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Models and Autonomous Processes

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For most of what we've examined this semester, the data ... clamping input selector. Fall 2000. CS 7450. 14. Problem. These example showed two-dimensional data ... – PowerPoint PPT presentation

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Title: Models and Autonomous Processes


1
Models and Autonomous Processes
  • CS 7450 - Information Visualization
  • November 21, 2000

2
Data Forms
  • For most of what weve examined this semester,
    the data was static, available a priori and
    finite
  • Consider data being generated by some kind of
    simulator or process
  • Potentially infinite number of potential data
    items

3
Examples
  • Mathematical model that can generate many
    different data points
  • Experiment with independent and dependent
    variables
  • Physical manufacturing process with a set of
    parameters that can be modified, then a variety
    of outputs (stresses, qualities, etc.) are
    observed

4
Book Example
  • Filament that has four parameters (X1, X2, X3,
    X4) controlled by manufacturer
  • Choices of those then exhibits set of four
    stresses (S1, S2, S3, S4)

5
Functions
  • Each stress can be calculated by a complex
    equation of parameters
  • S3 35.7X1 29.1X23 67.8X32 92.4X42
    54.2X13 13.3

6
Objective
  • Would like to visualize resultant stress values
    when we change input parameter values
  • Dynamic query-ish interface for exploration
  • Allows designer to look at input space and see
    what happens when values change

7
Objective 2
  • How about backwards?
  • Wouldnt it be neat to see sets of resultant
    stress values, and then be able to find out which
    parameters make those
  • Idea Explore the output space (which is what
    you really care about) then see what you need to
    do to get there

8
Challenge
  • Unfortunately, complex models can be too
    computationally expensive to do dynamic query-ish
    displays on the fly
  • Simply takes too long to calculate many output
    stress values

9
Compromise
  • Pre-calculate a set of 400 (e.g.) combinations of
    parameters and get the corresponding output
    stresses
  • Basically, manually populate the data space with
    enough examples to make it interesting

10
Influence Explorer
  • Interactive system to explore these kinds of
    relationships
  • Created to help designers experiment with space
    of solutions and parameters

Tweedie, Spence, Dawkes Su 95
11
Depiction
X2
S2
X1
S1
Input params
Result stresses
12
Interactive Query
Choose outputs then see what it takes
S2
X2
S1
X1
Result stresses
Input params
13
Alternative
Select range of focus via some form of clamping
input selector
S2
S1
Result stresses
14
Problem
  • These example showed two-dimensional data
  • We can have much higher dimensionality in our
    data sets

15
Solution
Utilize stacked histograms to represent different
variables
Parameters
Performances
16
Interaction
  • User can then interactively select particular
    regions of either the parameters or performances
    and see where the corresponding values are

17
Interface
Selecting different regions of performance S4 to
see where other values come from
18
(No Transcript)
19
Alternate View
Customers preferred limits for performances are
entered. Those matching 4 red 3 black 2 dark
gray 1 light gray
20
Corresponding Parameters
Shows the design parameters that fit the
desired outputs
Video
21
Others
  • Other types of autonomous processes exist
  • Software visualization (Saw last time)
  • Software agents
  • Financial processes

22
References
  • Spence text
  • All referred to papers and web sites

23
Assignment Handback
  • Most people used tool as form of WWW
    links/PowerPoint
  • What saw demoed?
  • What tool facilitated?
  • Easier?

24
Problems
  • Closing before file saved
  • Should put all images in same directory

25
Class Suggestions
Undo Better paste Cant link to individ in
group Animation, dynamics ÿ char appears Overview
map Templates Gridlines Snap navigation Bread
crumbs, book- marks, history Coordinates Text
search Copy-paste inconsistent Ask to save on quit
Straight lines Better input devices Side edit
view Zoom levels Hand/arrow mode
confusion Search for objects, text Put
limitations on infinite zooming in Pct done
indicator on save Lack of context Mode to
highlight all hyperlinks When black bg, cant
find cursor
Composite movement (zoom-pan-zoom) Go home
didnt work Multiple links from one
object Object/text editing
26
My Observation
  • Zooming methodology with mouse in current tool
    just doesnt work well
  • Alternate Pan-zoom as moves, hold button down
    to zoom in
  • 1 Pan
  • 2 Zoom in as button held down
  • 3 Zoom out
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