node position forecast in manet with pherocast

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Node Position Forecast in MANET with PheroCast Federal University of Uberlandia Brasil Paulo R. Coelho Enrique Fynn Luis F. Faina Rafael Pasquini Lásaro Camargos

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Paper presented at AINA 2014 describing a simple mechanism to predict the future position of nodes in a MANET and some possible applications.

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Page 1: Node Position Forecast in MANET with PheroCast

Node Position Forecast in MANET with PheroCast

Federal University of Uberlandia Brasil

Paulo R. CoelhoEnrique FynnLuis F. Faina

Rafael PasquiniLásaro Camargos

Page 2: Node Position Forecast in MANET with PheroCast

Where will a node be in thefuture?

Page 3: Node Position Forecast in MANET with PheroCast

http://www.rcrwireless.com/article/20131021/carriers/latam-wrap-up-itu-says-brazil-has-worlds-most-expensive-rates-huawei-moves-regional-hq/

Minimum Wage US$325

Send SMS now or hold until we reachan open WiFi spot?

Page 4: Node Position Forecast in MANET with PheroCast

Proactive routing

To the Internet

Infra 1 Infra 2 Infra 3

Request!Reply @

Infra 3

Page 5: Node Position Forecast in MANET with PheroCast

Be proactive, not reactive

• Proactive routing and hand-off

• Content generation

• GPS route optimization

• Traffic planning in smart cities

Page 6: Node Position Forecast in MANET with PheroCast

PheroCast in nutshell

Page 7: Node Position Forecast in MANET with PheroCast

Landmarks and Sites

• Nearest intersection

• Strongest WIFI signal

• Coarse GPS coordinates

• Base station

Page 8: Node Position Forecast in MANET with PheroCast
Page 9: Node Position Forecast in MANET with PheroCast

Stay Duration

Page 10: Node Position Forecast in MANET with PheroCast

Phero map

Site Avg Stay Num Visits

Page 11: Node Position Forecast in MANET with PheroCast

PheroCast Algorithms

BFS((i,d),t+h)

BFS((i,d),th)

BFS((i,d),t+h)

BFS((i,d),th)

Page 12: Node Position Forecast in MANET with PheroCast

Evaluation

• Seattle's Transit buses• Guess the next log entry

• Edge in Map if interval < m * 30+- 30s apart

• k forecasts with higher probability• gft2 cells• σ smoothing factor

Page 13: Node Position Forecast in MANET with PheroCast

Validity of Assumption: route 007

Page 14: Node Position Forecast in MANET with PheroCast

Error CDF

Page 15: Node Position Forecast in MANET with PheroCast

Parameter combinations

Page 16: Node Position Forecast in MANET with PheroCast

Error in Xk = 3, g = 600, m = 2, σ = 0.4

Page 17: Node Position Forecast in MANET with PheroCast

Error in Yk = 3, g = 600, m = 2, σ = 0.4

Page 18: Node Position Forecast in MANET with PheroCast

Error in X/Yk = 3, g = 600, m = 2, σ = 0.4

Page 19: Node Position Forecast in MANET with PheroCast

Related work

There are better predictors, but• aggregate/centralize data• are computationally expensive

PheroCast runs on portable devices andwithout network conectivity

Page 20: Node Position Forecast in MANET with PheroCast

Thank you!

Questions?