Optimization and improvement of hodgkin-huxley model under the influence of ion channel noise in neurons / (Record no. 7987)

MARC details
000 -LEADER
fixed length control field 04662ntm a2200349 i 4500
001 - CONTROL NUMBER
control field vtls000104313
003 - CONTROL NUMBER IDENTIFIER
control field KUKTEM
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20251117113410.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 180716s2018 my da f am 000 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number THE0001374(Local)
039 #9 - LEVEL OF BIBLIOGRAPHIC CONTROL AND CODING DETAIL [OBSOLETE]
Level of rules in bibliographic description 201905211123
Level of effort used to assign nonsubject heading access points asmadi
-- 201807161533
-- saini
040 ## - CATALOGING SOURCE
Original cataloging agency UMP
Language of cataloging eng
Transcribing agency UMP
Description conventions rda
090 ## - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN)
Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) FTeK .K48 2018 r Thesis
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Khudhur, Ahmed Mahmood,
Relator term author.
245 10 - TITLE STATEMENT
Title Optimization and improvement of hodgkin-huxley model under the influence of ion channel noise in neurons /
Statement of responsibility, etc. Ahmed Mahmood Khudhur
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Kuantan, Pahang :
Name of producer, publisher, distributor, manufacturer UMP,
Date of production, publication, distribution, manufacture, or copyright notice 2018
300 ## - PHYSICAL DESCRIPTION
Extent xvi, 227 pages :
Other physical details illustrations (some color), chart ;
Dimensions 30 cm. +
Accompanying material 1 CD-ROM
336 ## - CONTENT TYPE
Content type term text
Source rdacontent
337 ## - MEDIA TYPE
Media type term unmediated
Source rdamedia
337 ## - MEDIA TYPE
Media type term computer
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term volume
Source rdacarrier
338 ## - CARRIER TYPE
Carrier type term computer disc
Source rdacarrier
347 ## - DIGITAL FILE CHARACTERISTICS
File type text file
Encoding format PDF
Source rda
500 ## - GENERAL NOTE
General note Faculty of Engineering Technology
502 ## - DISSERTATION NOTE
Dissertation note Thesis (Doctor of Philosophy in Engineering Technology) -- Universiti Malaysia Pahang – 2018
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc. note Includes bibliographical references
520 3# - SUMMARY, ETC.
Summary, etc. In recent years, it has been argued and shown experimentally that ion channel noise in neurons can cause fundamental effects on the neuron’s dynamical behavior. Most profoundly, ion channel noise was seen to be able to cause spontaneous firing and stochastic resonance. However, Hodgkin-Huxley model affected when inserting some colored noise terms inside the conductance’s, where those effects captured by colored noise due to the gate multiplicity. Regarding the position of the trans-membrane voltage fluctuations, and the element of open-channel fluctuations is attributed to gate multiplicity. Furthermore, the phenomenon was found to significantly enhance the spike coherence. In this thesis, the proposed model directly determines a set of maximal functions of voltage parameters to fit the model neuron from the Hodgkin-Huxley equations. The statistic will be obtained using different membrane size and different input current values. Firstly, introduced the effect of (without, with) colored noise on the proposed model and the comparison of ion channel based on HH, Fox- Lu, and Linaro models. Additionally, in order to overcome the limitations of other parameter estimation methods, the proposed method fully constraints their models and obtains all models capabilities of reproducing the data. The colored stochastic Hodgkin-Huxley equations were studied when the input current to the neuron is (noise-free input currents and noisy currents). The spiking rates and the spike coherence were examined, and the coefficient of variation to be extracted from the colored noise model will be explained through a sequence of experiments by comparing the proposed model with the microscopic simulations. In particular, the role played by the presence of the colored noise terms in the conductances was focused on in the examination. Finally, statistics of spike generation, spike coherence, firing efficiency, latency, and jitter from the articulated set of equations are found to be highly accurate in comparison with the corresponding statistics from the exact microscopic Markov simulations. The simulation results revealed that above a critical value of the input frequency and also below a certain amplitude value, the colored terms play a very prominent role in the firing statistics. In addition, the spiking rate generated from the proposed model is very close to microscopic simulations and does not affect the membrane size. On the other hand, Particle Swarm Optimization (PSO) methods are commonly used to optimize compartment model parameters, by using an objective function that includes both voltage (V) and current (I) with ion channel gate variables dynamics (n for potassium channel and m h for sodium channel) based on Hodgkin–Huxley formalism in the squid giant axon, for a point-neuron model. Meanwhile, the development of regression equations was used for the estimation gating variables in the membrane current. The simulation results revealed that the larger action potentials, whose size is controlled by the difference between the voltage and current with choosing optimal gating variables for activation and inactivation membrane channels can be affected more rapidly, travel at a faster speed than smaller ones.
610 20 - SUBJECT ADDED ENTRY--CORPORATE NAME
Corporate name or jurisdiction name as entry element Faculty of Engineering Technology
General subdivision Dissertations
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Universities and colleges
General subdivision Disertations
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Theses
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Date acquired Total checkouts Full call number Barcode Date last seen Copy number Price effective from Koha item type
  Not lost Library of Congress Classification   Not for loan UMPLIB GAMBANG UMPLIB GAMBANG 04/09/2019   FTeK .K48 2018 r Thesis 0000123549 04/09/2019 1 04/09/2019 Thesis
  Not lost Library of Congress Classification   Not for loan UMPLIB GAMBANG UMPLIB GAMBANG 04/09/2019   CD 11365 | FTeK .K48 2018 r Thesis 0000123550 04/09/2019 1 04/09/2019 Thesis

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