Literature DB >> 33108735

Extended Kalman Filtering Projection Method to Reduce the 3σ Noise Value of Optical Biosensors.

Kezheng Li1, Roopam Gupta2,3, Alexander Drayton1, Isabel Barth1, Donato Conteduca1, Christopher Reardon1, Kishan Dholakia2,4, Thomas F Krauss1.   

Abstract

Optical biosensors have experienced a rapid growth over the past decade because of their high sensitivity and the fact that they are label-free. Many optical biosensors rely on tracking the change in a resonance signal or an interference pattern caused by the change in refractive index that occurs upon binding to a target biomarker. The most commonly used method for tracking such a signal is based on fitting the data with an appropriate mathematical function, such as a harmonic function or a Fano, Gaussian, or Lorentz function. However, these functions have limited fitting efficiency because of the deformation of data from noise. Here, we introduce an extended Kalman filter projection (EKFP) method to address the problem of resonance tracking and demonstrate that it improves the tolerance to noise, reduces the 3σ noise value, and lowers the limit of detection (LOD). We utilize the method to process the data of experiments for detecting the binding of C-reactive protein in a urine matrix with a chirped guided mode resonance sensor and are able to improve the LOD from 10 to 1 pg/mL. Our method reduces the 3σ noise value of this measurement compared to a simple Fano fit from 1.303 to 0.015 pixels. These results demonstrate the significant advantage of the EKFP method to resolving noisy data of optical biosensors.

Entities:  

Keywords:  extended Kalman filter; guided mode resonance; microring resonator; optical biosensors; signal processing; signal-to-noise ratio

Mesh:

Year:  2020        PMID: 33108735     DOI: 10.1021/acssensors.0c01484

Source DB:  PubMed          Journal:  ACS Sens        ISSN: 2379-3694            Impact factor:   7.711


  3 in total

1.  Beyond Q: The Importance of the Resonance Amplitude for Photonic Sensors.

Authors:  Donato Conteduca; Guilherme S Arruda; Isabel Barth; Yue Wang; Thomas F Krauss; Emiliano R Martins
Journal:  ACS Photonics       Date:  2022-04-15       Impact factor: 7.077

Review 2.  SARS-CoV-2 Tests: Bridging the Gap between Laboratory Sensors and Clinical Applications.

Authors:  Nikita Toropov; Eleanor Osborne; Lovleen Tina Joshi; James Davidson; Caitlin Morgan; Joseph Page; Justin Pepperell; Frank Vollmer
Journal:  ACS Sens       Date:  2021-08-14       Impact factor: 7.711

3.  Inverse designed plasmonic metasurface with parts per billion optical hydrogen detection.

Authors:  Ferry Anggoro Ardy Nugroho; Ping Bai; Iwan Darmadi; Gabriel W Castellanos; Joachim Fritzsche; Christoph Langhammer; Jaime Gómez Rivas; Andrea Baldi
Journal:  Nat Commun       Date:  2022-09-30       Impact factor: 17.694

  3 in total

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