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 …

Thinking about spiking neural P systems: some theories, tools, and research topics

FGC Cabarle - Journal of Membrane Computing, 2024 - Springer
The present work focuses on three notions about spiking neural P systems (SN P systems),
namely normal forms, homogeneous systems, and software tools for easy access and visual …

Supervisory control of discrete event systems under asynchronous spiking neuron P systems

X Chen, H Peng, J Wang, F Hao - Information Sciences, 2022 - Elsevier
Asynchronous spiking neural P systems with multiple channels (SNP systems) operate in an
asynchronous pattern, in which the firing of enabled rules is not obligatory. Asynchronous …

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 …

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 …

Simulation challenges in membrane computing

L Valencia-Cabrera, I Pérez-Hurtado… - Journal of Membrane …, 2020 - Springer
P system simulators are critical tools to enable them as formal modeling framework for real-
life applications. Such simulators abstract the concept of P systems in various ways …

Websnapse reloaded: The next-generation spiking neural p system visual simulator using client-server architecture

M Gulapa, JS Luzada, FGC Cabarle… - … : Theory and Practice …, 2024 - atlantis-press.com
Abstract Spiking Neural Pã Systems (SN P Systems) replicate the brain's information spiking
mechanism through synapses. These systems are known for trading memory for time …