Sketching Uncertainty into Simulations

In a variety of application areas, the use of simulation steering in decision making is limited at best. Research focusing on this problem suggests that most user interfaces are too complex for the end user. Our goal is to let users create and investigate multiple, alternative scenarios without the need for special simulation expertise. To simplify the specification of parameters, we move from a traditional manipulation of numbers to a sketch-based input approach. Users steer both numeric parameters and parameters with a spatial correspondence by sketching a change onto the rendering. Special visualizations provide immediate visual feedback on how the sketches are transformed into boundary conditions of the simulation models. Since uncertainty with respect to many intertwined parameters plays an important role in planning, we also allow the user to intuitively setup complete value ranges, which are then automatically transformed into ensemble simulations. The interface and the underlying system were developed in collaboration with experts in the field of flood management. The real-world data they have provided has allowed us to construct scenarios used to evaluate the system. These were presented to a variety of flood response personnel, and their feedback is discussed in detail in the paper. The interface was found to be intuitive and relevant, although a certain amount of training might be necessary.

[1]  Eduard Gröller,et al.  Nodes on Ropes: A Comprehensive Data and Control Flow for Steering Ensemble Simulations , 2011, IEEE Transactions on Visualization and Computer Graphics.

[2]  J. Tukey,et al.  Variations of Box Plots , 1978 .

[3]  Mario Costa Sousa,et al.  Sketch-based modeling: A survey , 2009, Comput. Graph..

[4]  Takeo Igarashi,et al.  Magic canvas: interactive design of a 3-D scene prototype from freehand sketches , 2007, GI '07.

[5]  B. Merz,et al.  Flood risk assessment and associated uncertainty , 2003 .

[6]  M.J.P. Mens,et al.  Frameworks for flood event management , 2008 .

[7]  Russell S. Harmon,et al.  TanGeoMS: Tangible Geospatial Modeling System , 2010, IEEE Transactions on Visualization and Computer Graphics.

[8]  Takeo Igarashi,et al.  Sketch-based Dynamic Illustration of Fluid Systems , 2011, ACM Trans. Graph..

[9]  Rafael Bidarra,et al.  Interactive Creation of Virtual Worlds Using Procedural Sketching , 2010, Eurographics.

[10]  Stephen D. Laycock,et al.  A sketch-based system for highway design , 2011, SBIM '11.

[11]  Arvin Agah,et al.  A survey of sketch-based 3-D modeling techniques , 2009, Interact. Comput..

[12]  Göran Sandberg,et al.  An approach to teaching architectural and engineering students utilizing computational mechanics software ForcePAD , 2004, J. Inf. Technol. Constr..

[13]  Daniel A. Keim,et al.  Geovisual analytics for spatial decision support: Setting the research agenda , 2007, Int. J. Geogr. Inf. Sci..

[14]  Eduard Gröller,et al.  World Lines , 2010, IEEE Transactions on Visualization and Computer Graphics.

[15]  Marie-Paule Cani,et al.  Sketch-Based Modeling of Vascular Systems: a First Step Towards Interactive Teaching of Anatomy , 2010, SBIM.

[16]  Jernej Barbic,et al.  Real-time control of physically based simulations using gentle forces , 2008, ACM Trans. Graph..

[17]  David Salesin,et al.  A sketching interface for articulated figure animation , 2006, SIGGRAPH 2006.

[18]  Johann Habakuk Israel,et al.  Investigating the Learnability of Immersive Free-Hand Sketching , 2010, SBIM.

[19]  R. Maaten Review of flood event management Decision Support Systems , 2007 .

[20]  Zhigang Deng,et al.  Formation sketching: an approach to stylize groups in crowd simulation , 2011, Graphics Interface.

[21]  Gordon Erlebacher,et al.  Overview of Flow Visualization , 2005, The Visualization Handbook.

[22]  Florian Pappenberger,et al.  Ensemble flood forecasting: a review. , 2009 .

[23]  David S. Ebert,et al.  Visual analytics decision support environment for epidemic modeling and response evaluation , 2011, 2011 IEEE Conference on Visual Analytics Science and Technology (VAST).

[24]  Daniel F. Keefe,et al.  Drawing with the Flow: A Sketch-Based Interface for Illustrative Visualization of 2D Vector Fields , 2010, SBIM.

[25]  Karan Singh,et al.  Sketch-based path design , 2009, Graphics Interface.