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Visualization techniques to aid in the analysis of multi-spectral astrophysical data sets

TLDR
The goal of this project was to support the scientific analysis of multi-spectral astrophysical data by means of scientific visualization, and the software system STAR (Scientific Toolkit for Astrophysical Research) was developed during the course of the project to better understand the pragmatic concerns raised in the project.
Abstract
The goal of this project was to support the scientific analysis of multi-spectral astrophysical data by means of scientific visualization. Scientific visualization offers its greatest value if it is not used as a method separate or alternative to other data analysis methods but rather in addition to these methods. Together with quantitative analysis of data, such as offered by statistical analysis, image or signal processing, visualization attempts to explore all information inherent in astrophysical data in the most effective way. Data visualization is one aspect of data analysis. Our taxonomy as developed in Section 2 includes identification and access to existing information, preprocessing and quantitative analysis of data, visual representation and the user interface as major components to the software environment of astrophysical data analysis. In pursuing our goal to provide methods and tools for scientific visualization of multi-spectral astrophysical data, we therefore looked at scientific data analysis as one whole process, adding visualization tools to an already existing environment and integrating the various components that define a scientific data analysis environment. As long as the software development process of each component is separate from all other components, users of data analysis software are constantly interrupted in their scientific work in order to convert from one data format to another, or to move from one storage medium to another, or to switch from one user interface to another. We also took an in-depth look at scientific visualization and its underlying concepts, current visualization systems, their contributions and their shortcomings. The role of data visualization is to stimulate mental processes different from quantitative data analysis, such as the perception of spatial relationships or the discovery of patterns or anomalies while browsing through large data sets. Visualization often leads to an intuitive understanding of the meaning of data values and their relationships by sacrificing accuracy in interpreting the data values. In order to be accurate in the interpretation, data values need to be measured, computed on, and compared to theoretical or empirical models (quantitative analysis). If visualization software hampers quantitative analysis (which happens with some commercial visualization products), its use is greatly diminished for astrophysical data analysis. The software system STAR (Scientific Toolkit for Astrophysical Research) was developed as a prototype during the course of the project to better understand the pragmatic concerns raised in the project. STAR led to a better understanding on the importance of collaboration between astrophysicists and computer scientists. Twenty-one examples of the use of visualization for astrophysical data are included with this report. Sixteen publications related to efforts performed during or initiated through work on this project are listed at the end of this report.

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Citations
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Journal ArticleDOI

Scientific Visualization in Astronomy: Towards the Petascale Astronomy Era

TL;DR: An examination of scientific visualization applications in astronomy through an examination of the literature published during the last two decades identifies the two most active fields for progress and identifies six grand challenges for scientific visualization research in the Petascale Astronomy Era.
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Visualization for the Physical Sciences

TL;DR: This work presents the first survey of its kind that provides a comprehensive view of existing work on visualization for the physical sciences, and introduces novel classification schemes based on application area, data dimensionality and main challenge addressed.
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The role of 3-D interactive visualization in blind surveys of H I in galaxies

TL;DR: This paper discusses how Visual Analytics, the combination of automated data processing and human reasoning, creativity and intuition, supported by interactive visualization, enables flexible and fast interaction with the 3-D data, helping the astronomer to deal with the analysis of complex sources.
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Visualizing Multiwavelength Astrophysical Data

TL;DR: This work begins with the processing of the data themselves, uniformizing the representations and units of raw data obtained from varied detector sources, and applies tools to map, convert, color-code, and format the multiwavelength data in forms useful for applications.
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Interactive Visualization of the Largest Radioastronomy Cubes

TL;DR: This work presents a solution to interactively visualize larger-than-memory 3D astronomical data cubes by utilizing a heterogeneous cluster of CPUs and GPUs.
References
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Journal ArticleDOI

Automating the design of graphical presentations of relational information

TL;DR: APT as discussed by the authors is an application-independent presentation tool that automatically designs effective graphical presentations (such as bar charts, scatter plots, and connected graphs) of relational information, based on the view that graphical presentations are sentences of graphical languages.
Proceedings ArticleDOI

Rapid controlled movement through a virtual 3D workspace

TL;DR: A new technique for targeted viewpoint movement that is rapid motion over distances that slows as the viewpoint approaches the target object, and can be used with 2D and multidimensional input devices and extended to move objects in the workspace.
Proceedings ArticleDOI

Artificial reality with force-feedback: development of desktop virtual space with compact master manipulator

TL;DR: This paper describes a method of implementing force-feedback in a virtual space manipulation system composed of two subsystems, a real-time graphic display system and a tactile input device with reaction force generator.
Journal ArticleDOI

3-Draw: a tool for designing 3D shapes

TL;DR: A fundamentally new type of CAD system for designing shape that is intuitive, easy to use, and powerful is presented, based on a paradigm that can be described as designing directly in 3-D.
Proceedings ArticleDOI

A problem-oriented classification of visualization techniques

TL;DR: An approach is described, based on a classification of visualization techniques, that is independent of particular application domains and provides a way for workers in different application disciplines to share methods.