In this work, we regard neural networks as communication channels and measure the complexity of neural networks by means of their channel capacity鈥攖he maximum information reserved in the output of a neural network. Furthermore, we show a connection between the L2-norm of the weight matrix of...
Radio channel is characterized by a multipath propagation that is suitable for application of network coding (NC) to improve the network capacity. In particular, physical layer network coding (PNC) scheme is known to double the network capacity of bi-directional communication between pairs of end ...
The channel capacity distribution is evaluated by Monte-Carlo numerical computation method. It is shown that the use of 2 receive antennas maximize the downlink channel capacity while the use of around 5 distributed transmit antennas is sufficient. 展开 ...
For simple channels, the capacity can be evaluated by finding the maximum analytically. For more difficult channels, efficient computational algorithms exist. The capacity of the binary symmetric channel with transition matrix [1−ppp1−p] is C=1+p log 2p+(1−p) log 2(1−p)...
Using this expression we prove capacity for a class of general cognitive network that we denote as "very strong interference" regime. In this regime there is no rate loss in having all the receivers decode all the messages and the capacity region reduces to the capacity of the compound ...
Providing each node with one or more multi-channel radios offers a promising avenue for enhancing the network capacity by simultaneously exploiting multiple non-overlapping channels through different radio interfaces and mitigating interferences through
We show that forward capacity is very near to maximum for telephone network utilization less than one, while it degrades rapidly thereafter. Moreover, we develop an expression for the average hopping rate and we demonstrate the sensitivity of capacity with the number of RF channels. 展开 ...
We provide an analysis of the channel capacity of multiple antennas terminated by three most common matching decoupling networks. We confirm that the achievable information rate of the multiple antennas terminated by self- and characteristic impedance matching network is below the information throughput ...
16.Research on Capacity and Multi-Channel Access Protocol of Ad Hoc Network;Ad Hoc网络容量和多信道接入协议研究 17.The Bounds of MIMO Capacity Based on the Geometrical Channel Model基于MIMO几何信道模型的容量界研究 18.The capacity-cost function of discrete memoryless channel, and channel coding theor...
Lifecycle: The typical lifecycle of a state channel consists of establishment, execution, and termination phases. To establish the channel, the participants first lock some funds (or assets) using a smart contract on the main chain. The sum of the initially locked funds is the capacity of the...