Matrix representation and simulation algorithm of numerical spiking neural P systems

被引:11
作者
Ballesteros, Korsie J. [1 ]
Cailipan, Dionne Peter P. [1 ]
de la Cruz, Ren Tristan A. [1 ]
Cabarle, Francis George C. [1 ]
Adorna, Henry N. [1 ]
机构
[1] Univ Philippines, Dept Comp Sci, Algorithms & Complex, Quezon City 1101, Philippines
关键词
Spiking neural P systems; Numerical P systems; Matrix representation; Simulation;
D O I
10.1007/s41965-022-00093-7
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Spiking neural P systems (SNP systems) are biologically inspired models of computation based on the firing behavior of neurons. Variations of these systems have been proposed to solve more specific problems. A more recent variation called the numerical spiking neural P systems combines concepts from SNP systems and numerical P systems to create a new model of computation. This model allows continuous production functions and, in effect, allows for faster computation. In this work, we propose a matrix representation and a corresponding simulation algorithm for NSNP systems. Having a matrix representation and a simulation algorithm allows for testing of solutions in silico. We also present an NSNP system that solves the subset sum problem, and use the matrix representation and simulation algorithm to obtain the solution.
引用
收藏
页码:41 / 55
页数:15
相关论文
共 21 条
[1]  
Aboy Blaine Corwyn D., 2019, 2019 International Conference on High Performance Computing & Simulation (HPCS), P535, DOI 10.1109/HPCS48598.2019.9188174
[2]  
Adorna H. N., 2019, P 20 INT C MEMBR COM, P227
[3]   Simulation of Spiking Neural P Systems with Sparse Matrix-Vector Operations [J].
Angel Martinez-del-Amor, Miguel ;
Orellana-Martin, David ;
Perez-Hurtado, Ignacio ;
Cabarle, Francis George C. ;
Adorna, Henry N. .
PROCESSES, 2021, 9 (04)
[4]  
[Anonymous], 2000, COMPUTING CELLS ATOM
[5]   On solutions and representations of spiking neural P systems with rules on synapses [J].
Cabarle, Francis George C. ;
de la Cruz, Ren Tristan A. ;
Cailipan, Dionne Peter P. ;
Zhang, Defu ;
Liu, Xiangrong ;
Zeng, Xiangxiang .
INFORMATION SCIENCES, 2019, 501 :30-49
[6]  
Cabarle FGC, 2012, ROM J INF SCI TECH, V15, P5
[7]  
Carandang J. P. A., 2017, 6 AS C MEMBR COMP AC
[8]  
Carandang JPA, 2017, ROM J INF SCI TECH, V20
[9]   A web-based visual simulator for spiking neural P systems [J].
Dupaya, Annysia Glynis S. ;
Galano, Anica Clarice Antonella P. ;
Cabarle, Francis George C. ;
de la Cruz, Ren Tristan ;
Ballesteros, Korsie J. ;
Lazo, Prometheus Peter L. .
JOURNAL OF MEMBRANE COMPUTING, 2022, 4 (01) :21-40
[10]   Snapse: A Visual Tool for Spiking Neural P Systems [J].
Fernandez, Aleksei Dominic C. ;
Fresco, Reyster M. ;
Cabarle, Francis George C. ;
de la Cruz, Ren Tristan A. ;
Macababayao, Ivan Cedric H. ;
Ballesteros, Korsie J. ;
Adorna, Henry N. .
PROCESSES, 2021, 9 (01) :1-24