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13th International Conference on Membrane Computing - MTA Sztaki

13th International Conference on Membrane Computing - MTA Sztaki

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L.F. Macías-Ramos, M.J. Pérez-Jiménez<br />

in a synchr<strong>on</strong>ous mode, where a global clock is assumed. In each time unit, for<br />

each neur<strong>on</strong>, <strong>on</strong>ly <strong>on</strong>e of the applicable rules is n<strong>on</strong>-deterministically selected to<br />

be executed. Executi<strong>on</strong> of rules takes place in parallel am<strong>on</strong>gst all neur<strong>on</strong>s of<br />

the system.<br />

Since the introducti<strong>on</strong> of this model, many computati<strong>on</strong>al properties of SN P<br />

Systems have been studied. It has been proved that they are Turing-complete<br />

when c<strong>on</strong>sidered as number computing devices [10], used as language generators<br />

[5,3], or computing functi<strong>on</strong>s [15]. Also, many variants have come into<br />

scene bringing new ingredients into the model (or sometimes dropping some of<br />

them), while others modify its behaviour, that is, its semantics. Motivati<strong>on</strong> of<br />

this “research boom” can be found in a quest for both enhancing expressivity<br />

and efficiency of the model, as well as exploring its computati<strong>on</strong>al power.<br />

As a direct result of all of this, there is an extensive (and growing) bibliography<br />

related to SN P Systems. For instance, it has been shown [4] how usage<br />

of pre-computed resources makes them able to solve computati<strong>on</strong>ally hard problems<br />

in c<strong>on</strong>stant time. Also, study of different kinds of asynchr<strong>on</strong>ous “working<br />

modes” has been c<strong>on</strong>ducted [18]. In what c<strong>on</strong>cerns to the additi<strong>on</strong> of new ingredients<br />

into the model, this involves (naming <strong>on</strong>ly some examples) weights [20],<br />

antispikes [12], extended rules [18] or budding and divisi<strong>on</strong> rules [13].<br />

A SN P Systems variant with astrocytes was first introduced in [2]. Astrocytes<br />

are glial cells c<strong>on</strong>nected to <strong>on</strong>e or more synapses that can sense the whole<br />

spike traffic passing al<strong>on</strong>g their neighbouring synapses and, eventually, modify it.<br />

Their functi<strong>on</strong>alities include biochemical support of endothelial cells that form<br />

the blood-brain barrier, provisi<strong>on</strong> of nutrients to the nervous tissue, maintenance<br />

of extracellular i<strong>on</strong> balance, and a role in the repair and scarring process of the<br />

brain and spinal cord following traumatic injuries. It has been shown that astrocytes<br />

propagate intercellular Ca + 2 waves over l<strong>on</strong>g distances in resp<strong>on</strong>se to<br />

stimulati<strong>on</strong>, and, similarly to neur<strong>on</strong>s, release transmitters (called gliotransmitters)<br />

in a Ca + 2 -dependent manner.<br />

Moreover, within the dorsal horn of the spinal cord, activated astrocytes have<br />

the ability to resp<strong>on</strong>d to almost all neurotransmitters [9] and, up<strong>on</strong> activati<strong>on</strong>,<br />

release a multitude of neuroactive molecules that influences neur<strong>on</strong>al excitability.<br />

Synaptic modulati<strong>on</strong> by astrocytes takes place because of the 3-part associati<strong>on</strong><br />

between astrocytes and presynaptic and postsynaptic terminals forming the socalled<br />

“tripartite synapse” [1].<br />

Such discoveries have made astrocytes an important area of research within<br />

the field of neuroscience, thus also an interesting element to c<strong>on</strong>sider bringing<br />

into Natural <strong>Computing</strong> disciplines like <strong>Membrane</strong> <strong>Computing</strong>.<br />

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