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author:

Zeng, Nianyin (Zeng, Nianyin.) [1] | Wang, Zidong (Wang, Zidong.) [2] | Li, Yurong (Li, Yurong.) [3] (Scholars:李玉榕) | Du, Min (Du, Min.) [4] | Liu, Xiaohui (Liu, Xiaohui.) [5]

Indexed by:

EI Scopus SCIE

Abstract:

In this paper, a mathematical model for sandwich-type lateral flow immunoassay is developed via short available time series. A nonlinear dynamic stochastic model is considered that consists of the biochemical reaction system equations and the observation equation. After specifying the model structure, we apply the extended Kalman filter (EKF) algorithm for identifying both the states and parameters of the nonlinear state-space model. It is shown that the EKF algorithm can accurately identify the parameters and also predict the system states in the nonlinear dynamic stochastic model through an iterative procedure by using a small number of observations. The identified mathematical model provides a powerful tool for testing the system hypotheses and also for inspecting the effects from various design parameters in both rapid and inexpensive way. Furthermore, by means of the established model, the dynamic changes in the concentration of antigens and antibodies can be predicted, thereby making it possible for us to analyze, optimize, and design the properties of lateral flow immunoassay devices.

Keyword:

Extended Kalman filtering (EKF) gold immunochromatographic strip lateral flow immunoassay mathematical model parameter estimation

Community:

  • [ 1 ] [Du, Min]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350002, Peoples R China
  • [ 2 ] [Zeng, Nianyin]Fuzhou Univ, Coll Elect Engn & Automat, Fuzhou 350002, Peoples R China
  • [ 3 ] [Li, Yurong]Fuzhou Univ, Coll Elect Engn & Automat, Fuzhou 350002, Peoples R China
  • [ 4 ] [Wang, Zidong]Brunel Univ, Dept Informat Syst & Comp, Uxbridge EB8 3PH, Middx, England
  • [ 5 ] [Liu, Xiaohui]Brunel Univ, Dept Informat Syst & Comp, Uxbridge EB8 3PH, Middx, England
  • [ 6 ] [Li, Yurong]Fujian Key Lab Med Instrumentat & Pharmaceut Tech, Fuzhou 350002, Peoples R China
  • [ 7 ] [Du, Min]Fujian Key Lab Med Instrumentat & Pharmaceut Tech, Fuzhou 350002, Peoples R China

Reprint 's Address:

  • 杜民

    [Du, Min]Fuzhou Univ, Coll Phys & Informat Engn, Fuzhou 350002, Peoples R China

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Source :

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

ISSN: 0018-9294

Year: 2011

Issue: 7

Volume: 58

Page: 1959-1966

2 . 2 7 8

JCR@2011

4 . 4 0 0

JCR@2023

ESI Discipline: ENGINEERING;

JCR Journal Grade:2

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 46

SCOPUS Cited Count: 49

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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