Spectroscopy and Chemometrics/Machine-Learning News Weekly #26, 2022

NIR Calibration-Model Services

Spectroscopy and Chemometrics News Weekly 25, 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 25, 2022 | NIRS NIR Spektroskopie MachineLearning Spektrometer IoT Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 25, 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)

“A study on the rapidly non-destructive detection method of Huoxiang Zhengqi oral liquid using near infrared spectroscopy” LINK

“NIR spectroscopy for reaction monitoring and reaction mixture identification of cycloaliphatic epoxides” (SICI) LINK

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

“Differences between chemical analysis and portable near-infrared reflectance spectrometry in maize hybrids” | LINK

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

“Neurovascular coupling analysis of working memory based on electroencephalography and functional near-infrared spectroscopy” LINK

“Fundamental effective temperature measurements for eclipsing binary stars–III. SPIRou near-infrared spectroscopy and CHEOPS photometry of the benchmark G0V …” LINK

“Physiological variable predictions using VIS-NIR spectroscopy for water stress detection on grapevine: interest in combining climate data using multiblock method” LINK

“SpectraNet-53: A Deep Residual Learning Architecture for Predicting Soluble Solids Content with VIS-NIR Spectroscopy” LINK

“Remote Sensing : Comparing the Use of Red-Edge and Near-Infrared Wavelength Ranges for Detecting Submerged Kelp Canopy” LINK

“Near-infrared spectroscopy combined with chemometrics to classify cosmetic foundations from a crime scene” LINK

“Broadband Near-Infrared-Emitting Phosphors with Suppressed Concentration Quenching in a Two-Dimensional Structure” LINK

“Using Machine Learning Methods and vis-NIRS in Screening of GMO, Non-GMO, and Hybrids of Brassica” LINK

“Fourier transform near-infrared spectroscopy coupled with variable selection methods for fast determination of salmon fillets storage time” LINK

“Guayulin content, resin and rubber fraction by near infrared spectroscopy in guayule stems (Parthenium argentatum, A. Gray)” LINK

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

“Digital Detection of Olive Oil Rancidity Levels and Aroma Profiles Using Near-Infrared Spectroscopy, a Low-Cost Electronic Nose and Machine Learning …” LINK

“Evaluation of the freshness of rainbow trout (Oncorhynchus mykiss) fillets by the NIR, E-nose and SPME-GC-MS” | LINK

“Trends in non-destructive analysis using near infrared spectroscopy in food industry” LINK

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

“Rice bacterial blight resistant cultivar selection based on visible/near-infrared spectrum and deep learning” | LINK

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

“Development of a near‐infrared spectroscopy calibration for Hagberg falling number assessment of barley (Hordeum vulgare): A comparison of methods” LINK

“Integration of near-infrared spectroscopy and aquaphotomics for discrimination of cultured cancerous cells using phenol red” LINK

“Yb3+Doped Phenylethylammonium Lead Bromide 2D Layered Hybrid Perovskite for Near Infrared Emission” LINK

Raman Spectroscopy

“A Component Content Measurement Method Modified Using Indirect Hard Modeling for Polymer Blends Based on Raman Spectroscopy” LINK

Hyperspectral Imaging (HSI)

“Hyperspectral and genome-wide association analyses of leaf phosphorus status in local Thai indica rice” LINK

“Moldy Peanuts Identification Based on Hyperspectral Images and Point-centered Convolutional Neural Network Combined with Embedded Feature Selection” LINK

“Moisture detection of single corn seed based on hyperspectral imaging and deep learning” LINK

“Remote Sensing : Combining Different Transformations of Ground Hyperspectral Data with Unmanned Aerial Vehicle (UAV) Images for Anthocyanin Estimation in Tree Peony Leaves” LINK

“Hyperspectral imaging for classification of bulk grain samples with deep convolutional neural networks” LINK

“Advances in infrared spectroscopy and hyperspectral imaging combined with artificial intelligence for the detection of cereals quality” LINK

“A new quantitative index for the assessment of tomato quality using Vis-NIR hyperspectral imaging” LINK

“Sensors : Inversion of Nitrogen Concentration in Apple Canopy Based on UAV Hyperspectral Images” LINK

“Hyperspectral time series datasets of maize during the grain filling period” | LINK

Chemometrics and Machine Learning

“Authenticity green coffee bean species and geographical origin using nearinfrared spectroscopy combined with chemometrics” LINK

“Unsupervised detection of ash dieback disease (Hymenoscyphus fraxineus) using diffusion-based hyperspectral image clustering” LINK

“Calibration set optimization and library transfer for soil carbon estimation using soil spectroscopy A review” LINK

“IAI SPECIAL EDITION: Infrared spectroscopy chemometric model for determination of phenolic content of plant leaf powder” LINK

“Plants : Correlation of Glucosinolates and Volatile Constituents of Six Brassicaceae Seeds with Their Antioxidant Activities Based on Partial Least Squares Regression” LINK

“Study on the Classification Method of Rice Leaf Blast Levels Based on Fusion Features and Adaptive-Weight Immune Particle Swarm Optimization Extreme Learning Machine Algorithm” | LINK

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

“Remote Sensing : Spectral Method for Liming Recommendation in Oxisol Based on the Prediction of Chemical Characteristics Using Interval Partial Least Squares Regression” LINK

Optics for Spectroscopy

“Polymers : Interfaces Based on Laser-Structured Arrays of Carbon Nanotubes with Albumin for Electrical Stimulation of Heart Cell Growth” LINK

Equipment for Spectroscopy

“Experimental methods in chemical engineering: Optical fibre probes in multiphase systems” LINK

“Assessing the potential of a handheld visible-near infrared microspectrometer for sugar beet phenotyping” LINK

Process Control and NIR Sensors

“Multi critical quality attributes monitoring of Chinese oral liquid extraction process with a spectral sensor fusion strategy” LINK

Environment NIR-Spectroscopy Application

“Remote Sensing : Detection of Tree Decline (Pinus pinaster Aiton) in European Forests Using Sentinel-2 Data” LINK

“Mapping Organizational Changes of FiberLike Structures in Disease Progression by Multiparametric, Quantitative Imaging” LINK

“Remote Sensing : Recognition of the Bare Soil Using Deep Machine Learning Methods to Create Maps of Arable Soil Degradation Based on the Analysis of Multi-Temporal Remote Sensing Data” LINK

“Sensors : On the Acquisition of High-Quality Digital Images and Extraction of Effective Color Information for Soil Water Content Testing” LINK

Agriculture NIR-Spectroscopy Usage

“Aggregation Reduces Subcellular Localization and Cytotoxicity of Single-Walled Carbon Nanotubes” LINK

“Strategies for monitoring within-field soybean yield using Sentinel-2 Vis-NIR-SWIR spectral bands and machine learning regression methods” | LINK

“Design of a Phenotypic Sensor About Protein and Moisture in Wheat Grain” LINK

Horticulture NIR-Spectroscopy Applications

“Rapid detection and quantification of the adulteration of orange juice with grapefruit juice using handheld Raman spectroscopy and multivariate analysis” LINK

Food & Feed Industry NIR Usage

“Synthesis and characterization of the `Japanese riceball’shaped Molybdenum Blue Na4[Mo2O2(OH)4(C6H4NO2)2]2[Mo120Ce6O366H12(OH)2(H2O)76]200H2O” LINK

“Methodology for Olive Fruit Quality Assessment by Means of a Low-Cost Multispectral Device” LINK

Chemical Industry NIR Usage

“Polymers : The Impact of Selected Laser-Marking Parameters and Surface Conditions on White Polypropylene Moldings” LINK

“Polymers : Electrical Transport, Structural, Optical and Thermal Properties of [(1−x)Succinonitrile: xPEO]-LiTFSI-Co(bpy)3(TFSI)2-Co(bpy)3(TFSI)3 Solid Redox Mediators” LINK


“การ ตรวจ สอบ องค์ประกอบ ทาง เคมี ใน ข้าวเปลือก แบบ รวดเร็ว ด้วย เนีย ร์ อินฟราเรด สเปก โต รส โค ปี” LINK

“Structural and Optical Characterization of Mechanochemically Synthesized CuSbS2 Compounds” LINK

“Site-specific Seeding Using Proximal and Remote Sensors Data Fusion” LINK

“Enhanced electrocatalysis of WSe2 nanosheets by partial oxidation for hydrogen generation” LINK

Spectroscopy and Chemometrics/Machine-Learning News Weekly #21, 2022

NIR Calibration-Model Services

Spectroscopy and Chemometrics News Weekly 20, 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 20, 2022 | NIRS NIR Spektroskopie MachineLearning Spektrometer IoT Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 20, 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)

“Agriculture : Feasibility of Near-Infrared Spectroscopy for Rapid Detection of Available Nitrogen in Vermiculite Substrates in Desert Facility Agriculture” LINK

“Blood discrimination based on NIR spectroscopy and BP neural network combined with genetic algorithm” LINK

“Automated surface mapping via unsupervised learning and classification of Mercury Visible-Near-Infrared reflectance spectra” LINK

“At-line and inline prediction of droplet size in mayonnaise with near-infrared spectroscopy” LINK

“Use of near-infrared spectroscopy and chemometrics for fast discrimination of Sargassum fusiforme” LINK

” Chemometric studies of hops degradation at different storage forms using UVVis, NIRS and UPLC analyses” LINK

“Portable NIR spectroscopy and PLS based variable selection for adulteration detection in quinoa flour” LINK

“Foods : Assessment of Pumpkin Seed Oil Adulteration Supported by Multivariate Analysis: Comparison of GC-MS, Colourimetry and NIR Spectroscopy Data” LINK

“Near infrared spectroscopy to evaluate the effect of a hybrid exercise programme on peripheral muscle metabolism in patients with intermittent claudication: an …” LINK

“Plants : Prediction and Comparisons of Turpentine Content in Slash Pine at Different Slope Positions Using Near-Infrared Spectroscopy” LINK

“Teknologi Near Infrared Reflectance Spectroscopy (NIRS) dan Metode Kemometri untuk Deteksi Pemalsuan Minyak Nilam” LINK

“Raman and near Infrared Spectroscopy for Quantification of Fatty Acids in Muscle Tissue—A Salmon Case Study” LINK

“Multi-information based on ATR-FTIR and FT-NIR for identification and evaluation for different parts and harvest time of Dendrobium officinale with chemometrics” LINK

“Application of near infrared spectroscopy to predict contents of various lactones in chromatographic process of Ginkgo Folium” LINK

“A feasibility study on improving the non-invasive detection accuracy of bottled Shuanghuanglian oral liquid using near infrared spectroscopy” LINK

“The application of NIR spectroscopy in moisture determining of vegetable seeds” | seedtesting seedquality NIRS methodDevelopment Calibration solution content analysis seed grain grains LINK

“Aplicación de imágenes hiperespectrales (HSI-NIR) para la determinación de estrés hídrico en hojas de patata.” LINK

“Analyzing Classification Performance of fNIRS-BCI for Gait Rehabilitation Using Deep Neural Networks” | LINK

“Near-infrared spectroscopy and machine learning-based technique to predict quality-related parameters in instant tea” | LINK

“Prediction of Wheat Quality Parameters Combining Raman, Fluorescence and Near‐Infrared Spectroscopy (NIRS)” LINK

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

“Extending Effective Dynamic Range of Hyperspectral Line Cameras for Short Wave Infrared Imaging” | LINK

“Single-domain nearinfrared protein provides a scaffold for antigen-dependent fluorescent nanobodies” LINK

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

“Application of infrared spectroscopic techniques to cheese authentication: A review” LINK

“Estimation of grain quality parameters in rice for highthroughput screening with nearinfrared spectroscopy and deep learning” LINK

Hyperspectral Imaging (HSI)

“Multispectral camera system design for replacement of hyperspectral cameras for detection of aflatoxin B1” LINK

“Hyperspectral Imaging for cherry tomato” LINK

“A novel 3D convolutional neural network model with supervised spectral regression for recognition of hyperspectral images of colored wool fiber” LINK

“Channel and band attention embedded 3D CNN for model development of hyperspectral image in object-scale analysis” LINK

“A novel high-throughput hyperspectral scanner and analytical methods for predicting maize kernel composition and physical traits” LINK

“Learning Multiscale Temporal-Spatial-Spectral Features via a Multi-path Convolutional LSTM Neural Network for Change Detection with Hyperspectral Images” LINK

“The relationship between the spatial pattern of lakeside wetlands and water quality utilizing UAV hyperspectral remote sensing” LINK

“Building spectral catalogue for salt marsh vegetation, hyperspectral and multispectral remote sensing” LINK

“Hyperspectral Unmixing Based on Nonnegative Matrix Factorization: A Comprehensive Review” LINK

“A systematic review on hyperspectral imaging technology with a machine and deep learning methodology for agricultural applications” LINK

“Using hyperspectral imaging technology for assessing internal quality parameters of persimmon fruits during the drying process” LINK

“Near-Infrared Hyperspectral Imaging Pipelines for Pasture Seed Quality Evaluation: An Overview” | LINK

Chemometrics and Machine Learning

“Chemometrics for Raman Spectroscopy Harmonization” LINK

“Determination of active ingredients in alcoholbased gel by spectroscopic techniques and chemometric analysis” LINK

“Effect of variable selection algorithms on model performance for predicting moisture content in biological materials using spectral data” LINK

Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding project page: sota FID(7.27 on COCO), without ever training on COCO, human raters find Imagen samples to be on par with the COCO data itself in image-text alignment LINK

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


“Does active sitting provide more physiological changes than traditional sitting and standing workstations?” LINK

Research on Spectroscopy

“Destructive and rapid non-invasive methods used to detect adulteration of dried powdered horticultural products: A review” LINK

“Development of a spectroscopic approach for non-destructive and rapid screening of cucumbers based on maximum limit of nitrate accumulation” LINK

Equipment for Spectroscopy

“Review of portable near infrared spectrometers: Current status and new techniques” LINK

“Discrimination of the Red Jujube Varieties Using a Portable NIR Spectrometer and Fuzzy Improved Linear Discriminant Analysis” | LINK

Process Control and NIR Sensors

“Applied Sciences : Process Monitoring Using Kernel PCA and Kernel Density Estimation-Based SSGLR Method for Nonlinear Fault Detection” LINK

“Distinctive Microbial Processes and Controlling Factors Related to Indirect N2O Emission from Agricultural and Urban Rivers in Taihu Watershed” LINK

Environment NIR-Spectroscopy Application

“Monitoring the Concentrations of Cd, Cu, Pb, Ni, Cr, Zn, Mn and Fe in Cultivated Haplic Luvisol Soils Using Near-Infrared Reflectance Spectroscopy” LINK

“Plants : Variations in Total Phenolic, Total Flavonoid Contents, and Free Radicals’ Scavenging Potential of Onion Varieties Planted under Diverse Environmental Conditions” LINK

“Vis-NIR-spectroscopy-and loss-on-ignition-based functions to estimate organic matter content of calcareous soils” | LINK

“Remote Sensing : Mapping Soil Properties with Fixed Rank Kriging of Proximally Sensed Soil Data Fused with Sentinel-2 Biophysical Parameter” LINK

“Effects of hyperspectral data with different spectral resolutions on the estimation of soil heavy metal content: From ground-based and airborne data to satellite …” LINK

“Comparing Two Different Development Methods of External Parameter Orthogonalization for Estimating Organic Carbon from Field-Moist Intact Soils by Reflectance …” LINK

“Towards recycling of challenging waste fractions: Identifying flame retardants in plastics with optical spectroscopic techniques” LINK

Agriculture NIR-Spectroscopy Usage

“Plants : Comparative Analysis of the NDVI and NGBVI as Indicators of the Protective Effect of Beneficial Bacteria in Conditions of Biotic Stress” LINK

“Agriculture : Online Detection and Classification of Moldy Core Apples by Vis-NIR Transmittance Spectroscopy” LINK

“Aggregate size distribution of arid and semiarid laboratory soils (< 2 mm) as predicted by VIS-NIR-SWIR spectroscopy” LINK

“Application of near-infrared spectroscopy to agriculture and forestry” LINK

“Dry heating, moist heating, and microwave irradiation of coldclimateadapted barley grainEffects on ruminantrelevant carbohydrate and molecular structural spectral profiles” LINK

“Nutrient digestibility and predicting the energy content of pig feeds” LINK

“Comparative study of different wavelength selection methods in the transfer of crop kernel qualitive near-infrared models” LINK

“Agronomy : Monitoring of Nitrogen Indices in Wheat Leaves Based on the Integration of Spectral and Canopy Structure Information” LINK

“… visualization and quantification of total acid and reducing sugar contents in fermented grains by combining spectral and color data through hyperspectral imaging” LINK

“Biomarkers and biosensors for the diagnosis of noncompliant pH, dark cutting beef predisposition, and welfare in cattle” LINK

Forestry and Wood Industry NIR Usage

“A spectral analysis of stem bark for boreal and temperate tree species” | LINK

“Optical properties of transparent wood composites prepared using transverse sections of poplar wood” | LINK

Food & Feed Industry NIR Usage

“Foods : Oxidative Stability and Antioxidant Activity of Selected Cold-Pressed Oils and Oils Mixtures” LINK

“Predicting Single Kernel Moisture and Protein Content of Mushroom Popcorn Using NIR Spectroscopy: Tool for Determining Their Effect on Popping Performance” LINK

“Research on Physicochemical Properties, Microscopic Characterization and Detection of Different Freezing-damaged Corn Seeds” LINK

“Estimating cadmium-lead concentrations in rice blades through fractional order derivatives of foliar spectra” LINK

“Recent advances in emerging techniques for non-destructive detection of seed viability: A review” seedtesting seedGermination seedquality NDT nondestructiveTesting seeds LINK

Laboratory and NIR-Spectroscopy

“Optimizing a Standard Spectral Measurement Protocol to Enhance the Quality of Soil Spectra: Exploration of Key Variables in Lab-Based VNIR-SWIR Spectral …” LINK


“A Robust Functional Partial Least Squares for ScalaronMultipleFunction Regression” LINK

“Planetary Terrestrial Analogues Library Project: 3. Characterization of Samples With MicrOmega” LINK


“A robust functional partial least squares for scalaronmultiplefunction regression” LINK

“Facebook trained AI to fool facial recognition systems, and it works on live video” deepfakes deidentification LINK

“Optical properties and novelty preparation PVA/PVP doping with Cu as surface plasmonic ions” LINK


Spectroscopy and Chemometrics News Weekly #9, 2020


Efficient development of new quantitative prediction equations for multivariate NIR spectra data NIRS NIR NIT LINK

NIR Calibration Service explained | NIRS NIR Near Infrared Spectroscopy Prediction Analysis Results Calibration Model multivariate Chemometrics equations SaaS LINK

Service für professionelle Entwicklung von Nah-Infrarot Spektroskopie Kalibrations Methoden | NIRS Qualität Prüfen LINK

Spectroscopy and Chemometrics News Weekly 8, 2020 | NIRS NIR Spectroscopy MachineLearning Spectrometer Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory automation Software IoT Sensors QA QC QAQC qualitycontrol LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 8, 2020 | NIRS NIR Spektroskopie MachineLearning Spektrometer IoT Sensor Nahinfrarot WetChemistry Lab Lab40 FoodTech FoodAnalysis Analysentechnik Analysemethode Nahinfrarotspektroskopie LINK

Spettroscopia e Chemiometria Weekly News 8, 2020 | NIRS NIR Spettroscopia MachineLearning analisi chimica Spettrale Spettrometro Chem IoT Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem QualityControl LINK

Near Infrared

“Prediction of starch reserves in intact and ground grapevine cane wood tissues using near infrared reflectance spectroscopy (NIRS).” LINK

“An application to analyzing and correcting for the effects of irregular topographies on NIR hyperspectral images to improve identification of moldy peanuts” LINK

“Data Fusion Approach Improves the Prediction of Single Phenolic Compounds in Honey: A Study of NIR and Raman Spectroscopies” LINK

Monitoring roasting of coffee beans by NIR spectroscopy using a method called REP-ASCA coffee ☕️ chemical information related to flavors and aromas. LINK

“The Effect of Light Intensity, Sensor Height, and Spectral Pre-Processing Methods when using NIR Spectroscopy to Identify Different Allergen-Containing Powdered Foods.” LINK

“Immediate measurement of fuel characteristics of bio-char using NIRS” LINK

“Nonlinear Manifold Dimensionality Reduction Methods for Quick Discrimination of Tea at Different Altitude by Near Infrared Spectroscopy” LINK

Phenome2020 Yufeng Ge Univ Nebraska VIS-NIR-SWIR spectroscopy to analyse leaf chemistry and physiology LINK

“Rapid assessment of pork freshness using miniaturized NIR spectroscopy” LINK

“On-line prediction of hazardous fungal contamination in stored maize by integrating Vis/NIR spectroscopy and computer vision” LINK

“Chemical Characterization of Wine Vinegars Belonging to the Vinagre de Montilla-Moriles Protected Designation of Origin, Using Near-Infrared Spectroscopy” LINK

“Application of Near-Infrared Spectroscopy for the identification of rock mineralogy from Kos Island, Aegean Sea, Greece” LINK

“Assessment of Spinal Cord Ischemia With Near-Infrared Spectroscopy: Myth or Reality?” LINK

“Portable Near-Infrared spectroscopy for rapid authentication of adulterated paprika powder” LINK

“Study on the Quality Assessment of Canola Oil after Prolonged Frying Using Near-Infrared Spectroscopy” LINK


“Statistical Analysis of Amylose and Protein Content in Breeding Line Rice Germplasm Collected from East Asian Countries Based on Near-infrared reflectance …” LINK

“Assessment of pork freshness based on changes in constituting chromophores using visible to near-infrared spectroscopy” LINK

“Sensors, Vol. 20, Pages 273: Near-Infrared Transmittance Spectral Imaging for Nondestructive Measurement of Internal Disorder in Korean Ginseng” LINK



On NationalScienceDay, we celebrate the discovery of the RamanEffect by great scientist CVRaman. Do you know? The Raman effect forms the basis for Raman spectroscopy which is used by chemists & physicists to gain information about materials. LINK

“Handheld device weeds out cannabis from hemp. Raman device that measures levels of tetrahydrocannabinol could be a useful tool for police and customs agents” LINK


“Essential processing methods of hyperspectral images of agricultural and food products” LINK

“Determine Reducing Sugar Content in Potatoes Using Hyperspectral Combined with VISSA Algorithm” LINK

“Spatial variation of wood density for Eucalyptus grandis by near infra red hyperspectral imaging combined with X-ray analysis” LINK


“The detection of cannabinoids in veterinary feeds by microNIR/chemometrics: a new analytical platform.” LINK

“Qualitative discrimination of Chinese dianhong black tea grades based on a handheld spectroscopy system coupled with chemometrics” LINK

” Validation of NutriOpt dietary formulation strategies on broiler growth and economic performance” LINK

” A preliminary near infrared spectroscopy calibration for the prediction of un-dried fresh grass quality” LINK

“Water content prediction of ‘crystal’guava using visible-near infrared spectroscopy and chemometrics approach” LINK

“Spectroscopy based novel spectral indices, PCA- and PLSR-coupled machine learning models for salinity stress phenotyping of rice.” LINK


“When Will AutoML Replace Data Scientists (if ever)?” MachineLearning Poll LINK


“Probeless non-invasive near-infrared spectroscopic bioprocess monitoring using microspectrometer technology” LINK

“Confirmatory non-invasive and non-destructive differentiation between hemp and cannabis using a handheld Raman spectrometer” LINK

“Simple Defocused Fiber Optic Volume Probe for Subsurface Raman Spectroscopy in Turbid Media” LINK


“Applications of Vis-NIR spectroscopy proximal sensing to estimate and mapping the calcium carbonates (CaCO3) in the semi-arid soils of the Triffa Plain …” LINK


“IJMS, Vol. 21, Pages 408: Genome-Wide Identification of QTLs for Grain Protein Content Based on Genotyping-by-Resequencing and Verification of qGPC1-1 in Rice” LINK


“Comparative data on effects of alkaline pretreatments and enzymatic hydrolysis on bioemulsifier production from sugarcane straw by Cutaneotrichosporon mucoides” LINK



” Detection and Separation of Recyclable Plastics from Municipal Solid Waste” | Report.pdf LINK


“Falsified tadalafil tablets distributed in Japan via the internet” LINK