Spectroscopy and Chemometrics Machine-Learning News Weekly #35, 2022

NIR Calibration-Model Services

Do you use a near-infrared Spectrometer with Chemometric Methods? This will save you time | NIR NIRS SWIR MIR LINK

Spectroscopy and Chemometrics News Weekly 34, 2022 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software IoT Sensors QA QC Testing Quality LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 34, 2022 | NIRS NIR Spektroskopie MachineLearning Spektrometer IoT Sensor Nahinfrarot Chemie Analytik chemtwitter Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 34, 2022 | NIRS NIR FTNIR VisNIR Spettroscopia MachineLearning analisi chimica Spettrale Spettrometro Chem IoT Sensore Attrezzatura analitica Laboratorio analisi prova qualità QualityControl LINK

Near-Infrared Spectroscopy (NIRS)

“MOSAIC on the ELT: optomechanical design of the NIR spectrograph” LINK

“Emerging applications of nano-optical sensors combined with near-infrared spectroscopy for detecting tea extract fermentation aroma under ultrasound-assisted sonication” LINK

“Granulation of Yangxue Qingnao Granules in fluidized bed based on near-infrared spectroscopy” LINK

“Ensemble calibration model of near-infrared spectroscopy based on functional data analysis” LINK

“Rapid Determination of Aflatoxin B1 Contamination in Peanut Oil by Fourier Transform Near-Infrared Spectroscopy” LINK

“Near Infrared Spectroscopy-A Real-Time Method to Measure Aluminum Content and Protein Concentration in Adsorbed Vaccines” LINK

“Nondestructive detection and grading of flesh translucency in pineapples with visible and near-infrared spectroscopy” LINK

“Assessing pulse transit time to the skeletal muscle microcirculation using near-infrared spectroscopy” | LINK

“Performance Improvement of NIR Spectral Pattern Recognition from Three Compensation Models’ Voting and Multi-Modal Fusion” LINK

“Vis/NIR optical biosensors applications for fruit monitoring” LINK

“Prediction of flue gas properties using artificial intelligence: Application of supervised machine learning by utilization of Near-Infrared Spectroscopy on solid biofuels” LINK

” … Models for the Authentication of Analgesic Tablet Reference Medicine Using Differential Scanning Calorimetry and Visible-Near Infrared Spectroscopy” LINK

“Applications of Near-Infrared Spectroscopy (NIRS) in Fish Value Chain” LINK

“Prediction of pig fatty acids composition by near-infrared spectroscopy using neural networks and support vector machine” LINK

“Non‐invasive and rapid quality assessment of thermal processed and canned tender jackfruit: NIR Spectroscopy and chemometric approach” LINK

“Metamaterial-Based Sensor Integrating Microwave Dielectric and Near-Infrared Spectroscopy Techniques for Substance Evaluation” LINK

“Use of wavelength interaction terms to improve near infrared spectroscopy models of donkeys milk properties” LINK

Infrared Spectroscopy (IR) and Near-Infrared Spectroscopy (NIR)

“Analysis of cruciferin content in whole seeds of Brassica napus L. by nearinfrared spectroscopy” LINK

“Enhancement of Near‐Infrared Phosphor Luminescence Properties via Construction of Stable and Compact Energy Transfer Paths” LINK

“Rapid detection of talc content in flour based on near-infrared spectroscopy combined with feature wavelength selection” LINK

“Non-destructive determination of fat and moisture in pork using near-infrared hyperspectral imaging” LINK

“Near Infrared Spectroscopy for Continuous Glucose Monitoring” LINK

“Near‐Infrared Spectroscopic Characterization of Cardiac and Renal Fibrosis in Fixed and Fresh Rat Tissue” LINK

“Fast NearInfrared Photodetection using IIIV Colloidal Quantum Dots” LINK

“NDT model study of crown pear based on near infrared spectroscopy” LINK

“Near infrared spectroscopy as a tool to discriminate tannins from Amazonian species” LINK

Raman Spectroscopy

“Kernel principal component analysis and differential non-linear feature extraction of pesticide residues on fruit surface based on surface-enhanced Raman spectroscopy” | LINK

Hyperspectral Imaging (HSI)

“Evaluation of cut alfalfa moisture content and operative conditions by hyperspectral imaging combined with chemometric tools: In-field application” LINK

“Rapid and accurate detection of starch content in mixed sorghum by hyperspectral imaging combined with data fusion technology” LINK

“Visualized detection of quality change of cooked beef with condiments by hyperspectral imaging technique” | LINK

“Assessing rice blast disease severity through hyperspectral remote sensing” LINK

“Detection of Cucumber Fruits with Excessive Consumption of Nitrogen using Hyperspectral imaging (With Emphasis on Sustainable Agriculture)” LINK

“nondestructive detection of kiwifruit textural characteristic based on near infrared hyperspectral imaging technology” LINK

“Vis-NIR hyperspectral imaging combined with incremental learning for open world maize seed varieties identification” LINK

Chemometrics and Machine Learning

“Determining farming methods and geographical origin of Chinese rice using NIR combined with chemometrics methods” LINK

“A machine learning based classification models for plastic recycling using different wavelength range spectrums” LINK

“Determination of Pork Meat Storage Time Using Near-Infrared Spectroscopy Combined with Fuzzy Clustering Algorithms” LINK

“Unscrambling the Provenance of Eggs by Combining Chemometrics and Near-Infrared Reflectance Spectroscopy” LINK

“Fractional Fourier Image Transformer for Multimodal Remote Sensing Data Classification” | LINK

“Applied Sciences : A GA and SVM Classification Model for Pine Wilt Disease Detection Using UAV-Based Hyperspectral Imagery” LINK

“Classification of wheat varieties by PLS-DA and LDA models and investigation of the spatial distribution of protein content using NIR spectroscopy” LINK

“Detection and quantification of adulteration in turmeric by spectroscopy coupled with chemometrics” | LINK

“Application of principal component analysismultivariate adaptive regression splines for the determination of surface area in zeolites” LINK

“Detection of chicken and fat adulteration in minced lamb meat by VIS/NIR spectroscopy and chemometrics methods” | LINK

“Development of Calibration and Validation Models for the Determination of Acrylamide Levels in Pizza Samples Through Ft-nir Spectroscopy” LINK

Optics for Spectroscopy

“Nanomaterials : PLGA Nanoparticles Grafted with Hyaluronic Acid to Improve Site-Specificity and Drug Dose Delivery in Osteoarthritis Nanotherapy” LINK

Research on Spectroscopy

” Methods of optical spectroscopy in detection of virus in infected samples: A Review ” LINK

Equipment for Spectroscopy

“An Activatable NearInfrared Molecular Chemiluminescence Probe for Visualization of NQO1 Activity In Vivo” LINK

Process Control and NIR Sensors

“Approach to an inline monitoring of the heat impact in a high temperature short time treatment (HTST) of juice with the help of a chemical marker” LINK

“Real-Time Monitoring of Critical Quality Attributes during High-Shear Wet Granulation Process by Near-Infrared Spectroscopy Effect of Water Addition and Stirring …” LINK

“Process Analytical Technology (PAT) Implementation for Membrane Operations in Continuous Manufacturing of mAbs: Model-Based Control of Single-Pass …” | LINK

Environment NIR-Spectroscopy Application

“Effects of the combined application of biochar-based fertilizer and urea on N2O emissions, nitrifier, and denitrifier communities in the acidic soil of pomelo orchards” | LINK

Agriculture NIR-Spectroscopy Usage

“Intelligent evaluation of free amino acid and crude protein content in raw peanut seed kernel using NIR spectroscopy paired with multivariable calibration” LINK

“Structural aspects of hyperspectral imaging data: a case study on microplastics analysis from the viewpoint of chemometrics” | LINK

“Polymers : The Effect of Physical Aging and Degradation on the Re-Use of Polyamide 12 in Powder Bed Fusion” LINK

“Effects of Continuous Lily Cropping on the Physicochemical Properties and Biological Characteristics in Subtropical Facility Red Soils” | LINK

“Agriculture : Nondestructive Testing Model of Mango Dry Matter Based on Fluorescence Hyperspectral Imaging Technology” LINK

“The knowledge domain and emerging trends in apple detection based on NIRS: A scientometric analysis with CiteSpace (1989–2021)” FoodScience Agriculture Horticulture Agronomy PlantSciences Spectroscopy LINK

“Quantitative detection of zearalenone in wheat grains based on near-infrared spectroscopy” LINK

Horticulture NIR-Spectroscopy Applications

“Using hyperspectral imaging technology and machine learning algorithms for assessing internal quality parameters of apple fruits” LINK

Pharma Industry NIR Usage

“Optimization of diffuse reflectance spectroscopy measurements for direct and rapid screening of pesticides: A case study of spinach” LINK

“Unprecedented, Verified Roadmap for Material-Dependent Field Enhancement of Lanthanide Doped Upconverters to be utilized in Biomedical Applications” LINK

Medicinal Spectroscopy

“Skeletal Muscle Tissue Saturation Changes Measured Using Near Infrared Spectroscopy During Exercise Are Associated With Post-Occlusive Reactive …” LINK


“遊離組織移植後の近赤外線小型組織オキシメータによる補助的モニタリングの可能性” LINK

“Fabrication of PMMA thin film and its optical and photocatalytic activity” LINK

“Sensors : Drowsiness Detection System Based on PERCLOS and Facial Physiological Signal” LINK

“Structural, Optical, Mechanical and Antibacterial Properties of MgO/Poly (Vinyl Acetate)/Poly (Vinyl Chloride) Nanocomposites” | LINK

Spectroscopy and Chemometrics/Machine-Learning News Weekly #27, 2022

NIR Calibration-Model Services

Best out of 100’000 Calibrations of your NIR Data, can you compete in speed and performance? | Pharma Lab food Feed LINK

Services for professional Development of Near-Infrared Spectroscopy Calibration Methods | NIRS QA QC testing food LINK

Spectroscopy and Chemometrics News Weekly 26, 2022 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software IoT Sensors QA QC Testing Quality LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 26, 2022 | NIRS NIR Spektroskopie MachineLearning Spektrometer IoT Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 26, 2022 | NIRS NIR Spettroscopia MachineLearning analisi chimica Spettrale Spettrometro Chem IoT Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem QualityControl LINK

Near-Infrared Spectroscopy (NIRS)

“Simulation of an Algorithm for Space Target Materials Identification Based on vis-NIR Hyperspectral Data” LINK

“Near-Infrared Sensitive Nanoparticle Mediated Photothermal Ablation of Ventricular Myocardium” LINK

“Advances in NIR Spectroscopy Analytical Technology in Food Industries” | LINK

“Machine Learning Approach for Classifying College Scholastic Ability Test Levels with Unsupervised Features from Prefrontal Functional Near-Infrared Spectroscopy …” LINK

“Determination of the Soluble Solids Content in Korla Fragrant Pears Based on Visible and Near-Infrared Spectroscopy Combined With Model Analysis and Variable Selection” LINK

“Non-destructive Evaluation of the Quality Characteristics of Pomegranate Kernel Oil by Fourier Transform Near-Infrared and Mid-Infrared Spectroscopy” LINK

“Evaluation of Vis-NIR preprocessing combined with PLS regression for estimation soil organic carbon, cation exchange capacity and clay from eastern Croatia” LINK

“Post-Mortem Interval of Human Skeletal Remains Estimated with Handheld NIR Spectrometry” LINK

“근적외선분광 (NIRS) 을 이용한 참깨의 lignan 함량 비파괴 분석 방법 확립” LINK

“Non-destructive measurement of antioxidant activity and water content in chili powder (Capsicum annuum L.) using near-infrared spectroscopy”LINK

“Design of an Integrated Near-Infrared Spectroscopy Module for Sugar Content Estimation of Apples” LINK

“A Progressive Combined Variable Selection Method for Near-Infrared Spectral Analysis Based on Three-Step Hybrid Strategy” | LINK

“Novel Application of NIR Spectroscopy for Non-Destructive Determination of ‘Maratina’ Wine Parameters” LINK

Infrared Spectroscopy (IR) and Near-Infrared Spectroscopy (NIR)

“Near-infrared spectroscopy for Non-destructive determination of Quality of fresh cut cucumber during shelf life” LINK

“Nondestructive Testing of Pear Based on Fourier Near-Infrared Spectroscopy” LINK

Hyperspectral Imaging (HSI)

“Hyperspectral imaging technology coupled with human sensory information to evaluate the fermentation degree of black tea” LINK

“Short-Wave Infrared Hyperspectral Imaging System for Nondestructive Evaluation of Powdered Food” | LINK

“Integrated smart hyperspectral imaging and CARS-based characteristic band selection for rapid determination of SO_2 content in sulphur-fumigated Achyranthis Bidentatae Radix” LINK

“Effect of germ orientation during Vis-NIR hyperspectral imaging for the detection of fungal contamination in maize kernel using PLS-DA, ANN and 1D-CNN modelling” LINK

Chemometrics and Machine Learning

“Development of a Soil Organic Matter Content Prediction Model Based on Supervised Learning Using Vis-NIR/SWIR Spectroscopy” LINK

“Slice spectra approach to synchronous Two-dimensional correlation spectroscopy analysis for milk adulteration discriminate” LINK

“Validação prática de modelos de infravermelho próximo para tomate: sólidos solúveis e acidez” LINK

“Performance evaluation of variable selection methods coupled with partial least squares regression to determine the target component in solid samples” LINK


“Flipped detection of psychoactive substances in complex mixtures using handheld Raman spectroscopy coupled to chemometrics” LINK

“Agriculture : Calibration Spiking of MIR-DRIFTS Soil Spectra for Carbon Predictions Using PLSR Extensions and Log-Ratio Transformations” LINK

“波长漂移对近红外光谱 PLSR 分析模型的影响” LINK

“Diffuse Reflection Infrared Fourier Transform Spectroscopy and Partial Least Squares Regression Analysis for Temperature Prediction of Irreversible Thermochromic Paints” LINK

Optics for Spectroscopy

“Photonics : Ultra-Sensitive Si-Based Optical Sensor for Nanoparticle-Size Traditional Water Pollutant Detection” LINK

Research on Spectroscopy

“Diet quality, liveweight change and responses to N supplements by cattle grazing Astrebla spp.(Mitchell grass) pastures in the semi-arid tropics in northwest …” LINK

Equipment for Spectroscopy

“Polymers : Recovery of Waste Material from Biobags: 3D Printing Process and Thermo-Mechanical Characteristics in Comparison to Virgin and Composite Matrices” LINK

Environment NIR-Spectroscopy Application

“Transfer learning strategy for plastic pollution detection in soil: Calibration transfer from high-throughput HSI system to NIR sensor” LINK

Agriculture NIR-Spectroscopy Usage

“Effect of Phosphorus deficiency on chlorophyll a fluorescence and visible near-infrared reflectance of wheat plants (Triticum aestivum L.) grown in hydroponic …” LINK

“Sensors : NIR Instruments and Prediction Methods for Rapid Access to Grain Protein Content in Multiple Cereals” LINK

“Utilizing Hyper-Spectral No-Image Measurement to Assess the Development of disease severity of Cercospora Leaf Spot disease in sugar beet canopy” LINK

Horticulture NIR-Spectroscopy Applications

“Forests : Quality Analysis and Comprehensive Evaluation of Fruits from Different Cultivars of Pecan (Carya illinoinensis (Wangenheim) K. Koch)” LINK

Food & Feed Industry NIR Usage

“Foods : Date, Apple, and Pear By-Products as Functional Ingredients in Pasta: Cooking Quality Attributes and Physicochemical, Rheological, and Sensorial Properties” LINK

Laboratory and NIR-Spectroscopy

“Absolute radiometric calibration of an imaging spectroradiometer using a laboratory detector-based approach” LINK


“Increased multimorbidity is associated with impaired cerebral and peripheral hemodynamic stabilization during active standing” LINK

“Synthesis of N-Doped ZnO Nanocomposites for Sunlight Photocatalytic Degradation of Textile Dye Pollutants” LINK

“Symmetry : Asymmetric Prefrontal Cortex Activation Associated with Mutual Gaze of Mothers and Children during Shared Play” LINK

“Coatings : Evaluation on Thermal Protection Performance of TiO2 Coated Aramid Nonwoven” LINK

“土壤水分去除算法的田间原位光谱反演棉田有机质” LINK

“近红外光谱技术用于银杏叶色谱分离过程多种内酯成分含量预测” LINK

“近红外光谱技术在微生物检测中的应用进展” LINK

“식품 산업에서의 근적외선 분광법을 이용한 비파괴 분석법 동향” LINK

“Applied Sciences : On the Absorption and Photoluminescence Properties of Pure ZnSe and Co-Doped ZnSe:Eu3+/Yb3+ Crystals” LINK

This is a mathematics joke. LINK

Table of organic compounds & their smells.LINK

“A Comparative Investigation of Chemically Reduced Graphene Oxide Thin Films Deposited via Spray Pyrolysis” | LINK

Spectroscopy and Chemometrics/Machine-Learning News Weekly #25, 2022

NIR Calibration-Model Services

Spectroscopy and Chemometrics News Weekly 24, 2022 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software IoT Sensors QA QC Testing Quality LINK

Near-Infrared Spectroscopy (NIRS)

“Nanoarchitectonics of Glass Coatings for Near-Infrared Shielding: From Solid-State Cluster-Based Niobium Chlorides to the Shaping of Nanocomposite Films” LINK

“Differentiation of Gelsemium elegans-containing toxic honeys and non-toxic honeys by near infrared spectroscopy combine with aquaphotomics” LINK

“Identification of geographical origin and different parts of Wolfiporia cocos from Yunnan in China using PLS-DA and ResNet based on FT-NIR” LINK

“Rapid Detection of Goat Milk Mixed with Bovine Milk and Infant Goat Milk Formulas Mixed with Bovine Whey Powder by NIRS Fingerprints LINK

“Nondestructive Characterization of Citrus Fruit by near-Infrared Diffuse Reflectance Spectroscopy (NIRDRS) with Principal Component Analysis (PCA) and Fisher …” LINK

“Near-Infrared Spectroscopy to Predict Provitamin A Carotenoids Content in Maize” LINK

“… in Cytochrome C Oxidase Redox State and Hemoglobin Concentration in Rat Brain During 810 nm Irradiation Measured by Broadband Near-Infrared Spectroscopy” LINK

“A stacked regression ensemble approach for the quantitative determination of biomass feedstock compositions using near infrared spectroscopy” LINK

“Prediction of maize flour adulteration in chickpea flour (besan) using near infrared spectroscopy” | LINK

“Country of origin label monitoring of musky and common octopuses (Eledone spp. and Octopus vulgaris) by means of a portable near-infrared spectroscopic device” LINK

“A Long Short-Term Memory Neural Network Based Simultaneous Quantitative Analysis of Multiple Tobacco Chemical Components by Near-Infrared” LINK

“Identification of human hair wigs and animal hair wigs by the method of near infrared spectroscopy modeling” LINK

“Real-time recognition of different imagined actions on the same side of a single limb based on the fNIRS correlation coefficient” | LINK


“Agronomy : Potential of NIRS Technology for the Determination of Cannabinoid Content in Industrial Hemp (Cannabis sativa L.)” LINK

“Polymers : Near-Infrared Light-Remote Localized Drug Delivery Systems Based on Zwitterionic Polymer Nanofibers for Combination Therapy” LINK

“Identification of geographical origin and different parts of Wolfiporia cocos from Yunnan in China using PLSDA and ResNet based on FTNIR” LINK

“Highly Efficient and Stable Near-Infrared Broadband Garnet Phosphor for Multifunctional Phosphor-Converted Light-Emitting Diodes” LINK

“Comparative Determination of Phenolic Compounds in Arabidopsis thaliana Leaf Powder under Distinct Stress Conditions Using FT-IR and FT-NIR Spectroscopy” LINK

“Application of near-infrared spectroscopy/artificial neural network to quantify glycosylated norisoprenoids in Tannat grapes” LINK

Infrared Spectroscopy (IR) and Near-Infrared Spectroscopy (NIR)

“Excessive Increase in the Optical Band Gap of NearInfrared Semiconductor Lead (II) Sulfide via the Incorporation of Amino Acids” LINK

“Analyzing the Water Confined in Hydrogel Using Near-Infrared Spectroscopy” LINK

“Rapid identification of the geographic origin of Taiping Houkui green tea using near‐infrared spectroscopy combined with a variable selection method” LINK

“Near-Infrared Spectroscopy to Predict Provitamin A Carotenoids Content in Maize” LINK

Hyperspectral Imaging (HSI)

“High-Quality Self-Supervised Snapshot Hyperspectral Imaging” LINK

“Non-destructive age estimation of biological fluid stains: An integrated analytical strategy based on near-infrared hyperspectral imaging and multivariate regression” LINK

“Foods : Identification of Moldy Peanuts under Different Varieties and Moisture Content Using Hyperspectral Imaging and Data Augmentation Technologies” LINK

“Remote Sensing : Wood Decay Detection in Norway Spruce Forests Based on Airborne Hyperspectral and ALS Data” LINK

“Hyperspectral imaging coupled with CNN: A powerful approach for quantitative identification of feather meal and fish by-product meal adulterated in marine fishmeal” LINK

Chemometrics and Machine Learning

“Angle Prediction of Lipid Rich and Calcified Plaque in Computed Tomography Angiography Images” LINK

“Classification of Waste Wood Categories According to the Best Reuse Using Ft-Nir Spectroscopy and Chemometrics” LINK

“Developing a generalized vis-NIR prediction model of soil moisture content using external parameter orthogonalization to reduce the effect of soil type” LINK

“Applied Sciences : A New CO2-EOR Methods Screening Model Based on Interdependency Parameters” LINK

“Insights on the role of chemometrics and vibrational spectroscopy in fruit metabolite analysis” | LINK

“Modeling method and miniaturized wavelength strategy for near-infrared spectroscopic discriminant analysis of soy sauce brand identification” LINK

Optics for Spectroscopy

“Chemical Interface Damping in Nonstoichiometric Semiconductor Plasmonic Nanocrystals: An Effect of the Surrounding Environment” LINK

Research on Spectroscopy

“Alternative Supervised Methods” LINK

“Supervised Methods” LINK

Equipment for Spectroscopy

“As the number falls, alternatives to the Hagberg-Perten falling number method: A review” LINK

Process Control and NIR Sensors

“Cognitive and linguistic dysfunction after thalamic stroke and recovery process: possible mechanism” | LINK

“Sensors : Applications of Online UV-Vis Spectrophotometer for Drinking Water Quality Monitoring and Process Control: A Review” LINK

Agriculture NIR-Spectroscopy Usage

“Foods : Analysis of Key Chemical Components in Aqueous Extract Sediments of Panax Ginseng at Different Ages” LINK

” AA′-Stacked Trilayer Hexagonal Boron Nitride” LINK

“Biomass and Plastic Co-Pyrolysis for Syngas Production: Characterisation of Celtis Mildbraedii Sawdust as a Potential Feedstock” LINK

“Estimation of forage quality by near infrared reflectance spectroscopy in dallisgrass, Paspalum dilatatum, poir” LINK

“Detection of Stored Grain Insect” LINK

“Estimation of crude protein and amino acid contents in whole, ground and defatted ground soybeans by different types of near-infrared (NIR) reflectance spectroscopy” LINK

“Molecules : The Potential Use of Herbal Fingerprints by Means of HPLC and TLC for Characterization and Identification of Herbal Extracts and the Distinction of Latvian Native Medicinal Plants” LINK

ZEUTEC presents a new generation of the SpectraAlyzer GRAIN – the SpectraAlyzer GRAIN NEO with new features, state-of-the-art design, better performance and with the aim of bringing a new perspective to grain testing. LINK

“Genetic variation for seed storage protein composition in rapeseed (Brassica napus) and development of near‐infrared reflectance spectroscopy calibration …” LINK

Food & Feed Industry NIR Usage

“Effect of microbial community structures and metabolite profile on greenhouse gas emissions in rice varieties” LINK

“Quantitative assessment of wheat quality using near‐infrared spectroscopy: A comprehensive review” LINK

Pharma Industry NIR Usage

“Rapid Pentosan Polysulfate Sodium (PPS) Maculopathy Progression.” LINK

Laboratory and NIR-Spectroscopy

“Multispectral Smartphone Camera Reveals Paintings’ Inner Secrets” LINK


“Preparation of One-Dimensional Polyaniline Nanotubes as Anticorrosion Coatings” LINK

“Complex Block Structures; with Focus on LShape Relations” LINK

“D–A type conjugated indandione derivatives: ultrafast broadband nonlinear absorption responses and transient dynamics” | LINK

“Spectroscopic and optical investigations on Er3+ ions doped alkali cadmium phosphate glasses for laser applications” LINK

“Carbazole Isomerism in Helical Radical Cations: Spin Delocalization and SOMO-HOMO Level Inversion in the Diradical State” LINK

Spectroscopy and Chemometrics/Machine-Learning News Weekly #14, 2022

NIR Calibration-Model Services

Spectroscopy and Chemometrics News Weekly 13, 2022 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software IoT Sensors QA QC Testing Quality LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 13, 2022 | NIRS NIR Spektroskopie MachineLearning Spektrometer IoT Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 13, 2022 | NIRS NIR Spettroscopia MachineLearning analisi chimica Spettrale Spettrometro Chem IoT Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem QualityControl LINK

Near-Infrared Spectroscopy (NIRS)

“NIR Spectroscopy and Aquaphotomics Approach to Identify Soil Characteristics as a Function of the Sampling Depth” LINK

“Improving the multi-class classification of Alzheimer’s disease with machine learning-based techniques: An EEG-fNIRS hybridization study” LINK

“A novel methodology for determining effectiveness of preprocessing methods in reducing undesired spectral variability in near infrared spectra” LINK


“Near infrared‐based process analytical technology module for estimating gelatinization optimal point” LINK

“Near Infrared Technology in Agricultural Sustainability: Rapid Prediction of Nitrogen Content from Organic Fertilizer” LINK

“Gasoline octane number prediction from near-infrared spectroscopy with an ANN-based model” LINK

“Rapid On-site Identification of Geographical Origin and Storage Age of Tangerine Peel by Near-infrared Spectroscopy” LINK

“Empirical mode decomposition of near-infrared spectroscopy signals for predicting oil content in palm fruits” LINK

“Miniaturization in NIR Spectroscopy Reshapes Chemical Analysis” LINK

“Unscrambling spectral interference and matrix effects in Vitis vinifera Vis-NIR spectroscopy: Towards analytical grade ‘in vivo’sugars and acids quantification” LINK

“Research Progress of Bionic Materials Simulating Vegetation Visible-Near Infrared Reflectance Spectra” LINK

“Latent Variable Machine Learning Methods Applied for NIR Quantitative Analysis of Coffee” LINK

“Identification of informative spectral ranges for predicting major chemical constituents in corn using NIR spectroscopy” LINK

“Vis-NIR Spectroscopy and Machine Learning Methods for the Discrimination of Transgenic Brassica napus L. and Their Hybrids with B. juncea” LINK

“Applied Sciences : Hidden Information in Uniform Design for Visual and Near-Infrared Spectrum and for Inkjet Printing of Clothing on Canvas to Enhance Urban Security” LINK

“LIONirs: flexible Matlab toolbox for fNIRS data analysis” LINK

Raman Spectroscopy

“Raman Spectroscopic Detection and Quantification of Macro- and Microhematuria in Human Urine” LINK

Hyperspectral Imaging (HSI)

“Prediction of total carotenoids, color and moisture content of carrot slices during hot air drying using noninvasive hyperspectral imaging technique” LINK

“Growth simulation of Pseudomonas fluorescens in pork using hyperspectral imaging” LINK

“Estimation of Leaf Water Content of Different Leaves from Different Species Using Hyperspectral Reflectance Data” LINK

Chemometrics and Machine Learning

“Automation : Predictive Performance of Mobile Vis-NIR Spectroscopy for Mapping Key Fertility Attributes in Tropical Soils through Local Models Using PLS and ANN” LINK

“Prediction of South American Leaf Blight and Disease-Induced Photosynthetic Changes in Rubber Tree, Using Machine Learning Techniques on Leaf Hyperspectral …” LINK

“Proximal spectroscopy sensing for sugarcane quality prediction and spatial variability mapping” LINK

“Variable Selection Based on Gray Wolf Optimization Algorithm for the Prediction of Saponin Contents in Xuesaitong Dropping Pills Using NIR Spectroscopy” | LINK

“Prediction of soil organic matter content based on characteristic band selection method” LINK

“Sensors : Algorithm of Stability-Analysis-Based Feature Selection for NIR Calibration Transfer” LINK

“Modelling soil water retention and water‐holding capacity with visible-near infrared spectra and machine learning” LINK

“Machine learning for atherosclerotic tissue component classification in combined near-infrared spectroscopy intravascular ultrasound imaging: Validation against …” LINK

“Modelling soil water retention and waterholding capacity with visiblenear infrared spectra and machine learning” LINK

“Cancers : Novel Non-Invasive Quantification and Imaging of Eumelanin and DHICA Subunit in Skin Lesions by Raman Spectroscopy and MCR Algorithm: Improving Dysplastic Nevi Diagnosis” LINK


“Evaluation of portable vibrational spectroscopy for identifying plasticizers in dairy tubing” LINK

Optics for Spectroscopy

“Chemosensors : Carbocyanine-Based Fluorescent and Colorimetric Sensor Array for the Discrimination of Medicinal Compounds” LINK

“Platinum(II)Acetylide Conjugated Polymer Containing AzaBODIPY Moieties for Panchromatic Photodetectors” LINK

Equipment for Spectroscopy

“Polymers : Role of Macrodiols in the Synthesis and Thermo-Mechanical Behavior of Anti-Tack Water Borne Polyurethane Dispersions” LINK

Process Control and NIR Sensors

“A Perfect Pair: Stabilized Black Phosphorous Nanosheets Engineering with Antimicrobial Peptides for Robust Multidrug Resistant Bacteria Eradication” LINK

Environment NIR-Spectroscopy Application

“Long-Term Liming Reduces the Emission and Temperature Sensitivity of N2o Via Altering Denitrification Functional Gene Ratio in Acidic Soil” LINK

“Environmental metabolomics approaches to identify and enhance secondary compounds in medicinal plants for bio-based plant protection” LINK

“Soil moisture determines nitrous oxide emission and uptake” LINK

“Remote Sensing : Evaluating the Capability of Satellite Hyperspectral Imager, the ZY1-02D, for Topsoil Nitrogen Content Estimation and Mapping of Farmlands in Black Soil Area, China” LINK

“Remote Sensing : Extending the GOSAILT Model to Simulate Sparse Woodland Bi-Directional Reflectance with Soil Reflectance Anisotropy Consideration” LINK

Agriculture NIR-Spectroscopy Usage

“Evaluation of Near-Infrared Reflectance and Transflectance Sensing System for Predicting Manure Nutrients” LINK

“Ecoenzymatic stoichiometry reflects the regulation of microbial carbon and nitrogen limitation on soil nitrogen cycling potential in arid agriculture ecosystems” | LINK

“Remote Sensing : Phenotypic Traits Estimation and Preliminary Yield Assessment in Different Phenophases of Wheat Breeding Experiment Based on UAV Multispectral Images” LINK

“Agronomy : Evaluation of Methods for Measuring Fusarium-Damaged Kernels Wheat” LINK

“Agriculture : Non-Destructive Detection of pH Value of Kiwifruit Based on Hyperspectral Fluorescence Imaging Technology” LINK

“Agronomy : Optical Spectrometry to Determine Nutrient Concentrations and other Physicochemical Parameters in Liquid Organic Manures: A Review” LINK

“Agriculture : The Effect of Tytanit on Fibre Fraction Content in Medicago x varia T. Martyn and Trifolium pratense L. Cell Walls” LINK

Horticulture NIR-Spectroscopy Applications

“Redefining the impact of preharvest factors on peach fruit quality development and metabolism: A review” LINK

“Accurate nondestructive prediction of soluble solids content in citrus by nearinfrared diffuse reflectance spectroscopy with characteristic variable selection” LINK

Forestry and Wood Industry NIR Usage

“Spectrometric Prediction of Nitrogen Content in Different Tissues of Slash Pine Trees” LINK

Food & Feed Industry NIR Usage

“Effects of Irrigation Strategy and Plastic Film Mulching on Soil N 2 O Emissions and Fruit Yields of Greenhouse Tomato” LINK

“Mini shortwave Spectroscopic Techniques and Multivariate Statistical Analysis as a Tool for Testing intact Cocoa beans at farmgate for Quality Control in Ghana” LINK

“Foods : Gluten Conformation at Different Temperatures and Additive Treatments” LINK

Pharma Industry NIR Usage

“Revealing the Effect of Heat Treatment on the Spectral Pattern of Unifloral Honeys Using Aquaphotomics” LINK

“Biomedicines : Pathophysiological Response to SARS-CoV-2 Infection Detected by Infrared Spectroscopy Enables Rapid and Robust Saliva Screening for COVID-19” LINK


“Unraveling the potential of phenomic selection within and among diverse breeding material of maize (Zea mays L.)” LINK

“Applied Sciences : Impact of Pheidole fallax (Hymenoptera: Formicidae) as an Ecosystem Engineer in Rehabilitated Coal Mine Areas” LINK

“The Spectral Mixture Residual: A Source of LowVariance Information to Enhance the Explainability and Accuracy of Surface Biology and Geology Retrievals” LINK

“Glycosylated MoS2 Sheets for Capturing and Deactivating E. coli Bacteria: Combined Effects of Multivalent Binding and Sheet Size” LINK

NIR-Predictor supported Spectral Data File Formats

It’s easy to use with NIR-Predictor,
just drag & drop your data for prediction results,
you don’t need to specify the instrument type and settings!
You don’t need a chemometrics software!
You don’t need to write code for using machine learning!

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See the features NIR-Predictor – Release Notes History

Mobile NIR and Desktop NIR

The NIR Calibration Service and free NIR prediction Software is available for the following NIR analysers.
Download the free NIR-Predictor Software, with sample spectrum files and demo calibration models included, to create reported analysis results.
And let us help you, to develop your individual customized optimal robust predictions models!

NIR-Predictor as a Third Party Application Software supports spectral data file Formats vs. Vendor : Software : NIR Instrument.

CSV, TXT = Simple Spectra File Format for NIR-Predictor

JCAMP-DX = Joint Committee on Atomic and Molecular Physical data-Data eXchange

JCAMP-DX  = Joint Committee on Atomic and Molecular Physical data-Data eXchange
|JSON     = JavaScript Object Notation   
||CSV,TXT = Comma Separated Value, Text File
|||Vendor = Vendor Specific
||||SPC   = Thermo-Scientific / Galactic GRAMS .SPC spectra file format
----------= Custom Data =-------------------------------------------------------------------------------------------------------
X-X-X   Custom Data : Simple Spectral File Format or JCAMP-DX or SPC
----------= Mobile NIR Spectroscopy Analyzer / Mobile Spektroskopie =-----------------------------------------------------------
X-X--   Allied Scientific  : NIRscan Nano Gui  : NIRVascan         
--X--   ams                :                   : Smart Spectral Sensor, Moonlight Multispectral, Spectral Triad
X---X   AVANTES            : AvaSoft           : AvaSpec, AvaSpec-Mini
X-X-X   HAMAMATSU          :                   : FTIR engine C15511
X-X--   InnoSpectra        : ISC NIRScan Winform GUI : NIR-S-G1 
X-X-X   Ocean Optics       : OceanView, JAZ, SpectraSuite : Flame-NIR, NanoQuest, NIRQuest, Maya2000, USB2000, USB4000, STS-NIR
--X--   PIXELTEQ           :                   : NIR PixelSensor Evaluation Kit
XXX--   SCiO               : SCiO              : SCiO
--X--   Senorics           : Senosoft          : NIR Evaluation Kit
X--X-   Si-Ware Systems    : SpectroMOST       : NeoSpectra Micro, NeoSpectra-Micro Development Kit
X-X--   Spectral Engines   :                   : NIRONE, NR 2.0-W
X--X-   Spectral Evolution : DARWin            : SR-8800, SR-6500, RS-5400, RS-3500, PSR-2500, UDS-1100, PSR-1100f, PSR+
X--X-   StellarNet         : ChemWiz           : DWARF-Star NIR
X-X--   Tellspec           : Tellspec          : Tellspec, see Texas Instruments DLP 
X-X--   Texas Instruments  : NIRscan Nano Gui  : DLP NIRscan Nano EVM, DLPNIRNANOEVM, DLP2010NIR, DLP4500NIR, DLP650LNIR
XX---   trinamiX           :                   : Hertzstück     
X-X-X   VIAVI (JDSU)       : MicroNIR Pro      : MicroNIR OnSite, MicroNIR 1700, MicroNIR 2200, MicroNIR OnSite-W, MicroNIR 1700ES, MicroNIR PAT-Ux, VIAVI MicroNIR PAT-Wx
----------= Desktop/Benchtop NIR Analyzer =------------------------------------------------------------------------------------
X----   BUCHI              : NIRWise, NIRCal   : ProxiMate, NIRFlex, NIRMaster, N500, N400
----X   BRUINS             : Omega-Pro analysis: FoodCheck, InfraScan, InfraCheck                        
X----   BRUKER             : OPUS              : Tango, MPA, Matrix     
X---X   BWTEK              : BWSpec, BWIQ      : i-Spec 25, i-Spec 17/17B/22
X----   FOSS               : FossCalibrator, WinISI : XDS, DS2500, DA1650, N5000, N6500, Infraxact
X---X   GALAXY SCIENTIFIC  : Spectral Sage     : QuasIR 2000, QuasIR 3000, QuasIR 4000
X-X--   METROHM            : Vision Air        : NIRS XDS, NIRS DS2500
X---X   PERTEN             : Simplicity        : DA 7200, DA 7250, DA 7300, DA 7400, DA 7520, Inframatic 9520 
X---X   Polytec            :                   : PSS 1720, PSS 1750, PSS 2120, PSS 2220
X---X   Q-Interline        : Horizon QI        : ABB Bomem FT technology
X---X   tec5               : MultiSpec         : MultiSpec Pro, AgroSpec, 
X---X   Thermo Scientific  : GRAMS PLSplus/IQ, OMNIC : Antaris II, Nicolet iS5N, microPHAZIR RX 
X---X   UNITY Scientific   : UCal              : SpectraStar 2500 2400 2200
X---X   ZEISS              : Aspect Plus       : Corona Extreme, CORONA, AURA, MMS, CGS, MCS FLEX, PGS-NIR
X---X   more



  • X supported
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