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Abdelmalek Essaâdi University, Morroco Laboratory of Information Systems and Telecommunication The International Conference on Intelligent Distributed Computing - IDC 2012 : Calabria, Italy, September 24-26, 2012 Sefrioui Imane, Cherrat Loubna, Ezziyyani Mostafa, Mohammed Essaaidi

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Page 1: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Abdelmalek Essaâdi University, Morroco

Laboratory of Information Systems and Telecommunication

The International Conference on Intelligent Distributed Computing - IDC 2012 :

Calabria, Italy, September 24-26, 2012

Sefrioui Imane, Cherrat Loubna, Ezziyyani Mostafa, Mohammed Essaaidi

Page 2: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Natural disasters:

Earthquakes

Tsunamis

Floods

Cause huge loss of human

life and property.

Disaster management:

Management of disasters plays a decisive role to minimize the damages.

Page 3: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

we propose the development of an intelligent evacuation system for management of flood disasters.

The system proposed is based on Wireless Sensors Network and Multi-Agent Model.

The system gives the best decisions that can be taken in this emergency situation taking into account the changes of the environment. It provides directions to the users for the shortest and less hazardous routes.

Page 4: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Flood disaster occurs in an area.

Firebrigade wants to evacuate a victim.

Page 5: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of
Page 6: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of
Page 7: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of
Page 8: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of
Page 9: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of
Page 10: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Firebrigade wastes time seeking for safe path while the hazard has increased.

The victim is in more critical state.

Page 11: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of
Page 12: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of
Page 13: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of
Page 14: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

The system gives the safest and shortest path.

Save time.

Evacuate victim fastly.

The firebrigade has time to evacuate more victims.

Page 15: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Around Project: ◦ Autonomous Robots for Observation of Urban

Networks after Disasters.

◦ Focus on Earthquakes.

◦ Developped in GAMA platform.

Robocup Rescue: ◦ Focus on Earthquakes.

An Emergency Response System for Intelligent Buildings: ◦ Focus on evacuation in case of fire hazard in a

building

◦ Indoor navigation

Page 16: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Geographic Information System ◦ The simulation environment should be based on GIS that contains a

complete and reliable spatial data.

Wireless Sensors Network ◦ Sensors are used to monitor the hazards that can occur on road

transport networks and determine the road damage degree.

Multi-agent System ◦ Agents are used to represent various types of actors that interact

inside a virtual world. Agents can communicate and coordinate with each others to make decisions.

Shortest & Safest Path Algorithm ◦ An algorithm to compute the shortest and safest path in an

environment which is subject to continous changes.

Page 17: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

We use GIS to represent spatial data.

Each node represents a location where there is a choice of roads to travel on or a terminal extremity of a road.

Each edge represents a straight line of walkway or traffic road.

Page 18: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Sensors deployed in the edge (i,j) and monitors the hazards.

They integrate a unit of environmental data acquisition (temperature, precipitation, water level) that can be transformed into numerical quantities, a processing unit with limited computing power and limited memory, a communication device (radio transmission) and a battery.

They cooperate with each other to form a system called wireless sensors network.

Page 19: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Agents: Victims

Ambulance

FireBrigade

Police

Helicopters

Animals

Vehicles

Page 20: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

1

4

2

3

Ambulance Police

Hospital Victim

Page 21: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

GIS determine the graph.

Cost of every edge: ◦ L(i,j) = l(i, j) . H(i, j)

T(i,j)

l(i,j) = length of the edge

H(i,j) = hazard intensity

H(i,j) ∈ [1, ∞ [

T(i,j) = 1 if the current user can take this edge

0 otherwise

Page 22: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Require the node u

Ensure the next decision node v

Remove node u from the set of unvisited nodes Q

For every neighbors, n of u do

◦ GET H(u,n) from sensor in (u,n)

◦ Compute L(u, n) = l(u, n) . h(u, n) T(u,n)

◦ C(n) min{C(n), C(u) + L(u, n)}

end for

v argmin{Q}

n1

n2

u n3

n4

Page 23: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Require the node u

Ensure the next decision node v

n1

n2

u n3

n4

Page 24: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Require the node u

Ensure the next decision node v

Remove node u from the set of unvisited nodes Q

n1

n2

u n3

n4

Page 25: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Require the node u

Ensure the next decision node v

Remove node u from the set of unvisited nodes Q

For every neighbors, n of u do

end for

n1

n2

u n3

n4

Page 26: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Require the node u

Ensure the next decision node v

Remove node u from the set of unvisited nodes Q

For every neighbors, n of u do

◦ GET H(u,n) from sensor in (u,n)

end for

n1

n2

u n3

n4

Page 27: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Require the node u

Ensure the next decision node v

Remove node u from the set of unvisited nodes Q

For every neighbors, n of u do

◦ GET H(u,n) from sensor in (u,n)

◦ Compute L(u, n) = l(u, n) . h(u, n) T(u,n)

end for

n1

n2

u n3

n4

Page 28: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Require the node u

Ensure the next decision node v

Remove node u from the set of unvisited nodes Q

For every neighbors, n of u do

◦ GET H(u,n) from sensor in (u,n)

◦ Compute L(u, n) = l(u, n) . h(u, n) T(u,n)

◦ C(n) min {C(n), C(u) + L(u, n)}

end for

n1

n2

u n3

n4

Page 29: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Require the node u

Ensure the next decision node v

Remove node u from the set of unvisited nodes Q

For every neighbors, n of u do

◦ GET H(u,n) from sensor in (u,n)

◦ Compute L(u, n) = l(u, n) . h(u, n) T(u,n)

◦ C(n) min {C(n), C(u) + L(u, n)}

end for

v argmin{Q}

n1

n2

u n3

n4

Page 30: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of

Conclusion: ◦ we proposed a model for computing the shortest

and safest path towards the destination during flood disasters.

Further work: ◦ Select the appropriate sensors for the system and

the areas where to deploy them.

◦ Extend the algorithm : Include expert knowledge.

◦ Implement this model and give results.

Page 31: Abdelmalek Essaâdi University, Morroco Laboratory …idc2012.deis.unical.it/slides/ImaneSefrioui.pdfwe propose the development of an intelligent evacuation system for management of