TY - GEN
T1 - Optimal power line communications control policies using stochastic optimization
AU - Firouzabadi, Sina
AU - O'Neill, Daniel
AU - Goldsmith, Andrea J.
PY - 2010
Y1 - 2010
N2 - We present a general stochastic optimization framework for periodic systems and apply it to PLC networks with linear and time varying (LPTV) channels. Our method of solution operates online and does not assume prior knowledge about the distribution of channel states, but rather samples the LPTV channel to learn the information necessary to compute optimal control policies. We apply this framework to compute optimal bit allocations (rates) and transmit powers for each transmit period over an AC cycle, subject to requirements on average bit error rates and finite buffer sizes. The resultant policies find bit loadings that maximize throughput, while meeting BER requirements and preventing buffer overflow.
AB - We present a general stochastic optimization framework for periodic systems and apply it to PLC networks with linear and time varying (LPTV) channels. Our method of solution operates online and does not assume prior knowledge about the distribution of channel states, but rather samples the LPTV channel to learn the information necessary to compute optimal control policies. We apply this framework to compute optimal bit allocations (rates) and transmit powers for each transmit period over an AC cycle, subject to requirements on average bit error rates and finite buffer sizes. The resultant policies find bit loadings that maximize throughput, while meeting BER requirements and preventing buffer overflow.
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U2 - 10.1109/ISPLC.2010.5479908
DO - 10.1109/ISPLC.2010.5479908
M3 - Conference contribution
AN - SCOPUS:77954396173
SN - 9781424450107
T3 - IEEE ISPLC 2010 - International Symposium on Power Line Communications and its Applications
SP - 96
EP - 101
BT - IEEE ISPLC 2010 - International Symposium on Power Line Communications and its Applications
T2 - 14th Annual International Symposium on Power Line Communications and its Applications, IEEE ISPLC 2010
Y2 - 28 March 2010 through 31 March 2010
ER -