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Reasoning about Performance in Competition and Cooperation
David Tse Wireless Foundations Dept. of EECS U.C. Berkeley Microsoft Cognitive Radio Summit June 5, 2008 TexPoint fonts used in EMF: AAAAAAAAAAAAAA
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Competition and Cooperation
Cognitive radios: compete for resources to transmit their own information cooperate with each other to improve performance Basic questions: What exactly is the resource being competed for? What exactly is the value-added of a cooperating radio?
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Reasoning about Performance
How does an information theorist go about it? formulate a (physical-layer) channel model compute capacity identify key dependency on channel parameters
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Standard PHY-Layer Models
Competition (interference channel) Cooperation (relay channel) Capture key properties of wireless medium: Signal strength Broadcast Superposition Unlike p2p capacity, capacity of these networks open for 30 years
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New Approach Simplify model.
Reason about performance on simplified model, Approximate optimal performance on original model. Determination of capacity of interference and relay channels to within 1 bit/s/Hz. (Etkin,T. & Wang 06, Avestimehr, Diggavi & T. 07) In the process, we obtained an interesting abstraction of the PHY layer.
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Capturing Signal Strength
PHY-layer model Transmit a real number If we have Abstraction n / SNR on the dB scale Least significant bits are truncated at noise level. Matches approx:
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Broadcast and Superposition
MSB’s of weak users collide with LSB’s of strong user.
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Competition PHY-layer model Abstraction Key coupling parameter:
In symmetric case, channel described by two parameters: SNR = signal-to-noise ratio INR = interference-to-noise ratio Key coupling parameter:
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Capacity as a Function of Coupling
1 frequency-division 1/2
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Cooperation Abstraction PHY-Layer Model nSR nRD x x nSD
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Max-Flow Min-Cut Theorem for General Networks
where Generalization of Ford-Fulkerson Theorem for wireline networks.
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Reasoning about Performance via Abstraction
PHY layer higher layers simple abstraction of channel
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