Powered by OpenAIRE graph
Found an issue? Give us feedback
ZENODOarrow_drop_down
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2026
License: CC BY
Data sources: Datacite
versions View all 2 versions
addClaim

Quantum Effects in Biological Computing: A Computational Investigation of Neural Transport, Coherence, and Reservoir Capacity

Authors: Arda, Celal;

Quantum Effects in Biological Computing: A Computational Investigation of Neural Transport, Coherence, and Reservoir Capacity

Abstract

AbstractWhether quantum-mechanical effects play a functional role in warm, wet neural tissue remains oneof the most contested questions in biophysics. We report five computational experiments that systematically investigate the hypothesis that quantum phenomena—tunnelling delays, nuclear-spin coherence,and environment-assisted quantum transport (ENAQT)—can enhance neural computation.Using spiking-network simulations (BRIAN2), open-quantum-system dynamics (QuTiP), and echostate networks (ESN), we find: (i) quantum-tunnelling synaptic delays increase the coefficient of variationof inter-spike intervals by 44% and the Fano factor by 89% compared to classical fixed delays; (ii) 31Pnuclear-spin coherence in a Posner-molecule model survives 346 µs at body temperature (310 K); (iii) a4-site ion-channel model exhibits an ENAQT peak at γ ≈ 1145 cm−1(continuous-model optimum; nearestsampled point 1061 cm−1) with a 6.7× enhancement over the coherent limit; (iv) quantum-distributednoise preserves reservoir memory capacity (MC) better than Gaussian noise at high amplitudes; and(v) when the ENAQT transport efficiency P4 is used as the synaptic release probability in an ESN,the MC peak coincides with the ENAQT peak across the sampled dephasing sweep, demonstrating thatquantum-enhanced molecular transport directly translates into quantum-enhanced network computation.These results establish a quantitative bridge between sub-molecular quantum effects and network-levelcomputational capacity, and generate falsifiable predictions for future wet-lab organoid experiments.

Keywords

quantum transport echo state network biological computing quantum coherence memory capacity, quantum biology ENAQT reservoir computing Posner molecules ion channels spiking neural networks computational neuroscience

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Related to Research communities
Upload OA version
Are you the author of this publication? Upload your Open Access version to Zenodo!
It’s fast and easy, just two clicks!