An overview of hardware implementation of membrane computing models

G Zhang, Z Shang, S Verlan… - ACM Computing …, 2020 - dl.acm.org
The model of membrane computing, also known under the name of P systems, is a bio-
inspired large-scale parallel computing paradigm having a good potential for the design of …

Spiking neural P systems with scheduled synapses

FGC Cabarle, HN Adorna, M Jiang… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Spiking neural P systems (SN P systems) are models of computation inspired by biological
spiking neurons. SN P systems have neurons as spike processors, which are placed on the …

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 …

Normal forms for spiking neural P systems and some of its variants

ICH Macababayao, FGC Cabarle, RTA de la Cruz… - Information …, 2022 - Elsevier
Abstract Spiking Neural P (SN P) systems are membrane computing systems that are
abstracted from the behavior of spiking neurons, or brain cells. These systems take …

A web-based visual simulator for spiking neural P systems

AGS Dupaya, ACAP Galano, FGC Cabarle… - Journal of Membrane …, 2022 - Springer
Under the active area of membrane computing, Spiking Neural P systems (SN P systems)
are models of computations which take inspirations from biological neurons, eg by the …

Matrix representation and simulation algorithm of spiking neural P systems with structural plasticity

ZB Jimenez, FGC Cabarle, RTA de la Cruz… - Journal of Membrane …, 2019 - Springer
In this paper, we create a matrix representation for spiking neural P systems with structural
plasticity (SNPSP, for short), taking inspiration from existing algorithms and representations …

[HTML][HTML] GPU implementation of evolving spiking neural P systems

RV Gungon, KKM Hernandez, FGC Cabarle… - Neurocomputing, 2022 - Elsevier
Methods for optimizing and evolving spiking neural P systems (in short, SN P systems) have
been previously developed with the use of a genetic algorithm framework. So far, these …

Improving gpu web simulations of spiking neural p systems

ANL Odasco, MLM Rey, FGC Cabarle - Journal of Membrane Computing, 2023 - Springer
The utilization of a parallel processor such as the graphics processing unit (GPU) is only
natural for the simulation of spiking neural P systems (SN P systems) because of their …

On solutions and representations of spiking neural P systems with rules on synapses

FGC Cabarle, RTA de la Cruz, DPP Cailipan… - Information …, 2019 - Elsevier
Spiking neural P systems, or SN P systems, are parallel and nondeterministic computing
models inspired by spike processing of neurons. A variant of SN P systems known as SN P …

Simulating P systems on GPU devices: a survey

MA Martinez-del-Amor… - Fundamenta …, 2015 - content.iospress.com
P systems have been proven to be useful as modeling tools in many fields, such as Systems
Biology and Ecological Modeling. For such applications, the acceleration of P system …