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Algorithms and Optimization Aravind Srinivasan University of Maryland.

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Presentation on theme: "Algorithms and Optimization Aravind Srinivasan University of Maryland."— Presentation transcript:

1 Algorithms and Optimization Aravind Srinivasan University of Maryland

2 State-of-the-art, recent advances Protocol Design –individual layers: e.g., random-access protocols with good efficiency ratio –cross-layer optimization; e.g., MAC+routing Capacity-estimation –well-developed for “random” instances –beginnings of algorithmic (worst-case) approaches Selfishness (initial stages) and locality The role of random walks (opt., resource discovery, epid. protocols, diffusion, …)

3 Open Problems Distributed Linear Programming for wireless, more general optimization Capacity vs. latency Traffic models (for all of the above): periodic, gradually-varying? Adversarial queuing theory? New measures: e.g., interaction between lifetime maximization and Markov-Chain conductance Group-Steiner models for relays Rigorous analysis of random access for emerging standards

4 Desired advances at PHY layer Realistic models that are amenable to analysis (e.g., latency-minimization for SINR model) Overheads of new technologies: e.g., in opportunistic freq. assignment (lessons from WDM)

5 Challenges for future networks Need for distributed alg.s; even a standard definition is lacking (theory suggests polylogarithmic convergence-time) Understanding of emerging technologies, e.g., cognitive/MCMR networks. Sample questions: –incorporate delays due to channel-hopping into latency- minimization alg.s –channel assignment in heterogeneous MCMR networks Robustness: fault/attack models, robustness against node inactivity (e.g., directed diffusion)

6 Gaps, Discussion Models: for new technologies (e.g., MCMR, cognitive), mobility, fault-tolerance How much re-optimization is feasible? Continually-improving algorithms, stochastic opt. Potentially very rich collaboration between “CS theory” and “networking”: graph theory, geometry, distributed and randomized alg.s, security, adversarial models, self- stabilization, …


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