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International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
1
Agent-based Model in
Rectangular Grid for Condensable
Granular Gas Simulation
Sparisoma Viridi*, Freddy Haryanto
Department of Physics, FMIPA, Institut Teknologi Bandung
Jalan Ganesha 10, Bandung 40132, Indonesia
*dudung@gmail.com
v20181130_1
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
2
Outline
• Introduction
• Model
• Results and discussion
• Closing
..
..
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
3
Introduction
Agent-based model
• A very flexible model
• Agents and environment can be freely defined
• Interaction between agents can be divided
into several types
• As also between agent and enviroment
• Imagination is the only limit
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
4
Previous results
• Eksperiments and a very rough model
• Simulations and several materials phases
• Unphysical motion of agents in innovation
ecosystem – role of STP
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
5
IWCS 2018: Drying a sand castle
• A cup of sand
+ 20 ml water
heated in oven
with 150 °C
• Observed at
0, 30, 60, and
90 minutes
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
6
S Viridi, ZFTW Lestari, TDK Wungu, Suprijadi 2018 "Simple grid-based model of sand-
pile avalanche due to heating process" in IWCS 2018, 30 June, Kanazawa, Japan.
IWCS ..: Nonuniform evaporation
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
7
t = 0.001 t = 0.041 t = 0.054 t = 0.092
t = 0.104 t = 0.144 t = 0.206 t = 0.401
SNM 2018: Gas phase
• [0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125]
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
8
S Viridi, F Haryanto, "Pemodelan berbasis-agen dan potensinya dalam simulasi sistem
fisis" in SNM 2018, 16-17 November, Bandung, Indonesia.
SNM 2018: Liquid phase
• [0.060 0.110 0.110 0.125 0.250 0.125 0.110 0.110]
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
9
SNM 2018: Granular phase
• [0.000 0.000 0.000 0.250 0.500 0.250 0.100 0.100]
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
10
SNM 2018: Solid phase
• [0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000]
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
11
SNM 2018: Rotating fluid phase
• [p↑ p↗ p→ p↘ p↓ p↙ p← p↖] region dependence
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
12
SNM 2018: Centrifugal fluid phase
• [p↑ p↗ p→ p↘ p↓ p↙ p← p↖] region dependence
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
13
• [p↑ p↗ p→ p↘ p↓ p↙ p← p↖] region dependence
SN..: Another rotating fluid phase
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
14
PICS 2018: STP with ABM
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
15
S Viridi, T Suheri, S Rahimah, NM Sudaryani, D Suhendra 2018 "Science and
Technology Park in Innovation Ecosystem: An Agent-based Model Simulation" in PICS-
2018, 5 November, Bandung, Indonesia.
Age distribution Type distribution
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
16
Model
Particle motion
• There are eight directions of motion
0:↑, 1:↗, 2:→, 3:↘, 4:↓, 5:↙, 6:←, 7:↖
• Physical system will determine probability of
moving in each direction
• The rule is simple, if destination is empty then
source can be moved from src to dest
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
17
Notation: Row vector
• Probability to the eight direction is represent-
ed in a row matrix (direction probability
vector)
[p↑ p↗ p→ p↘ p↓ p↙ p← p↖]
e.g. an isotropic motion
[1/8 1/8 1/8 1/8 1/8 1/8 1/8 1/8]
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
18
Notation: Matrix
• Direction probability vector
pi = [p↑ p↗ p→ p↘ p↓ p↙ p← p↖]
• Direction probablity matrix
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
19










=
987
654
321
ppp
ppp
ppp
XP
Kinetic energy vs interaction force
• High temperature should produce isotropic
motion direction probability vector
• Existence of interaction force should produce
specific direction probability vector
• At lower temperature force will dominate and
screen the isotropic motion direction
probability vector
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
20
Interaction between matrix?
• Calculate Hadamard product of two or more
matrices
• Normalize the matrix into direction probability
matrix
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
21
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
22
Results and discussion
Two center of condensation 1
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
23
Two center of condensation 2
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
24
Two center of condensation 3
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
25
Two center of condensation 4
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
26
Two center of condensation 5
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
27
Separation distance
• It requires tuning to behave like a liquid-drop
model
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
28
0
0.2
0.4
0.6
0.8
1
20 40 60 80 100
Ds
N
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
29
Closing
Summaries
• ABM has been used in condensable granular
gas simulation
• There are still unclear simulation parameters
• Physical properties can be used to define
matriks component, i.e. direction probability
vector
• Separation of cluster depends on initial
number of particles but inversely
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
30
Acknowledgements
• Authors would like to thank to committee of
ICANSE 2018, Nuclear Physics and Biophysics
Research Division, and Faculty of Mathematics
and Natural Sciences, Institut Teknologi
Bandung
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
31
Future plans
• Find scalling apropriate law for mapping
physical parameters into simulation
parameters
• Modify force formulation in the term of
motion probability vector and matrix
• Make colloaboration (are you interested in
that? )
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
32
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
33
Thank you
International Conference on
Advances in Nuclear Science and
Engineering (ICANSE 2018)
29-30 November 2018,
Bandung, Indonesia
34
https://osf.io/e8vdk/

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Agent-based Model in Rectangular Grid for Condensable Granular Gas Simulation

  • 1. International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 1 Agent-based Model in Rectangular Grid for Condensable Granular Gas Simulation Sparisoma Viridi*, Freddy Haryanto Department of Physics, FMIPA, Institut Teknologi Bandung Jalan Ganesha 10, Bandung 40132, Indonesia *dudung@gmail.com v20181130_1
  • 2. International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 2 Outline • Introduction • Model • Results and discussion • Closing .. ..
  • 3. International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 3 Introduction
  • 4. Agent-based model • A very flexible model • Agents and environment can be freely defined • Interaction between agents can be divided into several types • As also between agent and enviroment • Imagination is the only limit International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 4
  • 5. Previous results • Eksperiments and a very rough model • Simulations and several materials phases • Unphysical motion of agents in innovation ecosystem – role of STP International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 5
  • 6. IWCS 2018: Drying a sand castle • A cup of sand + 20 ml water heated in oven with 150 °C • Observed at 0, 30, 60, and 90 minutes International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 6 S Viridi, ZFTW Lestari, TDK Wungu, Suprijadi 2018 "Simple grid-based model of sand- pile avalanche due to heating process" in IWCS 2018, 30 June, Kanazawa, Japan.
  • 7. IWCS ..: Nonuniform evaporation International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 7 t = 0.001 t = 0.041 t = 0.054 t = 0.092 t = 0.104 t = 0.144 t = 0.206 t = 0.401
  • 8. SNM 2018: Gas phase • [0.125 0.125 0.125 0.125 0.125 0.125 0.125 0.125] International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 8 S Viridi, F Haryanto, "Pemodelan berbasis-agen dan potensinya dalam simulasi sistem fisis" in SNM 2018, 16-17 November, Bandung, Indonesia.
  • 9. SNM 2018: Liquid phase • [0.060 0.110 0.110 0.125 0.250 0.125 0.110 0.110] International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 9
  • 10. SNM 2018: Granular phase • [0.000 0.000 0.000 0.250 0.500 0.250 0.100 0.100] International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 10
  • 11. SNM 2018: Solid phase • [0.000 0.000 0.000 0.000 1.000 0.000 0.000 0.000] International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 11
  • 12. SNM 2018: Rotating fluid phase • [p↑ p↗ p→ p↘ p↓ p↙ p← p↖] region dependence International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 12
  • 13. SNM 2018: Centrifugal fluid phase • [p↑ p↗ p→ p↘ p↓ p↙ p← p↖] region dependence International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 13
  • 14. • [p↑ p↗ p→ p↘ p↓ p↙ p← p↖] region dependence SN..: Another rotating fluid phase International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 14
  • 15. PICS 2018: STP with ABM International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 15 S Viridi, T Suheri, S Rahimah, NM Sudaryani, D Suhendra 2018 "Science and Technology Park in Innovation Ecosystem: An Agent-based Model Simulation" in PICS- 2018, 5 November, Bandung, Indonesia. Age distribution Type distribution
  • 16. International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 16 Model
  • 17. Particle motion • There are eight directions of motion 0:↑, 1:↗, 2:→, 3:↘, 4:↓, 5:↙, 6:←, 7:↖ • Physical system will determine probability of moving in each direction • The rule is simple, if destination is empty then source can be moved from src to dest International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 17
  • 18. Notation: Row vector • Probability to the eight direction is represent- ed in a row matrix (direction probability vector) [p↑ p↗ p→ p↘ p↓ p↙ p← p↖] e.g. an isotropic motion [1/8 1/8 1/8 1/8 1/8 1/8 1/8 1/8] International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 18
  • 19. Notation: Matrix • Direction probability vector pi = [p↑ p↗ p→ p↘ p↓ p↙ p← p↖] • Direction probablity matrix International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 19           = 987 654 321 ppp ppp ppp XP
  • 20. Kinetic energy vs interaction force • High temperature should produce isotropic motion direction probability vector • Existence of interaction force should produce specific direction probability vector • At lower temperature force will dominate and screen the isotropic motion direction probability vector International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 20
  • 21. Interaction between matrix? • Calculate Hadamard product of two or more matrices • Normalize the matrix into direction probability matrix International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 21
  • 22. International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 22 Results and discussion
  • 23. Two center of condensation 1 International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 23
  • 24. Two center of condensation 2 International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 24
  • 25. Two center of condensation 3 International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 25
  • 26. Two center of condensation 4 International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 26
  • 27. Two center of condensation 5 International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 27
  • 28. Separation distance • It requires tuning to behave like a liquid-drop model International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 28 0 0.2 0.4 0.6 0.8 1 20 40 60 80 100 Ds N
  • 29. International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 29 Closing
  • 30. Summaries • ABM has been used in condensable granular gas simulation • There are still unclear simulation parameters • Physical properties can be used to define matriks component, i.e. direction probability vector • Separation of cluster depends on initial number of particles but inversely International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 30
  • 31. Acknowledgements • Authors would like to thank to committee of ICANSE 2018, Nuclear Physics and Biophysics Research Division, and Faculty of Mathematics and Natural Sciences, Institut Teknologi Bandung International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 31
  • 32. Future plans • Find scalling apropriate law for mapping physical parameters into simulation parameters • Modify force formulation in the term of motion probability vector and matrix • Make colloaboration (are you interested in that? ) International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 32
  • 33. International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 33 Thank you
  • 34. International Conference on Advances in Nuclear Science and Engineering (ICANSE 2018) 29-30 November 2018, Bandung, Indonesia 34 https://osf.io/e8vdk/