A time series forecasting approach based on nonlinear spiking neural systems

L Long, Q Liu, H Peng, Q Yang, X Luo… - … Journal of Neural …, 2022 - World Scientific
Nonlinear spiking neural P (NSNP) systems are a recently developed theoretical model,
which is abstracted by nonlinear spiking mechanism of biological neurons. NSNP systems …

Spiking neural P systems with lateral inhibition

Y Liu, Y Zhao - Neural Networks, 2023 - Elsevier
As a member of the third generation of artificial neural network models, spiking neural P
systems (SN P systems) have gained a hot research spot in recent years. This work …

Evolution-communication spiking neural P systems with energy request rules

L Wang, X Liu, M Sun, Y Zhao - Neural Networks, 2023 - Elsevier
Evolution-communication spiking neural P systems with energy request rules (ECSNP-ER
systems) are proposed and developed as a new variant of evolution-communication spiking …

Hypergraph-based numerical neural-like P systems for medical image segmentation

J Xue, L Ren, B Song, Y Guo, J Lu, X Liu… - … on Parallel and …, 2023 - ieeexplore.ieee.org
Neural-like P systems are membrane computing models inspired by natural computing and
are viewed as third-generation neural network models. Although real neurons have complex …

Deep synergetic spiking neural P systems for the overall survival time prediction of glioblastoma patients

X Yin, X Liu, J Dai, B Song, Z Han, C **a, D Li… - Expert Systems with …, 2024 - Elsevier
Histopathological whole slide images (WSIs) are the gold standard for cancer diagnosis. In
prognosis, WSIs can also help predict the overall survival (OS) time of cancer (such as …

Weighted spiking neural P systems with polarizations and anti-spikes

Y Liu, Y Zhao - Journal of Membrane Computing, 2022 - Springer
Taking neuron-associated polarizations as the firing condition of neuron rules, the concept
of polarization is applied to spiking neural P systems (SN P systems), which is adopted to …

Self-adapting spiking neural P systems with refractory period and propagation delay

Y Zhao, Y Liu, X Liu, M Sun, F Qi, Y Zheng - Information Sciences, 2022 - Elsevier
This work develops a novel variant of spiking neural P systems (SN P systems), called self-
adapting SN P systems with refractory period and propagation delay (SARPPD-SN P …

Spiking neural P systems with membrane potentials, inhibitory rules, and anti-spikes

Y Liu, Y Zhao - Entropy, 2022 - mdpi.com
Spiking neural P systems (SN P systems for short) realize the high abstraction and
simulation of the working mechanism of the human brain, and adopts spikes for information …

Solving subset sum by spiking neural P systems with astrocytes producing calcium

B Aman - Natural Computing, 2023 - Springer
We consider spiking neural P systems with astrocytes producing calcium that differs from the
standard spiking neural P systems in several ways: we have a new type of resources called …

[HTML][HTML] Arithmetic abilities of SNP systems with astrocytes producing calcium

B Aman, G Ciobanu - Neural Networks, 2025 - Elsevier
Are the membrane systems able of performing arithmetic operations? In the last dozen
years, there were published several implementations of the arithmetic operations based on …