One of the fundamental problems of information theory, since its foundation by C. Shannon, has been the computation of the capacity of a discrete memoryless channel, a quantity expressing the maximum rate at which information can travel through the channel. In this paper, we investigate the properties of a novel approach to computing the capacity, based on a continuous-time dynamical system. Interestingly, the proposed dynamical system can be regarded as a continuous-time version of the classical Blahut-Arimoto algorithm, and we can prove that the former shares with the latter an exponential rate of convergence if certain conditions are met. Moreover, a circuit design is presented to implement the dynamics, hence enabling analog computation to estimate the capacity.
Vector flows that compute the capacity of discrete memoryless channels / Beretta, Guglielmo; Pelillo, Marcello. - In: ENTROPY. - ISSN 1099-4300. - ELETTRONICO. - 27:4(2025). [10.3390/e27040362]
Vector flows that compute the capacity of discrete memoryless channels
Beretta, Guglielmo;
2025
Abstract
One of the fundamental problems of information theory, since its foundation by C. Shannon, has been the computation of the capacity of a discrete memoryless channel, a quantity expressing the maximum rate at which information can travel through the channel. In this paper, we investigate the properties of a novel approach to computing the capacity, based on a continuous-time dynamical system. Interestingly, the proposed dynamical system can be regarded as a continuous-time version of the classical Blahut-Arimoto algorithm, and we can prove that the former shares with the latter an exponential rate of convergence if certain conditions are met. Moreover, a circuit design is presented to implement the dynamics, hence enabling analog computation to estimate the capacity.File | Dimensione | Formato | |
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Beretta and Pelillo - 2025 - Vector flows that compute the capacity of discrete memoryless channels.pdf
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https://hdl.handle.net/11583/2998761