Near InfraRed NIR technology, including NIR cameras and detectors, and machine learning methods and systems, including one or more Machine Learning (ML) based surface irregularity prediction models, are used to accurately identify surface irregularities on a surface of a wood product, such as a veneer sheet or ribbon, and provide irregularity prediction data for the wood product. Based on the irregularity prediction data for a given wood product, one or more actions are taken with respect to wood product or the production process to ensure the wood product is put to the most efficient, effective, and valuable use.

Near InfraRed NIR technology, including NIR cameras and detectors, are used to detect irregularity in the surface of a wood product. Based on the detected irregularities at various locations in a given wood product, one or more actions are taken with respect to a production process used to produce the wood product to ensure the wood product is put to the most efficient, effective, and valuable use.

A method includes receiving input indicating at least two of: (a) a coefficient of first sensitivity of an optical particle sizer (OPS) to a real part of a complex refractive index (CRI); (b) a coefficient of second sensitivity of the OPS to an imaginary part of the CRI; (c) a coefficient of a degree of monotonicity between intensity and particle size; (d) a coefficient of a dynamic range of the OPS; or (e) a coefficient of a limit of detection (LOD) of the OPS; determining ratings for the OPS using the at least two of (a)-(e) and at least two of (i) the first sensitivity, (ii) the second sensitivity, (iii) the degree of monotonicity, (iv) the dynamic range, or (v) the LOD; identifying an angle that corresponds to a maximum or minimum rating; and providing an OPS having a detection angle that is within 5 degrees of the identified angle.

One or more homogenizing elements are employed in a flow through, multi-detector optical measurement system. The homogenizing elements correct for problems common to multi-detector flow-through systems such as peak tailing and non-uniform sample profile within the measurement cell. The homogenizing elements include coiled inlet tubing, a flow distributor near the inlet of the cell, and a flow distributor at the outlet of the cell. This homogenization of the sample mimics plug flow within the measurement cell and enables each detector to view the same sample composition in each individual corresponding viewed sample volume. This system is particularly beneficial when performing multiangle light scattering (MALS) measurements of narrow chromatographic peaks such as those produced by ultra-high pressure liquid chromatography (UHPLC).

A new liquid flow cell assembly for light scattering measurements is disclosed which utilized a floating manifold system. The assembly operates with minimal stacked tolerances by aligning the cell to the windows within a manifold and independently aligning the cell to the read head directly. This configuration enables the ability to replace the flow cell or the flow cell/manifold assembly within a light scattering instrument without the need to realign the flow through elements with the light scattering illumination source while still maintaining reproducible, quality data. Some embodiments employ wide bore cells which enable the measurement of process analytic technology (PAT) including online monitoring of reactions.

Systems and methods for determining one or more properties of a sample are disclosed. The systems and methods disclosed can be capable of measuring along multiple locations and can reimage and resolve multiple optical paths within the sample. The system can be configured with one-layer or two-layers of optics suitable for a compact system. The optics can be simplified to reduce the number and complexity of the coated optical surfaces, et al. on effects, manufacturing tolerance stack-up problems, and interference-based spectroscopic errors. The size, number, and placement of the optics can enable multiple simultaneous or non-simultaneous measurements at various locations across and within the sample. Moreover, the systems can be configured with an optical spacer window located between the sample and the optics, and methods to account for changes in optical paths due to inclusion of the optical spacer window are disclosed.

A light scattering detection device and a light scattering detection method are provided that are capable of maintaining, for example, good calculation accuracy of molecular weight and particle size without depending on the arrangement angles of detectors. A light scattering detection device 1 includes a sample cell 2, a light source 3 to irradiate the sample cell 2 with coherent light L1, a plurality of detectors 4 to receive scattering light L2 with different scattering angles around the sample cell 2, and a plurality of apertures 5 to partly prevent the scattering light L2, wherein the sample cell 2 has a sample channel 22 to enclose a liquid sample Q, the light source 3 is arranged to cause the coherent light L1 incident on one end side of the sample channel 22 to pass through the sample channel 22, the detectors 4 are arranged on a circumference about a central axis O.sub.21 of the sample cell 2 extending in a vertical direction (Z axis direction), and each aperture 5 has an opening width W.sub.51 to be maximum at an arrangement angle of 90 and to decrease with the arrangement angle away from 90.

The invention relates to an apparatus for detecting an object. The apparatus includes a first circular-arc-shaped support element being rotatable about a first axis of rotation and a plurality of image detection devices disposed at the first circular-arc-shaped support element. At least one second circular-arc-shaped support element is rotatable about a second axis of rotation and a plurality of light sources is disposed at the at least one second circular-arc-shaped support element. The first axis of rotation and the second axis of rotation intersect at least at one point of intersection. A method for detecting an object by using the apparatus is also provided.

A multi-angle colorimeter includes an index calculation unit that calculates, based on a predetermined calculation formula, an index corresponding to luminance of a glittering material used in metallic coating or pearl coating by using optical parameters for color evaluation of the metallic coating or pearl coating on a surface of an object.

A method of operating a multi-angle, multi-wave array may comprise, emitting a first light at a blue wavelength, emitting a second light at an infrared wavelength, emitting a third light at an ultraviolet wavelength, and detecting a scattered light from each of the first light, the second light, and the third light at a plurality of light sensing devices wherein the detection of scattered light is determinative between categories of foreign object debris including solid objects and particulates including silicate sand, water vapor, dust, volcanic ash, sea-salt aerosol, and smoke.