The present disclosure provides methods for determining adsorption isotherms for complex mixtures. In at least one embodiment, a method for obtaining adsorption isotherms for liquid mixtures includes providing a column comprising an adsorbent. The method includes delivering a composition to the column, the composition comprising a multi-component feed and a solvent. The method includes collecting a sample from the column and introducing the sample to a two dimensional gas chromatograph to determine a time-series concentration of one or more components of the sample. The method includes integrating the time-series concentration of at least one of the one or more components to determine an isotherm of the at least one component. The method includes obtaining quantitative information of the at least one component, based on the isotherm of the at least one component.

To reduce an arithmetic processing load or an influence of noise at the time of virtual curve calculation processing, provided is a data processing device for a chromatograph, which is configured to execute data processing based on plot data measured by using a chromatograph, the data processing device including a virtual curve calculation data generator configured to obtain a smaller number of pieces of virtual curve calculation data than a number of pieces of the measured plot data; and an arithmetic processor (163) functioning as a virtual curve calculator configured to obtain a virtual curve based on the virtual curve calculation data.

A gas-phase chemical analyzer has at least one gas chromatography column in gas-flow communication with at least one gas carrying tube of an optical absorption cell, a laser for illuminating molecules in a gas mixture flowing though the at least one gas carrying tube of the optical absorption cell, and a photodetector or photodetecting apparatus for measuring absorption spectra of the gas mixture illuminated by the laser. A first module is provided for statically identifying particular molecules in the gas mixture from other molecules in said gas mixture and a second module is provided for comparing at least selected ones of the particular molecules in the gas mixture with a reference library of absorption spectra of previously identified molecules and for determining the likelihood of a correct identification of the particular molecules in the gas mixture and the previously identified molecules in the reference library.

The present disclosure provides a method of analyzing the structure of a glycan sample, the method including: receiving data indicative of one or more spectra of mass-to-charge ratio (m/z) versus relative abundance of the glycan sample from a mass spectrometer (MS) instrument; generating a ratio according to the following Equation:

[00001]$\frac{a}{a+b}$

wherein a is a magnitude of one or more first peaks in the one or more spectra and b is the magnitude of one or more second peaks in the one or more spectra; determining that the ratio is within a range of a predetermined ratio; based on determining that the ratio is within the range of the predetermined ratio, determining that a predetermined structural characteristic is present in the glycan sample; and outputting an indication of the predetermined structural characteristic in the glycan sample.