Leveraging AI in photonics and beyond

G Alagappan, JR Ong, Z Yang, TYL Ang, W Zhao… - Photonics, 2022 - mdpi.com
Artificial intelligence (AI) techniques have been spreading in most scientific areas and have
become a heated focus in photonics research in recent years. Forward modeling and …

[HTML][HTML] Echo state networks: novel reservoir selection and hyperparameter optimization model for time series forecasting

CH Valencia, MMBR Vellasco, K Figueiredo - Neurocomputing, 2023 - Elsevier
The use of computational intelligence models for multi-step time series forecasting tasks has
presented satisfactory results in such a way that they are considered models with an …

A neural network based approach to simulate electrothermal device interaction in SPICE environment

D Chiozzi, M Bernardoni, N Delmonte… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
An innovative modeling methodology for the simulation of electrothermal interaction in
power devices, based on neural networks (NNs), is shown. The suitability of NNs in …

Compositional neural-network modeling of complex analog circuits

RM Hasani, D Haerle, CF Baumgartner… - … Joint Conference on …, 2017 - ieeexplore.ieee.org
We introduce CompNN, a compositional method for the construction of a neural-network
(NN) capturing the dynamic behavior of a complex analog multiple-input multiple-output …

Intelligent electromagnetic compatibility diagnosis and management with collective knowledge graphs and machine learning

D Shi, N Wang, F Zhang, W Fang - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The explosive growth of electronic devices brings a soaring demand for rapid
electromagnetic compatibility (EMC) diagnosis. However, there is a significant learning …

Efficient modeling of complex analog integrated circuits using neural networks

RM Hasani, D Haerle, R Grosu - 2016 12th Conference on Ph …, 2016 - ieeexplore.ieee.org
This paper introduces a black-box method for automatically learning an approximate but
simulation-time efficient high-level abstraction of given analog integrated circuit (IC). The …

A comparison among DPI immunities of multi-stage CSVCOs and ring oscillators

QM Khan, A Ramezani, M Koohestani… - … Workshop on the …, 2022 - ieeexplore.ieee.org
This paper evaluates & compares, through electrical simulation, the immunity of multi-stage
current starved voltage controlled oscillators (CSVCOs) and ring oscillators (ROs) submitted …

Accelerated ageing effects on the EMC performance of LDO regulators under multi-stresses: Experimental study and prediction approach

H Liu, X Fan, X Hu, S Liu, J Wang - Microelectronics Reliability, 2023 - Elsevier
Low dropout voltage regulators (LDOs) play a crucial role in power management circuits.
Unfortunately, long-term instability may threaten their functionality as well as their EMC …

Meta-stability of Behavioural Models of Integrated Circuits with DC and RF Sub-Models

M Magerl, C Stockreiter, A Baric - 2021 13th International …, 2022 - ieeexplore.ieee.org
A black-box model architecture with separate DC and RF sub-models is presented that
enables building accurate behavioural models of nonlinear integrated circuit blocks for time …

Optimization Design Method of Array Solder Joint Layout Based on Stress Mean Square Deviation

L Yuan, K Lin, S Xue, S Yao, Z Min… - 2022 23rd …, 2022 - ieeexplore.ieee.org
With the development of Integrated circuit towards miniaturization, broadband and high
integration density, the reliability of interconnection solder joint has become the main factor …