Structural Feature Based Anomaly Detection for Packed Executable Identification - Computational Intelligence in Security for Information Systems - page 249

and handled naturally in a true three-dimensional environment (e.g. depth is explicitly
perceived and not just implied). All these techniques can allow scientists to better
understand their data. Viewing the data in this way can quickly draw the scientist's
attention to interesting and/or anomalous portions of the data. Because of this, we
encourage scientists to use scientific visualization from the beginning of their
experiments and simulations and not just when they think they have everything
operating correctly. This also allows scientists to develop a set of visualization tools
and techniques that will help them understand their data as their research matures. For
example, depending on of our astronomical example, in order to understand
immediately the evolution of the investigated proto-planetary disc help us the final
products of Visualization Tool (VT) for astronomers as are lot of video files and
pictures.
VT tool for Earth Science provides pictures from simulations of the big Fire in
Crompla region and from flood in river Vah, see Figure 1. Pictures shows
simulations results of the evolution of proto-planetary disc from 1Myr to 1000 Myr.
Specifically, Figure 2 shows the evolution of proto-planetary disc in the time of 1
Myr. We can see that during the 1000 Myr time that the particles were replaced from
inside to outside of the spheres. Figure 2 shows the result of dynamical evolution of
Oort-cloud as a part of proto-planetary disk after its evolutionary stage which was the
first Gyr (giga year) [6].
Fig. 1. Visualization outputs from research results in Earth science natural disasters simulations
Fig. 2. Visualization outputs from research results in Astrophysics science simulations
2.2 Directly Visual Education Form
Educational visualization uses a simulation normally created on a computer to
develop an image of something so it can be taught about. This is very useful when
teaching a topic which is difficult to see otherwise, for example, proto-planetary disk,
its evolution or evolution in Solar system. It can also be used to view past events,
such as looking at the Solar system during its evolution stage, or look at things that
are difficult. For astronomers, the VT has in education roles well.