TY - GEN
T1 - Quadratically Constrained Channels with Causal Adversaries
AU - Li, Tongxin
AU - Dey, Bikash Kumar
AU - Jaggi, Sidharth
AU - Langberg, Michael
AU - Sarwate, Anand D.
N1 - Funding Information:
This work was partially funded by a grant from the University Grants Committee of the Hong Kong Special Administrative Region (Project No. AoE/E-02/08), RGC GRF grants 14208315 and 14313116, NSF grant 1526771, and a grant from Bharti Centre for Communication in IIT Bombay.
Funding Information:
ACKNOWLEDGMENT This work was partially funded by a grant from the University Grants Committee of the Hong Kong Special Administrative Region (Project No. AoE/E-02/08), RGC GRF grants 14208315 and 14313116, NSF grant 1526771, and a grant from Bharti Centre for Communication in IIT Bombay.
PY - 2018/8/15
Y1 - 2018/8/15
N2 - We consider the problem of communication over a channel with a causal jamming adversary subject to quadratic constraints. A sender Alice wishes to communicate a message to a receiver Bob by transmitting a real-valued length-n codeword mathbf x=(x- 1, ldots, x- n) through a communication channel. Alice and Bob do not share common randomness. Knowing Alice's encoding strategy, a jammer James chooses a real-valued length-n adversarial noise sequence mathbf s=(s- 1, ldots, s- n) in a causal manner: each s- t (1leq tleq n) can only depend on (x- 1, ldots, x- t). Bob receives y, the sum (over mathbb R) of Alice's transmission x and James' jamming vector s, and is required to reliably estimate Alice's message from this sum. In addition, Alice and James's transmission powers are restricted by quadratic constraints P > 0 and N > 0 such that sum- t=1 nx- t 2leq nP and sum- t=1 n s- t 2leq nN. In this work, we characterize the channel capacity for such a channel as the limit superior of the optimal values C- nleft(frac P Nright) of a series of optimizations. Upper and lower bounds on C- nleft(frac P Nright) are provided both analytically and numerically. Interestingly, unlike many communication problems, in this causal setting Alice's optimal codebook may not have a uniform power allocation - for certain SNR a codebook with a two-level uniform power allocation results in a strictly higher rate than a codebook with a uniform power allocation would.
AB - We consider the problem of communication over a channel with a causal jamming adversary subject to quadratic constraints. A sender Alice wishes to communicate a message to a receiver Bob by transmitting a real-valued length-n codeword mathbf x=(x- 1, ldots, x- n) through a communication channel. Alice and Bob do not share common randomness. Knowing Alice's encoding strategy, a jammer James chooses a real-valued length-n adversarial noise sequence mathbf s=(s- 1, ldots, s- n) in a causal manner: each s- t (1leq tleq n) can only depend on (x- 1, ldots, x- t). Bob receives y, the sum (over mathbb R) of Alice's transmission x and James' jamming vector s, and is required to reliably estimate Alice's message from this sum. In addition, Alice and James's transmission powers are restricted by quadratic constraints P > 0 and N > 0 such that sum- t=1 nx- t 2leq nP and sum- t=1 n s- t 2leq nN. In this work, we characterize the channel capacity for such a channel as the limit superior of the optimal values C- nleft(frac P Nright) of a series of optimizations. Upper and lower bounds on C- nleft(frac P Nright) are provided both analytically and numerically. Interestingly, unlike many communication problems, in this causal setting Alice's optimal codebook may not have a uniform power allocation - for certain SNR a codebook with a two-level uniform power allocation results in a strictly higher rate than a codebook with a uniform power allocation would.
UR - http://www.scopus.com/inward/record.url?scp=85052458282&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85052458282&partnerID=8YFLogxK
U2 - 10.1109/ISIT.2018.8437839
DO - 10.1109/ISIT.2018.8437839
M3 - Conference contribution
AN - SCOPUS:85052458282
SN - 9781538647806
T3 - IEEE International Symposium on Information Theory - Proceedings
SP - 621
EP - 625
BT - 2018 IEEE International Symposium on Information Theory, ISIT 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2018 IEEE International Symposium on Information Theory, ISIT 2018
Y2 - 17 June 2018 through 22 June 2018
ER -