Nonlinear circuit macromodeling using new heterogeneous-layered deep clockwork recurrent neural network
M Azodi, SA Sadrossadat, Y Savaria - IEEE Access, 2024 - ieeexplore.ieee.org
Nonlinear circuit modeling is a complex task involving sequential data and time-domain
analysis. While Recurrent Neural Networks (RNNs) handle these tasks, their limitations …
analysis. While Recurrent Neural Networks (RNNs) handle these tasks, their limitations …
Hybrid Batch-Normalized Deep Feedforward Neural Network Incorporating Polynomial Regression for High-Dimensional Microwave Modeling
This paper proposes a new hybrid structure and microwave modeling method that combines
polynomial regression with batch-normalized deep feedforward neural network (BN-DFN) to …
polynomial regression with batch-normalized deep feedforward neural network (BN-DFN) to …
Macromodeling of Nonlinear High-Speed Circuits Using Novel Hybrid Bidirectional High-Order Deep Recurrent Neural Network
S Zebhi, SA Sadrossadat, W Na… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
A new structure and macromodeling approach which is an advance over high-order
recurrent neural network named bidirectional high-order deep recurrent neural network …
recurrent neural network named bidirectional high-order deep recurrent neural network …
Multi-objective neural network modeling and applications to microwave power amplifiers
D Zhang, H Lv, S Yan, Y Hu, Q Zhang, C Han… - Microelectronics …, 2024 - Elsevier
In this paper, two methods for accurate behavioral modeling of circuits applicable to the
power amplifiers (PAs) are proposed. Firstly, an X-band PA based on WIN's 0.15 μm GaAs …
power amplifiers (PAs) are proposed. Firstly, an X-band PA based on WIN's 0.15 μm GaAs …
DNN-Based Optimization to Significantly Speed Up and Increase the Accuracy of Electronic Circuit Design
SA Sajjadi, SA Sadrossadat… - … on Circuits and …, 2024 - ieeexplore.ieee.org
Efficient design and optimization of flip-flops can significantly affect overall circuit
performance as they have many applications in digital systems which can impact the overall …
performance as they have many applications in digital systems which can impact the overall …
Enhancing Computational Speed and Accuracy in Circuit Design Calculations using ANN
K Mohan, L Gautam, A Chaudhary, A Jindal - 2024 - researchsquare.com
The efficiency of Latch design and optimization plays a crucial role in shaping the overall
performance of digital circuits, impacting power consumption and timing within emerging …
performance of digital circuits, impacting power consumption and timing within emerging …