Title: ESE601: Hybrid Systems
1ESE601 Hybrid Systems
- Modeling with hybrid systems
2Various models
- Air traffic management (ATM) system
- Hybrid systems in biology
- Automotive engine
- Mobile robot
- Chemical reactions
3Conflict Resolution in ATM
See paper (R8) on the website
4Conflict Resolution Protocol
Is this protocol safe ?
5Conflict Resolution Maneuver
6Computing Unsafe Sets
7Safe Sets
8Hybrid systems in biology
- Biomolecular networks the networks comprised by
genes and proteins in a living cell. - Central dogma of molecular biology DNA makes
RNA, RNA makes protein, protein makes the cell. - See paper (R9) on the website.
9The cell
10Central dogma in molecular biology
11Quorum sensing in V. fischeri
12Vibrio fischeri
- V. fischeri is a marine bacterium. They are
luminescent when live at high density. - The hybrid model studies the phenomenon, where
the bacteria can sense the presence of many other
bacteria in the surrounding and trigger the
increase in luminescence. - The gene that regulates the luminescence is
called lux. - See paper (R10) on the website.
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15Quorum sensing in V. fischeri
-
CRP
cAMP
OL
OR
lux box
luxICDABEG
luxR
CRP binding site
Ai
LuxR
-
LuxA
LuxI
LuxR
LuxB
Substrate
Ai
luciferase
16Modeling of biological systems
CRP
positive
luxR gene
START
STOP
regulation
transcription
negative
translation
protein LuxR
chemical reaction
17Modeling of biological systems
1
CRP
0.5
positive
luxR gene
START
STOP
regulation
transcription
-
translation
negative
protein LuxR
chemical reaction
18V. fischeri mathematical model
Co
CRP
act
ColtCo_sw_l
CRPltCRP_sw_l
pl00
ColtCo_sw_l
CRPgtCRP_sw_l
pl01
CogtCo_sw_l
CRPltCRP_sw_l
pl10
CogtCo_sw_l
CRPgtCRP_sw_l
pl11
luxR
Co
CRP
act
ColtCo_sw_r
CRPltCRP_sw_r
pr00
ColtCo_sw_r
CRPgtCRP_sw_r
pr01
CogtCo_sw_r
CRPltCRP_sw_r
pr10
CogtCo_sw_r
CRPgtCRP_sw_r
pr11
luxICDABEG
19BioCharon BioSketchPad Charon
BioSketchPad Biologist-friendly
environment for representing, storing,
simulating, and analyzing biomolecular networks.
Charon A programming language for
modeling, simulating, analyzing, and designing
hybrid systems
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23Concentration in nM
seconds
24Hybrid model of a car engine
- The system to model is a four-cylinder in-line
engine. - The model is in the form of a hybrid piecewise
affine system. - The purpose of the modeling is to devise a
controller for idle speed. - See paper (R11) on the website.
25Hybrid PWA systems
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27The model
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29Hybrid system model of mobile robot
- The system modeled is a four-wheel-steered
four-wheel-driven mobile robot. - See paper (R12) on the website
30The model
- Hybrid model is proposed because of the need to
switch controllers depending on the configuration
of the robot.
31The model
There are three locations (modes of dynamics)
depending on the orientation of the wheels
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33Stochastic hybrid model of chemical reactions
- The underlying idea is that when the number of
molecules involved in the reaction is relatively
small, deterministic model is no longer accurate. - A chemical reaction can be thought of as
collisions between the reactant molecules. - See papers (R10) and (R13) on the website.
34Stochastic hybrid model of chemical reactions
- Thus, chemical reaction in the microscopical
level is inherently stochastic. - Consider the reaction
- The mass-action law dictates that
This approximation is good when the numbers of
molecules of A and B are high.
35Discrete model
36Hybrid model
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