ecosystem design. In: Symposium on Interactive 3D Graphics and Games, I3D ’11, pp. 167–174. ACM, New York (2011) Beneš, B., Massih, M.A., Jarvis, P., Aliaga, D.G., Vanegas, C.A.: Urban ecosystem design. In: Symposium on Interactive 3D Graphics and Games, I3D ’11, pp. 167–174. ACM, New York (2011)
4.
Zurück zum Zitat Reeves, W.T., Blau, R.: Approximate and probabilistic algorithms for shading and rendering structured particle systems. SIGGRAPH Comput. Graph. 19(3), 313–322 (1985)CrossRef Reeves, W.T., Blau, R.: Approximate and probabilistic algorithms for shading and rendering structured particle systems. SIGGRAPH Comput. Graph. 19(3), 313–322 (1985)CrossRef
5.
Zurück zum Zitat Favorskaya, M.N., Jain, L.C.: Modelling of Forest Ecosystems. In: Favorskaya, M.N., Jain, L.C. (eds.) Handbook on advances in remote sensing and geographic information systems: paradigms and applications in forest landscape modeling, pp. 397–415. Springer International Publishing, Cham (2017)CrossRef Favorskaya, M.N., Jain, L.C.: Modelling of Forest Ecosystems. In: Favorskaya, M.N., Jain, L.C. (eds.) Handbook on advances in remote sensing and geographic information systems: paradigms and applications in forest landscape modeling, pp. 397–415. Springer International Publishing, Cham (2017)CrossRef
6.
Zurück zum Zitat Meitner, M.J., Sheppard, S.R., Cavens, D., Gandy, R., Picard, P., Harshaw, H., Harrison, D.: The multiple roles of environmental data visualization in evaluating alternative forest management strategies. Comput. Electron. Agric. 49(1), 192–205 (2005)CrossRef Meitner, M.J., Sheppard, S.R., Cavens, D., Gandy, R., Picard, P., Harshaw, H., Harrison, D.: The multiple roles of environmental data visualization in evaluating alternative forest management strategies. Comput. Electron. Agric. 49(1), 192–205 (2005)CrossRef
7.
Zurück zum Zitat Fabrika, M., Valent, P., Scheer, Ľ.: Thinning trainer based on forest-growth model, virtual reality and computer-aided virtual environment. Environ. Model. Softw. 100, 11–23 (2018)CrossRef Fabrika, M., Valent, P., Scheer, Ľ.: Thinning trainer based on forest-growth model, virtual reality and computer-aided virtual environment. Environ. Model. Softw. 100, 11–23 (2018)CrossRef
8.
Zurück zum Zitat Kolmanič, S., Guid, N., Diaci, J.: ForestMAS—a single tree based secondary succession model employing Ellenberg indicator values. Ecol. Model. 279, 100–113 (2014)CrossRef Kolmanič, S., Guid, N., Diaci, J.: ForestMAS—a single tree based secondary succession model employing Ellenberg indicator values. Ecol. Model. 279, 100–113 (2014)CrossRef
9.
Zurück zum Zitat Kohek, Š., Strnad, D.: Interactive synthesis of self-organizing tree models on the GPU. Computing 97(2), 145–169 (2015)MathSciNetCrossRef Kohek, Š., Strnad, D.: Interactive synthesis of self-organizing tree models on the GPU. Computing 97(2), 145–169 (2015)MathSciNetCrossRef
10.
Zurück zum Zitat Cordeiro, C.S., Chaimowicz, L.: Predictive lazy amplification: synthesis and rendering of massive procedural scenes in real time. In: 23rd SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2010, pp. 263–270, IEEE, Gramado (2010)CrossRef Cordeiro, C.S., Chaimowicz, L.: Predictive lazy amplification: synthesis and rendering of massive procedural scenes in real time. In: 23rd SIBGRAPI Conference on Graphics, Patterns and Images (SIBGRAPI), 2010, pp. 263–270, IEEE, Gramado (2010)CrossRef
11.
Zurück zum Zitat Bugmann, H.: A review of forest gap models. Clim. Change 51(3–4), 259–305 (2001)CrossRef Bugmann, H.: A review of forest gap models. Clim. Change 51(3–4), 259–305 (2001)CrossRef
12.
Zurück zum Zitat Larocque, G.R., Shugart, H.H., Xi, W., Holm, J.A.: Forest succession models. In: Larocque, G.R. (ed.) Ecological Forest Management Handbook. CRC Press, Boca Raton (2016)CrossRef Larocque, G.R., Shugart, H.H., Xi, W., Holm, J.A.: Forest succession models. In: Larocque, G.R. (ed.) Ecological Forest Management Handbook. CRC Press, Boca Raton (2016)CrossRef
13.
Zurück zum Zitat Bugmann, H.K.: A simplified forest model to study species composition along climate gradients. Ecology 77(7), 2055–2074 (1996)CrossRef Bugmann, H.K.: A simplified forest model to study species composition along climate gradients. Ecology 77(7), 2055–2074 (1996)CrossRef
14.
Zurück zum Zitat Pretzsch, H., Biber, P., Durskỳ, J.: The single tree-based stand simulator SILVA: construction, application and evaluation. For. Ecol. Manag. 162(1), 3–21 (2002)CrossRef Pretzsch, H., Biber, P., Durskỳ, J.: The single tree-based stand simulator SILVA: construction, application and evaluation. For. Ecol. Manag. 162(1), 3–21 (2002)CrossRef
15.
Zurück zum Zitat Nagel, J., Schmidt, M.: The silvicultural decision support system BWINPro. In: Hasenauer, H. (ed.) Sustainable Forest Management: Growth Models for Europe, pp. 59–63. Springer, Berlin (2006)CrossRef Nagel, J., Schmidt, M.: The silvicultural decision support system BWINPro. In: Hasenauer, H. (ed.) Sustainable Forest Management: Growth Models for Europe, pp. 59–63. Springer, Berlin (2006)CrossRef
16.
Zurück zum Zitat Fabrika, M., Durskỳ, J.: Algorithms and software solution of thinning models for SIBYLA growth simulator. J. For. Sci. 51(10), 431–445 (2005)CrossRef Fabrika, M., Durskỳ, J.: Algorithms and software solution of thinning models for SIBYLA growth simulator. J. For. Sci. 51(10), 431–445 (2005)CrossRef
17.
Zurück zum Zitat Ellenberg, H., Weber, H.E., Düll, R., Wirth, V., Werner, W., Paulissen, D.: Zeigerwerte von Pflanzen in Mitteleuropa. Scripta Geobotanica, vol. 18, pp. 1–248 (1992) Ellenberg, H., Weber, H.E., Düll, R., Wirth, V., Werner, W., Paulissen, D.: Zeigerwerte von Pflanzen in Mitteleuropa. Scripta Geobotanica, vol. 18, pp. 1–248 (1992)
18.
Zurück zum Zitat Perttunen, J., Sievänen, R., Nikinmaa, E.: LIGNUM: a model combining the structure and the functioning of trees. Ecol. Model. 108(1), 189–198 (1998)CrossRef Perttunen, J., Sievänen, R., Nikinmaa, E.: LIGNUM: a model combining the structure and the functioning of trees. Ecol. Model. 108(1), 189–198 (1998)CrossRef
19.
Zurück zum Zitat Pretzsch, H.: Forest Dynamics, Growth and Yield: From Measurement to Model. Springer, Berlin (2009)CrossRef Pretzsch, H.: Forest Dynamics, Growth and Yield: From Measurement to Model. Springer, Berlin (2009)CrossRef
20.
Zurück zum Zitat Smelik, R.M., Tutenel, T., Bidarra, R., Benes, B.: A survey on procedural modelling for virtual worlds. Comput. Graph. Forum 33(6), 31–50 (2014)CrossRef Smelik, R.M., Tutenel, T., Bidarra, R., Benes, B.: A survey on procedural modelling for virtual worlds. Comput. Graph. Forum 33(6), 31–50 (2014)CrossRef
21.
Zurück zum Zitat Bao, G., Li, H., Zhang, X., Dong, W.: Large-scale forest rendering: real-time, realistic, and progressive. Comput. Graph. 36(3), 140–151 (2012)CrossRef Bao, G., Li, H., Zhang, X., Dong, W.: Large-scale forest rendering: real-time, realistic, and progressive. Comput. Graph. 36(3), 140–151 (2012)CrossRef
22.
Zurück zum Zitat Deussen, O., Colditz, C., Stamminger, M., Drettakis, G.: Interactive visualization of complex plant ecosystems. In: IEEE Visualization 2002, pp. 219–226. IEEE, Boston (2002) Deussen, O., Colditz, C., Stamminger, M., Drettakis, G.: Interactive visualization of complex plant ecosystems. In: IEEE Visualization 2002, pp. 219–226. IEEE, Boston (2002)
23.
Zurück zum Zitat Cook, R.L., Halstead, J., Planck, M., Ryu, D.: Stochastic simplification of aggregate detail. ACM Trans. Graph. 26(3), 79:1–79:8 (2007)CrossRef Cook, R.L., Halstead, J., Planck, M., Ryu, D.: Stochastic simplification of aggregate detail. ACM Trans. Graph. 26(3), 79:1–79:8 (2007)CrossRef
24.
Zurück zum Zitat Neubert, B., Pirk, S., Deussen, O., Dachsbacher, C.: Improved model- and view-dependent pruning of large botanical scenes. Comput. Graph. Forum 30(6), 1708–1718 (2011)CrossRef Neubert, B., Pirk, S., Deussen, O., Dachsbacher, C.: Improved model- and view-dependent pruning of large botanical scenes. Comput. Graph. Forum 30(6), 1708–1718 (2011)CrossRef
25.
Zurück zum Zitat Gumbau, J., Chover, M., Remolar, I., Rebollo, C.: View-dependent pruning for real-time rendering of trees. Comput. Graph. 35(2), 364–374 (2011)CrossRef Gumbau, J., Chover, M., Remolar, I., Rebollo, C.: View-dependent pruning for real-time rendering of trees. Comput. Graph. 35(2), 364–374 (2011)CrossRef
26.
Zurück zum Zitat Deussen, O., Hanrahan, P., Lintermann, B., Měch, R., Pharr, M., Prusinkiewicz, P.: Realistic modeling and rendering of plant ecosystems. In: Proceedings of the 25th Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’98, pp. 275–286. ACM, New York (1998) Deussen, O., Hanrahan, P., Lintermann, B., Měch, R., Pharr, M., Prusinkiewicz, P.: Realistic modeling and rendering of plant ecosystems. In: Proceedings of the 25th Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’98, pp. 275–286. ACM, New York (1998)
27.
Zurück zum Zitat Beneš, J., Kelly, T., Děchěrenko, F., Křivánek, J., Müller, P.: On realism of architectural procedural models. Comput. Graph. Forum 36(2), 225–234 (2017)CrossRef Beneš, J., Kelly, T., Děchěrenko, F., Křivánek, J., Müller, P.: On realism of architectural procedural models. Comput. Graph. Forum 36(2), 225–234 (2017)CrossRef
28.
Zurück zum Zitat Purvis, A., Sundstedt, V.: Perception of clones in forest rendering. In: Theory and Practice of Computer Graphics (TPCG), pp. 107–114. The Eurographics Association, Sheffield (2010) Purvis, A., Sundstedt, V.: Perception of clones in forest rendering. In: Theory and Practice of Computer Graphics (TPCG), pp. 107–114. The Eurographics Association, Sheffield (2010)
29.
Zurück zum Zitat Stoltman, A., Radeloff, V., Mladenoff, D.: Forest visualization for management and planning in Wisconsin. J. For. 102(4), 7–13 (2004) Stoltman, A., Radeloff, V., Mladenoff, D.: Forest visualization for management and planning in Wisconsin. J. For. 102(4), 7–13 (2004)
30.
Zurück zum Zitat Falcao, A.O., dos Santos, M.P., Borges, J.G.: A real-time visualization tool for forest ecosystem management decision support. Comput. Electron. Agric. 53(1), 3–12 (2006)CrossRef Falcao, A.O., dos Santos, M.P., Borges, J.G.: A real-time visualization tool for forest ecosystem management decision support. Comput. Electron. Agric. 53(1), 3–12 (2006)CrossRef
31.
Zurück zum Zitat Dong, T., Liu, S., Xia, J., Fan, J., Zhang, L.: A time-critical adaptive approach for visualizing natural scenes on different devices. PLoS One 10(2), 1–26 (2015)CrossRef Dong, T., Liu, S., Xia, J., Fan, J., Zhang, L.: A time-critical adaptive approach for visualizing natural scenes on different devices. PLoS One 10(2), 1–26 (2015)CrossRef
32.
Zurück zum Zitat Garcia, I., Sbert, M., Szirmay-Kalos, L.: Tree rendering with billboard clouds. In: Proceedings of Third Hungarian Conference on Computer Graphics and Geometry, pp. 9–15, Budapest (2005) Garcia, I., Sbert, M., Szirmay-Kalos, L.: Tree rendering with billboard clouds. In: Proceedings of Third Hungarian Conference on Computer Graphics and Geometry, pp. 9–15, Budapest (2005)
33.
Zurück zum Zitat Fuhrmann, A.L., Umlauf, E., Mantler, S.: Extreme model simplification for forest rendering. In: Proceedings of the First Eurographics Conference on Natural Phenomena, NPH’05, pp. 57–67. Eurographics Association, Aire-la-Ville (2005) Fuhrmann, A.L., Umlauf, E., Mantler, S.: Extreme model simplification for forest rendering. In: Proceedings of the First Eurographics Conference on Natural Phenomena, NPH’05, pp. 57–67. Eurographics Association, Aire-la-Ville (2005)
34.
Zurück zum Zitat Kratt, J., Coconu, L., Dapper, T., Schliep, J.W., Paar, P.: Adaptive billboard clouds for botanical tree models. In: Hayek, W. (ed.) Peer Reviewed Proceedings of Digital Landscape Architecture 2014 at ETH Zurich, pp. 274–282. Wichmann, Berlin (2014) Kratt, J., Coconu, L., Dapper, T., Schliep, J.W., Paar, P.: Adaptive billboard clouds for botanical tree models. In: Hayek, W. (ed.) Peer Reviewed Proceedings of Digital Landscape Architecture 2014 at ETH Zurich, pp. 274–282. Wichmann, Berlin (2014)
35.
Zurück zum Zitat Decaudin, P., Neyret, F.: Volumetric billboards. Comput. Graph. Forum 28(8), 2079–2089 (2009) Decaudin, P., Neyret, F.: Volumetric billboards. Comput. Graph. Forum 28(8), 2079–2089 (2009)
36.
Zurück zum Zitat Bruneton, E., Neyret, F.: Real-time realistic rendering and lighting of forests. Comput. Graph. Forum 31(2), 373–382 (2012)CrossRef Bruneton, E., Neyret, F.: Real-time realistic rendering and lighting of forests. Comput. Graph. Forum 31(2), 373–382 (2012)CrossRef
37.
Zurück zum Zitat Aakala, T., Shimatani, K., Abe, T., Kubota, Y., Kuuluvainen, T.: Crown asymmetry in high latitude forests: disentangling the directional effects of tree competition and solar radiation. Oikos 125(7), 1035–1043 (2016)CrossRef Aakala, T., Shimatani, K., Abe, T., Kubota, Y., Kuuluvainen, T.: Crown asymmetry in high latitude forests: disentangling the directional effects of tree competition and solar radiation. Oikos 125(7), 1035–1043 (2016)CrossRef
38.
Zurück zum Zitat Weber, J., Penn, J.: Creation and rendering of realistic trees. In: Proceedings of the 22nd Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’95, pp. 119–128. ACM, New York (1995) Weber, J., Penn, J.: Creation and rendering of realistic trees. In: Proceedings of the 22nd Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’95, pp. 119–128. ACM, New York (1995)
39.
Zurück zum Zitat Prusinkiewicz, P., James, M., Měch, R.: Synthetic topiary. In: Proceedings of the 21st Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’94, pp. 351–358. ACM, New York (1994) Prusinkiewicz, P., James, M., Měch, R.: Synthetic topiary. In: Proceedings of the 21st Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’94, pp. 351–358. ACM, New York (1994)
40.
Zurück zum Zitat Sen, S.I., Day, A.: Modelling trees and their interaction with the environment: a survey. Comput. Graph. 29(5), 805–817 (2005)CrossRef Sen, S.I., Day, A.: Modelling trees and their interaction with the environment: a survey. Comput. Graph. 29(5), 805–817 (2005)CrossRef
41.
Zurück zum Zitat Runions, A., Lane, B., Prusinkiewicz, P.: Modeling trees with a space colonization algorithm. In: Proceedings of the Third Eurographics Conference on Natural Phenomena, NPH’07, pp. 63–70. Eurographics Association, Aire-la-Ville (2007) Runions, A., Lane, B., Prusinkiewicz, P.: Modeling trees with a space colonization algorithm. In: Proceedings of the Third Eurographics Conference on Natural Phenomena, NPH’07, pp. 63–70. Eurographics Association, Aire-la-Ville (2007)
42.
Zurück zum Zitat Pałubicki, W., Horel, K., Longay, S., Runions, A., Lane, B., Měch, R., Prusinkiewicz, P.: Self-organizing tree models for image synthesis. ACM Trans. Graph. 28(3), 58:1–58:10 (2009) Pałubicki, W., Horel, K., Longay, S., Runions, A., Lane, B., Měch, R., Prusinkiewicz, P.: Self-organizing tree models for image synthesis. ACM Trans. Graph. 28(3), 58:1–58:10 (2009)
43.
Zurück zum Zitat Longay, S., Runions, A., Boudon, F., Prusinkiewicz, P.: TreeSketch: interactive procedural modeling of trees on a tablet. In: Proceedings of the International Symposium on Sketch-Based Interfaces and Modeling, SBIM ’12, pp. 107–120. Eurographics Association, Aire-la-Ville (2012) Longay, S., Runions, A., Boudon, F., Prusinkiewicz, P.: TreeSketch: interactive procedural modeling of trees on a tablet. In: Proceedings of the International Symposium on Sketch-Based Interfaces and Modeling, SBIM ’12, pp. 107–120. Eurographics Association, Aire-la-Ville (2012)
44.
Zurück zum Zitat Greene, N.: Voxel space automata: modeling with stochastic growth processes in voxel space. ACM SIGGRAPH Comput. Graph. 23(3), 175–184 (1989)CrossRef Greene, N.: Voxel space automata: modeling with stochastic growth processes in voxel space. ACM SIGGRAPH Comput. Graph. 23(3), 175–184 (1989)CrossRef
45.
Zurück zum Zitat Měch, R., Prusinkiewicz, P.: Visual models of plants interacting with their environment. In: Proceedings of the 23rd Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’96, pp. 397–410. ACM, New York (1996) Měch, R., Prusinkiewicz, P.: Visual models of plants interacting with their environment. In: Proceedings of the 23rd Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’96, pp. 397–410. ACM, New York (1996)
46.
Zurück zum Zitat Soler, C., Sillion, F., Blaise, F., Dereffye, P.: An efficient instantiation algorithm for simulating radiant energy transfer in plant models. ACM Trans. Graph. 22(2), 204–233 (2003)CrossRef Soler, C., Sillion, F., Blaise, F., Dereffye, P.: An efficient instantiation algorithm for simulating radiant energy transfer in plant models. ACM Trans. Graph. 22(2), 204–233 (2003)CrossRef
48.
Zurück zum Zitat Hädrich, T., Benes, B., Deussen, O., Pirk, S.: Interactive modeling and authoring of climbing plants. Comput. Graph. Forum 36(2), 49–61 (2017)CrossRef Hädrich, T., Benes, B., Deussen, O., Pirk, S.: Interactive modeling and authoring of climbing plants. Comput. Graph. Forum 36(2), 49–61 (2017)CrossRef
49.
Zurück zum Zitat Lipp, M., Wonka, P., Wimmer, M.: Parallel generation of multiple L-systems. Comput. Graph. 34(5), 585–593 (2010)CrossRef Lipp, M., Wonka, P., Wimmer, M.: Parallel generation of multiple L-systems. Comput. Graph. 34(5), 585–593 (2010)CrossRef
50.
Zurück zum Zitat Kohek, Š., Strnad, D.: Interactive large-scale procedural forest construction and visualization based on particle flow simulation. Comput. Graph. Forum 37(1), 389–402 (2018)CrossRef Kohek, Š., Strnad, D.: Interactive large-scale procedural forest construction and visualization based on particle flow simulation. Comput. Graph. Forum 37(1), 389–402 (2018)CrossRef
51.
Zurück zum Zitat King, D., Davies, S., Supardi, M.N., Tan, S.: Tree growth is related to light interception and wood density in two mixed dipterocarp forests of Malaysia. Funct. Ecol. 19(3), 445–453 (2005)CrossRef King, D., Davies, S., Supardi, M.N., Tan, S.: Tree growth is related to light interception and wood density in two mixed dipterocarp forests of Malaysia. Funct. Ecol. 19(3), 445–453 (2005)CrossRef
52.
Zurück zum Zitat Sumida, A., Miyaura, T., Torii, H.: Relationships of tree height and diameter at breast height revisited: analyses of stem growth using 20-year data of an even-aged Chamaecyparis obtusa stand. Tree Physiol. 33(1), 106–118 (2013)CrossRef Sumida, A., Miyaura, T., Torii, H.: Relationships of tree height and diameter at breast height revisited: analyses of stem growth using 20-year data of an even-aged Chamaecyparis obtusa stand. Tree Physiol. 33(1), 106–118 (2013)CrossRef
53.
Zurück zum Zitat Zhang, S.: Foliage simplification based on multi-viewpoints for efficient rendering. J. Softw. 9(7), 1655–1665 (2014)CrossRef Zhang, S.: Foliage simplification based on multi-viewpoints for efficient rendering. J. Softw. 9(7), 1655–1665 (2014)CrossRef
54.
Zurück zum Zitat Zhang, X., Bao, G., Meng, W., Jaeger, M., Li, H., Deussen, O., Chen, B.: Tree branch level of detail models for forest navigation. Comput. Graph. Forum 36(8), 402–417 (2017)CrossRef Zhang, X., Bao, G., Meng, W., Jaeger, M., Li, H., Deussen, O., Chen, B.: Tree branch level of detail models for forest navigation. Comput. Graph. Forum 36(8), 402–417 (2017)CrossRef
55.
Zurück zum Zitat Wang, Z., Bovik, A.C., Sheikh, H.R., Simoncelli, E.P.: Image quality assessment: from error visibility to structural similarity. IEEE Trans. Image Process. 13(4), 600–612 (2004)CrossRef Wang, Z., Bovik, A.C., Sheikh, H.R., Simoncelli, E.P.: Image quality assessment: from error visibility to structural similarity. IEEE Trans. Image Process. 13(4), 600–612 (2004)CrossRef
56.
Zurück zum Zitat Wimmer, M., Scherzer, D., Purgathofer, W.: Light space perspective shadow maps. In: Keller, A., Jensen, H.W. (eds.) Rendering Techniques 2004 (Proceedings Eurographics Symposium on Rendering), pp. 143–151. Eurographics Association, Aire-la-Ville (2004) Wimmer, M., Scherzer, D., Purgathofer, W.: Light space perspective shadow maps. In: Keller, A., Jensen, H.W. (eds.) Rendering Techniques 2004 (Proceedings Eurographics Symposium on Rendering), pp. 143–151. Eurographics Association, Aire-la-Ville (2004)
57.
Zurück zum Zitat Xu, L., Mould, D.: A procedural method for irregular tree models. Comput. Graph. 36(8), 1036–1047 (2012)CrossRef Xu, L., Mould, D.: A procedural method for irregular tree models. Comput. Graph. 36(8), 1036–1047 (2012)CrossRef
58.
Zurück zum Zitat Neubert, B., Franken, T., Deussen, O.: Approximate image-based tree-modeling using particle flows. ACM Trans. Graph. 26(3), 88:1–88:8 (2007)CrossRef Neubert, B., Franken, T., Deussen, O.: Approximate image-based tree-modeling using particle flows. ACM Trans. Graph. 26(3), 88:1–88:8 (2007)CrossRef
59.
Zurück zum Zitat Zhang, X., Li, H., Dai, M., Ma, W., Quan, L.: Data-driven synthetic modeling of trees. IEEE Trans. Vis. Comput. Graph. 20(9), 1214–1226 (2014)CrossRef Zhang, X., Li, H., Dai, M., Ma, W., Quan, L.: Data-driven synthetic modeling of trees. IEEE Trans. Vis. Comput. Graph. 20(9), 1214–1226 (2014)CrossRef
60.
Zurück zum Zitat Kim, D., Kim, J.: Procedural modeling and visualization of multiple leaves. Multimed. Syst. 23(4), 435–449 (2017)CrossRef Kim, D., Kim, J.: Procedural modeling and visualization of multiple leaves. Multimed. Syst. 23(4), 435–449 (2017)CrossRef
61.
Zurück zum Zitat Zhu, X., Jin, X., You, L.: High-quality tree structures modelling using local convolution surface approximation. Vis. Comput. 31(1), 69–82 (2015)CrossRef Zhu, X., Jin, X., You, L.: High-quality tree structures modelling using local convolution surface approximation. Vis. Comput. 31(1), 69–82 (2015)CrossRef
62.
Zurück zum Zitat Stava, O., Pirk, S., Kratt, J., Chen, B., Měch, R., Deussen, O., Benes, B.: Inverse procedural modelling of trees. Comput. Graph. Forum 33(6), 118–131 (2014)CrossRef Stava, O., Pirk, S., Kratt, J., Chen, B., Měch, R., Deussen, O., Benes, B.: Inverse procedural modelling of trees. Comput. Graph. Forum 33(6), 118–131 (2014)CrossRef
63.
Zurück zum Zitat Mongus, D., Žalik, B.: An efficient approach to 3D single tree-crown delineation in LiDAR data. ISPRS J. Photogramm. Remote Sens. 108, 219–233 (2015)CrossRef Mongus, D., Žalik, B.: An efficient approach to 3D single tree-crown delineation in LiDAR data. ISPRS J. Photogramm. Remote Sens. 108, 219–233 (2015)CrossRef
Metadaten
Titel
Interactive synthesis and visualization of self-organizing trees for large-scale forest succession simulation
verfasst von
Štefan Kohek
Damjan Strnad
Borut Žalik
Simon Kolmanič
Publikationsdatum
03.11.2018
Verlag
Springer Berlin Heidelberg
Erschienen in
Multimedia Systems / Ausgabe 3/2019
Print ISSN: 0942-4962
Elektronische ISSN: 1432-1882
DOI
https://doi.org/10.1007/s00530-018-0597-6

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