Please wait a minute...
Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering)  2006, Vol. 7 Issue (7): 1134-1140    DOI: 10.1631/jzus.2006.A1134
Rendering & Animation     
Out-of-core clustering of volumetric datasets
GRANBERG Carl J., LI Ling
Department of Computing, Curtin University of Technology, Perth, Australia
Download:     PDF (0 KB)     
Export: BibTeX | EndNote (RIS)      

Abstract  In this paper we present a novel method for dividing and clustering large volumetric scalar out-of-core datasets. This work is based on the Ordered Cluster Binary Tree (OCBT) structure created using a top-down or divisive clustering method. The OCBT structure allows fast and efficient sub volume queries to be made in combination with level of detail (LOD) queries of the tree. The initial partitioning of the large out-of-core dataset is done by using non-axis aligned planes calculated using Principal Component Analysis (PCA). A hybrid OCBT structure is also proposed where an in-core cluster binary tree is combined with a large out-of-core file.

Key wordsOut-of-core clustering      Hybrid rendering      Scientific visualization     
Received: 07 April 2006     
CLC:  TP39  
Cite this article:

GRANBERG Carl J., LI Ling. Out-of-core clustering of volumetric datasets. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2006, 7(7): 1134-1140.

URL:

http://www.zjujournals.com/xueshu/zjus-a/10.1631/jzus.2006.A1134     OR     http://www.zjujournals.com/xueshu/zjus-a/Y2006/V7/I7/1134

[1] Yi-cong Gao, Yi-xiong Feng, Jian-rong Tan. Multi-principle preventive maintenance: a design-oriented scheduling study for mechanical systems[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2014, 15(11): 862-872.
[2] Jin Cheng, Gui-fang Duan, Zhen-yu Liu, Xiao-gang Li, Yi-xiong Feng, Xiao-hai Chen. Interval multiobjective optimization of structures based on radial basis function, interval analysis, and NSGA-II[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2014, 15(10): 774-788.
[3] Wen-feng Gan, Jian-zhong Fu, Hong-yao Shen, Zhi-wei Lin. A morphing machining strategy for artificial bone[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2014, 15(3): 157-171.
[4] Chang-yu Cui, Bao-shi Jiang, You-bao Wang. Node shift method for stiffness-based optimization of single-layer reticulated shells[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2014, 15(2): 97-107.
[5] José D. Martínez-Morales, Elvia R. Palacios-Hernández, Gerardo A. Velázquez-Carrillo. Modeling and multi-objective optimization of a gasoline engine using neural networks and evolutionary algorithms[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2013, 14(9): 657-670.
[6] Hue-yee Chong, Mahidzal Dahari, Hwa-jen Yap, Ying-tai Loong. Fuzzy-based risk prioritization for a hydrogen refueling facility in Malaysia[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2013, 14(8): 565-573.
[7] David Poto?nik, Bojan Dol?ak, Miran Ulbin. GAJA: 3D CAD methodology for developing a parametric system for the automatic (re)modeling of the cutting components of compound washer dies[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2013, 14(5): 327-340.
[8] Jing-hua Xu, Shu-you Zhang, Jian-rong Tan, Ri-na Sa. Collisionless tool orientation smoothing above blade stream surface using NURBS envelope*#[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2013, 14(3): 187-197.
[9] Francisco J. Martinez-Martin, Fernando Gonzalez-Vidosa, Antonio Hospitaler, Víctor Yepes. Multi-objective optimization design of bridge piers with hybrid heuristic algorithms[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2012, 13(6): 420-432.
[10] Zhen-fei Zhan, Jie Hu, Yan Fu, Ren-Jye Yang, Ying-hong Peng, Jin Qi. Multivariate error assessment of response time histories method for dynamic systems[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2012, 13(2): 121-131.
[11] Xiao-fan Wu, Chun Chen, Jia-jun Bu, Gang Chen. Sensor network architecture for intelligent high-speed train on-board monitoring[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2011, 12(12): 921-925.
[12] Mohammed Abdul Wazed, Shamsuddin Ahmed, Yusoff Bin Nukman. Mathematical models for process commonality under quality and resources breakdown in multistage production[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2011, 12(11): 837-848.
[13] Pablo García Ansola, Andrés García, Javier de las Morenas, Javier García Escribano, Francisco Javier Otamendi. ZigID: Improving visibility in industrial environments by combining WSN and RFID[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2011, 12(11): 849-859.
[14] Nur Saaidah Abu Bakar, Mohd Rizal Alkahari, Hambali Boejang. Analysis on fused deposition modelling performance[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2010, 11(12): 972-977.
[15] Jeonghwa Lee, Chi-Hyuck Jun. Biclustering of ARMA time series[J]. Journal of Zhejiang University-SCIENCE A (Applied Physics & Engineering), 2010, 11(12): 959-965.