Miraspec™

A Lightnovo Software platform

Miraspec for Spectrometers Miraspec for Spectrometers Miraspec for Spectrometers

Software for PC (Windows 10, 11) and smartphone (Android)

*patented feature
System controlled by smartphone or PC via Bluetooth or USB-C cable.

Data Preprocessing

Spike correction
 (Whitaker-Hayes, moving window)
Spectral smoothing
 (Whittaker, asymmetric least squares, Savitzky-Golay)
Baseline correction
(rolling circle, rubberband, least squares, asymmetrically reweighted penalized)


Spectrum normalization
(Z-score, mean, Mean centre, MinMax, Unit Norm L1, Unit Norm L2)
Intensity normalization*
Laser mode-hop correction*
Spectral super resolution*

Data Exploration

Principal component analysis
Non-negative matrix factorization (SIMPLISMA-NNLS, MCR-ALS)

Qualitative Analysis

Material identification
  (Pearson correlation, square Euclidean cosine, square first difference Euclidean cosine)
Creation of spectral libraries

Data Acquisition

Laser power control
Exposure time control
Sensor gain control


Number of repetitions control
Spectral range control

Quantitative Analysis

Principal component regression
Creation of spectral libraries


Raman peak height/peak area calibration
Partial Least Squares (PLS) calibration

Classification

Random Forest, Linear SVM, AdaBoost, Decision Tree, Hoefding Tree, Naïve Bayes, Perceptron, Softmax Regression

Miraspec for Microscope Miraspec for Microscope Miraspec for Microscope

Software for PC (Windows 10, 11) and smartphone (Android)

*patented feature
System controlled by smartphone or PC via Bluetooth or USB-C cable.

Data Preprocessing

Spike correction
 (Whitaker-Hayes, moving window)
Spectral smoothing
 (Whittaker, asymmetric least squares, Savitzky-Golay)
Baseline correction
(rolling circle, rubberband, least squares, asymmetrically reweighted penalized)


Spectrum normalization
(Z-score, mean, Mean centre, MinMax, Unit Norm L1, Unit Norm L2)
Intensity normalization*
Laser mode-hop correction*
Spectral super resolution*

Mapping

X, Y and/or Z spatial mapping
Time mapping
Curvature compensation

Map Analysis

Peak intensity map using 2 dimensions (X, Y, Z, time or Raman shift)
Peak area map using 2 dimensions (X, Y, Z, time or Raman shift)

Data Acquisition

Laser power control
Exposure time control
Sensor gain control


Number of repetitions control
Spectral range control

Chemical Mapping Methods

Principal component regression
Non-negative matrix factorization (SIMPLISMA-NNLS, MCR-ALS)

Visual Microscopy

Simultaneous image acquisition
Visualization of laser spot position
Panorama sample imaging

Applications

miniRaman / RG Spectrometers miniRaman / RG Spectrometers miniRaman / RG Spectrometers

miraspec

Data Acquisition

  • Laser power control
  • Expose time control
  • Sensor gain control
  • Number of repetitions control
  • Spectral range control

Data Preprocessing

  • Spectral smoothing using Savitzky-Golay filter and Asymmetric Least Squares
  • Spectral background correction using rolling circle and Asymmetric Least Squares
  • Spectrum normalization (unit norm, unit area)
  • Intensity normalization*
  • Laser mode-hop correction*
  • Spectral super resolution*

*Patented Feature

Data Analysis

Qualitive Analysis

  • Materials identification
  • Creation of spectral libraries
  • PCA and MCR decomposition
Quantitive Analysis

  • Raman peak height/peak area calibration
  • Partial Least Squares (PLS) calibration
  • Non-Negative Least Squares quantification of mixtures

Data Acquisition

  • See white light microscopy image simultaneously with the laser spot on the sample
  • Navigate over the microscopy image with XYZ sample manipulation
  • Set up Raman mapping parameters (mapping area, step size, exposure time, laser power, etc.)
  • Measure the Raman map with required dimensions in X, Y, Z
  • Set up kinetic mapping
  • Avoid surface morphology impact on the Raman spectrum quality during mapping under high NA microscope objective – sample surface curvature compensation

Data Analysis

  • Represent Raman map at peak intensity, peak area with and without background correction
  • Create Raman spectral library from the Raman map
  • Decompose Raman map into the chemical map using PCA, MCR and NNLS

Applications

miniRaman / RG Microscope miniRaman / RG Microscope miniRaman / RG Microscope

Miraspec devices
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