Spectroscopy and Chemometrics News Weekly #7, 2020Spektroskopie und Chemometrie Neuigkeiten Wöchentlich #7, 2020Spettroscopia e Chemiometria Weekly News #7, 2020

CalibrationModel.com

Improve Accuracy of fast Nondestructive NIR Analytics by Optimal Calibration | Food Feed FoodSafety ag Lab LINK

Develope analytical methods for FT-NIR spectroscopy and optimize for accurate prediction model | NIRS NIR Lab FTNIR foodanalyticaltechnologies analytic qualitycontrol foodindustry beverageindustry LINK

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

Spectroscopy and Chemometrics News Weekly 6, 2020 | 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 6, 2020 | NIRS NIR Spektroskopie MachineLearning Spektrometer IoT Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 6, 2020 | NIRS NIR Spettroscopia MachineLearning analisi chimica Spettrale Spettrometro Chem IoT Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem QualityControl LINK

Near Infrared

"Quality evaluation of decoction pieces of Rhizoma Atractylodis Macrocephalae by near infrared spectroscopy coupled with chemometrics." LINK

"An overview of near-infrared spectroscopy (NIRS) for the detection of insect pests in stored grains" LINK

"A high-throughput quantification of resin and rubber contents in Parthenium argentatum using near-infrared (NIR) spectroscopy" LINK

The latest generation of near-infrared (NIR) spectroscopy systems designed for on-line measurement of properties opens up new possibilities for measuring product properties. LINK

"In situ ripening stages monitoring of Lamuyo pepper using a new generation NIRS sensor" LINK

"Detection of aflatoxin B1 on corn kernel surfaces using visible-near infrared spectra" LINK

" Estimation of soil phosphorus availability via visible and near-infrared spectroscopy" LINK

"Multivariate Classification of Prunus Dulcis Varieties using Leaves of Nursery Plants and Near Infrared Spectroscopy." LINK

"Detection of Dibutyl Phthalate (DBP) Content in Liquor Based on Near Infrared Technology" LINK

"Analysis of incensole acetate in Boswellia species by near infrared spectroscopy coupled with partial least squares regression and cross-validation by high …" LINK

"Near infrared analysis of pharmaceutical powders with empirical target distribution optimization (ETDO)" LINK

"Salt Content Prediction System of Dried Sea Cucumber (Beche-de-mer) Based on Visual Near-Infrared Imaging" LINK

"Rapid determination of the content of digestible energy and metabolizable energy in sorghum fed to growing pigs by near-infrared reflectance spectroscopy" LINK

" Identification of Plastic Types Using Discrete Near Infrared Reflectance Spectroscopy" LINK

"An IOT-Based System for Classification and Identification of Plastic Waste Using Near Infrared Spectroscopy" LINK

"Parametric-scaling optimization of pretreatment methods for the determination of trace/quasi-trace elements based on near infrared spectroscopy" LINK

"Inline control of yoghurt fermentation process using a near infrared light backscatter sensor" LINK

Raman

"Detection of Avian Influenza Virus" RamanSpectroscopy LINK

Hyperspectral

"Hyperspectral imaging to determine pigment content in leaves" LINK

"Impact of drought on Eucalyptus wood chemistry by near infra red hyperspectral imaging" LINK

"Prediction of Eucalyptus grandis chemical compounds in a climate change context using hyperspectral imaging" LINK

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

Chemometrics

"Machine learning methods to predict solubilities of rock samples" LINK

"Weighted incremental minimax probability machine-based method for quality prediction in gasoline blending process" LINK

"Using chemometrics tools to gain detailed molecular information on chemical processes" LINK

"A Non-Destructive Oil Palm Fruit Freshness Prediction System with Artificial Neural Network" LINK

"Calibration models for the nutritional quality of fresh pastures by nearinfrared reflectance spectroscopy" LINK

Equipment

"Circuit System Design of Handheld Near Infrared Spectrometer" LINK

Agriculture

"Remote Sensing, Vol. 12, Pages 93: Using Visual Ozone Damage Scores and Spectroscopy to Quantify Soybean Responses to Background Ozone" LINK

"NIR Hyperspectral Imaging Technology Combined with Multivariate Methods to Study the Residues of Different Concentrations of Omethoate on Wheat Grain Surface." LINK

"Remote Sensing, Vol. 12, Pages 63: Optimal Spectral Wavelengths for Discriminating Orchard Species Using Multivariate Statistical Techniques" LINK

"Growth, physiological, anatomical and nutritional responses of two phenotypically distinct passion fruit species (Passiflora L.) and their hybrid under saline conditions" LINK

"Determination of Pesticide Residual Levels in Strawberry (Fragaria) By Near‐Infrared Spectroscopy" LINK

"Identification of heat damage of imported soybeans based on hyperspectral imaging technology" LINK

"Influence of Rice Flour, Glutinous Rice Flour, and Tapioca Starch on the Functional Properties and Quality of an Emulsion-Type Cooked Sausage" LINK

Other

"Investigation of the effects of particle size on fragmentation during tableting" LINK

"Fourier-transform complementary vibrational spectroscopy" LINK

CalibrationModel.com

Near Infrared

Raman

"Detection of Avian Influenza Virus" RamanSpectroscopy LINK

Hyperspectral

Chemometrics

Equipment

"Circuit System Design of Handheld Near Infrared Spectrometer" LINK

Agriculture

Other

"Investigation of the effects of particle size on fragmentation during tableting" LINK

"Fourier-transform complementary vibrational spectroscopy" LINK

CalibrationModel.com

Near Infrared

Raman

"Detection of Avian Influenza Virus" RamanSpectroscopy LINK

Hyperspectral

Chemometrics

Equipment

"Circuit System Design of Handheld Near Infrared Spectrometer" LINK

Agriculture

Other

"Investigation of the effects of particle size on fragmentation during tableting" LINK

"Fourier-transform complementary vibrational spectroscopy" LINK

NIR Calibration Service explained

Our Service is different

We build the optimal quantitative prediction models for your NIR analytical needs (No need for mathematical/statistical model building software usage at your site).
The NIR-Predictor software and the calibration models are at your site. No internet connection needed to our service. You can do unlimited predictions, that allows fast measurement cycles with no extra cost (Not payed per prediction).
You own your NIR + Lab data and the calibrations. You can have access to the detailed Calibration Report with all the settings and statistics (No Black-Box Models).

Get NIR Calibrations

Your 4 steps to the applicable NIR calibration:

Download free NIR-Predictor here
Combine your NIR-Spectra with Lab-Reference values, see Video for 2. and 3.
(manual)
Create a Calibration Request and sent it to info@CalibrationModel.com (CM)
After processing you will get a link to the Web Shop to download the calibrations.

Use NIR Calibrations

see more Videos

In other words

Calibration Model simplifies the process of training machine learning models for NIRS data
while providing an opportunity to trying different algorithms and applied near-infrared spectroscopy (NIRS) knowledge.
It’s more than an AutoML platform, it’s a full service where you can download the optimal model and its describing Calibration Report
that provide insights into the data preparation, feature engineering, model training, and hyperparameter tuning.

Start Calibrate

Unser Service ist anders

Wir erstellen die optimalen quantitativen Vorhersagemodelle für Ihre NIR-Analysebedürfnisse (kein Bedarf an mathematisch/statistischer Modellbildungssoftware an Ihrem Standort).
Die NIR-Predictor-Software und die Kalibrierungsmodelle sind bei Ihnen vor Ort. Für unseren Service ist keine Internetverbindung erforderlich. Sie können unbegrenzt Vorhersagen machen, die schnelle Messzyklen ohne zusätzliche Kosten ermöglichen (Nicht pro Vorhersage bezahlt).
Sie besitzen Ihre NIR + Lab Daten und die Kalibrierungen. Sie können auf den detaillierten Kalibrierbericht mit allen Einstellungen und Statistiken zugreifen (keine Black-Box-Modelle).

NIR-Kalibrierungen erhalten

Ihre 4 Schritte zur anwendbaren NIR Kalibrierung:

Download kostenloser NIR-Prädiktor hier
Kombiniere deine NIR-Spektren mit Labor-Referenzwerten, siehe Video für 2. und 3.
(Handbuch)
Erstellen Sie eine Kalibrierungsanfrage und senden Sie sie an info@CalibrationModel.com (CM)
Nach der Bearbeitung erhalten Sie einen Link zum Web Shop zum Herunterladen der Kalibrierungen.

NIR-Kalibrierungen verwenden

weitere Videos ansehen

Mit anderen Worten

Calibration Model vereinfacht den Prozess des Trainings von maschinellen Lernmodellen für NIRS-Daten
und bietet gleichzeitig die Möglichkeit, verschiedene Algorithmen und angewandtes Wissen aus der Nahinfrarotspektroskopie (NIRS) auszuprobieren.
Es ist mehr als nur eine AutoML-Plattform, es ist ein umfassender Service, bei dem Sie das optimale Modell und seinen beschreibenden Kalibrierungsbericht herunterladen können,
die Einblicke in die Datenaufbereitung, Feature-Engineering, Modelltraining und Hyperparameter-Tuning geben.

NIR Kalibrierung Starten

January 6, 2020January 6, 2020

Spectroscopy and Chemometrics News Weekly #1, 2020Spektroskopie und Chemometrie Neuigkeiten Wöchentlich #1, 2020Spettroscopia e Chemiometria Weekly News #1, 2020

CalibrationModel.com

Five Mistakes to avoid on Digitalization in NIR-Spectroscopy - that Lab Managers, Executives and CEOs must know! NIRSpectroscopy NIRS Sensors NearInfrared Analyzers DigitalTransformation QualityControl foodtech machinelearning AI datascience LINK

SAFE COST IN MAINTAINING NIR-SPECTROSCOPY METHODS | NIRSpectroscopy NIRS Spectroscopy DigitalTransformation Analysis Lab Laboratory Application Quantitative Analysis Methods Measurements Analytical Parameters Spectrometer Quality Accuracy LINK

Do you develop NIR / NIRS calibrations by yourself? Can you sell it? No? Buy it! Digitalization LabManager LabAutomation CEO Digitalisation Spectroscopy AutoML LowCost lowerCost SaveMoney SaveTime Efficiency Effectivity LINK

5 Fehler, die es bei der Digitalisierung in der NIR-Spektroskopie zu vermeiden gilt - das müssen Labormanager, Führungskräfte und CEOs wissen! NIRSpectroscopy NIRS Sensor NearInfrared Analyzers DigitalTransformation foodtech machinelearning LINK

Spectroscopy & Chemometrics News Weekly 52, 2019 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Food Analysis Lab Labs Laboratories Laboratory Software IoT Sensors QA QC Testing Quality Check LINK

Spectroscopy & Chemometrics News Weekly 51, 2019 | NIRS NIR Spectroscopy MachineLearning Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory AI Software IoT Sensors QA QC Testing Quality LINK

This week's NIR news Weekly is sponsored by Your-Company-Name-Here - NIR-spectrometers. Check out their product page ... link

Get the Chemometrics and Spectroscopy News in real time on Twitter @ CalibModel and follow us.

Near Infrared

"Estimation and classification of popping expansion capacity in popcorn breeding programs using NIR spectroscopy" LINK

"Simultaneous detection of quality and safety in spinach plants using a new generation of NIRS sensors" LINK

"Identification of Genuine and Adulterated Pinellia ternata by Mid-Infrared (MIR) and Near-Infrared (NIR) Spectroscopy with Partial Least Squares - Discriminant …" LINK

"Monitoring coffee roasting cracks and predicting with in situ near-infrared spectroscopy" LINK

"Assessment of a soil fertility index using visible and near-infrared spectroscopy in the rice paddy region of southern China" LINK

"Conversion of the Felixton Mill laboratory from conventional to NIRS analysis." LINK

"Automatic cancer discrimination based on near-infrared spectrum and class-modeling technique" LINK

"Food powders classification using handheld Near-Infrared Spectroscopy and Support Vector Machine" LINK

"Development and validation of a method for separation of pregabalin and gabapentin capsules using Near Infrared hyperspectral imaging" LINK

"Field-resolved infrared spectroscopy of biological systems" Nature LINK

"Infrared spectroscopy finally sees the light" nature LINK

"Journal Highlight: Estimation of protein and fatty acid composition in shellintact cottonseed by near Infrared reflectance spectroscopy" LINK

" Visible/near-infrared Spectroscopy as a Novel Technology for Nondestructive Detection of Escherichia coli ATCC 8739 in Lettuce Samples" LINK

"The model updating based on near infrared spectroscopy for the sex identification of silkworm pupae from different varieties by a semi-supervised learning with pre …" LINK

"… Study on the Determination of ppm-Level Concentration of Histamine in Tuna Fish Using a Dry Extract System for Infrared Coupled with Near-Infrared Spectroscopy" LINK

Raman

"Transmission Raman Spectroscopic Quantification of Active Pharmaceutical Ingredient in Coated Tablets of Hot-Melt Extruded Amorphous Solid Dispersion" LINK

Hyperspectral

"Plastic waste monitoring and recycling by hyperspectral imaging technology" LINK

"Comparison of Ink Classification Capabilities of Classic Hyperspectral Similarity Features" LINK

Chemometrics

"DEVELOPING NEAR INFRARED SPECTROSCOPIC MODELS FOR PREDICTING DENSITY OF Eucalyptus WOOD BASED ON INDIRECT MEASUREMENT" LINK

"Development of Partial Least Square (PLS) Prediction Model to Measure the Ripeness of Oil Palm Fresh Fruit Bunch (FFB) by Using NIR Spectroscopy" LINK

Facts

"Bombs and cocaine: detecting nefarious nitrogen sources using remote sensing and machine learning" LINK

Agriculture

"Laboratory-based hyperspectral image analysis for the classification of soil texture" LINK

"Research on simultaneous detection of SSC and FI of blueberry based on hyperspectral imaging combined MS-SPA" LINK

"Polymers, Vol. 12, Pages 78: Insight into the Intermolecular Interaction and Free Radical Polymerizability of Methacrylates in Supercritical Carbon Dioxide" LINK

"Optimizing the procedure of grain nutrient predictions in barley via hyperspectral imaging." LINK

Other

"绿泥石矿物近红外光谱吸收谱带的位移机理与控制机制研究" LINK

"Spektroskopie - Unverwechselbarer molekularer Fingerabdruck" LINK

CalibrationModel.com

Near Infrared

Raman

"Transmission Raman Spectroscopic Quantification of Active Pharmaceutical Ingredient in Coated Tablets of Hot-Melt Extruded Amorphous Solid Dispersion" LINK

Hyperspectral

"Plastic waste monitoring and recycling by hyperspectral imaging technology" LINK

"Comparison of Ink Classification Capabilities of Classic Hyperspectral Similarity Features" LINK

Chemometrics

Facts

"Bombs and cocaine: detecting nefarious nitrogen sources using remote sensing and machine learning" LINK

Agriculture

Other

"绿泥石矿物近红外光谱吸收谱带的位移机理与控制机制研究" LINK

"Spektroskopie - Unverwechselbarer molekularer Fingerabdruck" LINK

CalibrationModel.com

Near Infrared

Raman

"Transmission Raman Spectroscopic Quantification of Active Pharmaceutical Ingredient in Coated Tablets of Hot-Melt Extruded Amorphous Solid Dispersion" LINK

Hyperspectral

"Plastic waste monitoring and recycling by hyperspectral imaging technology" LINK

"Comparison of Ink Classification Capabilities of Classic Hyperspectral Similarity Features" LINK

Chemometrics

Facts

"Bombs and cocaine: detecting nefarious nitrogen sources using remote sensing and machine learning" LINK

Agriculture

Other

"绿泥石矿物近红外光谱吸收谱带的位移机理与控制机制研究" LINK

"Spektroskopie - Unverwechselbarer molekularer Fingerabdruck" LINK

Five Mistakes to avoid on Digitalization in NIR-Spectroscopy – that Lab Managers, Executives and CEOs must know!

The fast and non-destructive NIR-Spectroscopy analysis method is based on predictive models that are built upon spectral and Lab reference data.

Developing such models with Chemometric techniques or Machine Learning Algorithms can now be fully automatized with many advantages.

If your company uses NIR-Spectroscopy, do you know if your company yet tried this calibration service? And if not, why not?

Here are some possible reasons why such services are blocked in your company.

With the knowledge where and why it may be blocked, you are able to overcome the barriers and go for innovation.

Misbeliefs of People that may block Advanced Services (AI and Automatic Machine Learning)

5 Mistakes to avoid on Digitalization in NIR-Spectroscopy

	Misbeliefs	People	Remove barriers
1	You need to program or scripting with data modeling tools (R, Phyton, TensorFlow, Matlab, sas, SPSS, H2O, scikit, …..)	The opinion that only PhD (statisticians, data scientists) are smart enough to create models.	Give the service a try, and compare! There are free trials for calibration development.
2	We have done it always manually by hand. We must see the plots and interpret the stats in every step. Job protectionism : “My job will dramatically change if that will work, so I will never prepare real-life data to give someone a possibility to try such a service.”	AI / ML haters (NIR-Specialists, NIR-Experts) don’t belive in automated calibration.	Give the service a try, and compare! You will see plots and stats! There are free trials for calibration development.
3	Against any new hardware, software or service because of supposed new problems.	Preserving ones – the permission gate keepers (IT)	Give it a try, without an account, download the free NIR-Predictor software (full version, no limitations) with included demo data, it installs and runs without Administrator priviledge!
4	Ensures that new methodologies follow the rules. Any new thing will give extra work for them.	Compliance and Regulation officers.	Get access to the detailed model blueprint (ISO 12099) – there is no vendor lock-in or black-box model. You can even anonymize your data for Knowledge Protection – see JCAMP-Anonymizer.
5	Our employees are open for new things. Our employees do not block.	Managers, executives, board level.	Remove the Barriers to Innovation!

Start Calibrate

Fünf Fehler, die es bei der Digitalisierung in der NIR-Spektroskopie zu vermeiden gilt - das müssen Labormanager, Führungskräfte und CEOs, wissen!

Die schnelle und zerstörungsfreie Analysemethode der NIR-Spektroskopie basiert auf prädiktiven Modellen, die auf Spektral- und Laborreferenzdaten basieren.

Die Entwicklung solcher Modelle mit chemometrischen Techniken oder Machine Learning Algorithmen kann nun mit vielen Vorteilen voll automatisiert werden.

Wenn Ihr Unternehmen NIR-Spektroskopie einsetzt, wissen Sie ob Ihr Unternehmen bereits diesen Kalibrierdienst in Anspruch genommen hat? Und wenn nicht, warum nicht?

Hier sind einige mögliche Gründe, warum solche Dienste in Unternehmen blockiert werden.

Mit dem Wissen, wo und warum es blockiert werden kann, sind Sie in der Lage, die Barrieren zu überwinden und Innovationen voranzutreiben.

Irrtümer von Personen, die Advanced Services blockieren könnten (KI und Automatic Machine Learning)

	Irrtümer	Personen	Barrieren beseitigen
1	Man muss mit Datenmodellierungswerkzeugen programmieren oder skripten (R, Phyton, TensorFlow, Matlab, sas, SPSS, H2O, scikit,.......).	Die Meinung dass nur Studierte (Statistiker, Data Scientists) klug genug sind, um Modelle zu erstellen.	Probiere den Service aus und vergleiche! Es gibt kostenlose Tests für die Kalibrationsentwicklung.
2	Wir haben es immer manuell von Hand gemacht. Wir müssen die Diagramme sehen und die Statistiken in jedem Schritt interpretieren. Arbeitsplatzprotektionismus. "Mein Job wird sich dramatisch ändern, wenn das funktioniert, also werde ich niemals reale Daten vorbereiten, um jemandem die Möglichkeit zu geben, einen solchen Service auszuprobieren."	KI / ML-Hasser (NIR-Spezialisten, NIR-Experten) glauben nicht an eine automatisierte Kalibrierung.	Probiere den Service aus und vergleichen! Du wirst Diagramme und Statistiken sehen! Es gibt kostenlose Tests für die Kalibrationsentwicklung.
3	Gegen jede neue Hardware, Software oder Dienstleistung wegen angeblich neuer Probleme.	Bewahrer - die Berechtigungstorwärter (IT)	Probiere es aus, ohne Account, lade die kostenlose NIR-Predictor Software (Vollversion, ohne Einschränkungen) mit enthaltenen Demo-Daten herunter, sie installiert und läuft ohne Administratorrechte!
4	Stellt sicher, dass neue Methoden den Regeln folgen. Jede neue Sache wird ihnen zusätzliche Arbeit geben.	Compliance- und Regulierungsbeauftragte	Sie können Zugang zum detaillierten Modellplan (ISO 12099) erhalten - es gibt kein Vendor Lock-in- oder Black-Box-Modell. Sie können Ihre Daten sogar für den Wissensschutz anonymisieren - siehe JCAMP-Anonymizer.
5	Unsere Mitarbeiter sind offen für Neues. Unsere Mitarbeiter blockieren nicht.	Manager, Führungskräfte, Vorstandsebene	Beseitigen Sie die Innovationsbarrieren!

Start Calibrate

Cost comparison / Price comparison of Chemometrics / Machine Learning / Data Science for NIR-Spectroscopy – Kostenvergleich / Preisvergleich von Chemometrie / Maschinelles Lernen / Data Science für die NIR-Spektroskopie – Confronto dei costi / Confronto dei prezzi della chemiometria / Apprendimento automatico / Scienza dei dati per la spettroscopia NIR

Reduce Operating Costs and Total Cost of Ownership (TCO) of NIR-Spectroscopy (NIRS) in the Digitalization Age.

NIR-Spectroscopy (NIRS) - Reduce cost, Increase revenue

Reduce Cost by automated NIR development. Increase Revenue by higher accuracy NIR results.

CalibrationModel.com (CM) versus Others

Costs are not everything, there are other important factors listed in the table.

	CM fix € pricing (approx.)	Others € Price Range (approx.)
Software	included
Chemometric Package	not‑needed	€3500 - €6500 per user
Chemometric Predictor	free‑software	€1500 - €2500 per NIR device
Knowledge	included
Chemometric Training	not‑needed	€1500 - €2500 per user
Chemometrician* Salary	not‑needed	1 years Salary / year (+ risk of Employee Turnover)
Computation	included
Powerful Computer (many Processors, lot of RAM for big data)	not‑needed	€1500 - €4500 per computer
Development and Usage	fix price
Development of a Calibration	€128	€80 - €150 / hour of Chemometrician* using a Chemometric Software (click and wait) and applying it's knowledge
Usage of a Calibration	€60 / year
Total	€178 in first year €60 in second year	initial (min €8000 , max €15500) + 2 * (2 - 4)(hour to cost same! as CM service) * (€80 - €150) Chemometrician* work
	no initial cost	very high initial costs
	no personnel cost	high *personnel costs**
	constant CM services	risk of Employee Turnover
	global knowledge	risk of only use personal knowledge
	easy to calculate fix cost on demand	difficult to calculate variable cost on demand plus Chemometrician* Recruitment needed
Results : calibration prediction performance	always reproducible highly optimized	only as good as your Chemometrician* daily condition
	better prediction performance, due to best-of 10'000x calibrations	small size of experiments, non-optimal calibrations

Start Calibrate – NIR Quick Guide / Kalibrierung starten – NIR Kurzanleitung / Avvio della calibrazione – Guida rapida NIR

More Details

Quick Start NIR Workflow: step by step

1.
Check if your NIR-Device Data Format is directly supported (anyway you can convert to JCAMP) :
NIR-Predictor supported Spectral Data File Formats

2.
Download the free NIR-Predictor Software that contains demo data so you can play with it to see if it is the way you want analyse your NIR spectra (no registration needed) :
NIR-Predictor Download

3.
With your "NIR device" measurement software:

measure samples with NIR, that gets you spectra files,
label them with a proper sample name, so you know which is which,
and determine quantitative reference values by Laboratory reference method.
at least 60 samples with different contents is needed for a minimal calibration.
NIR-Predictor helps to create a template file (.csv) to enter the Lab values.

4.
Creating your own Calibrations with NIR-Predictor to combine your NIR and Lab data for a calibration request :
watch Video
read Manual

Videos

Mehr Details

Schnellstart NIR-Workflow: Schritt für Schritt

1.
Überprüfen Sie, ob Ihr NIR-Geräte-Datenformat direkt unterstützt wird (sonst können Sie nach JCAMP konvertieren). :
NIR-Predictor supported Spectral Data File Formats

2.
Laden Sie die kostenlose NIR-Predictor Software herunter, die Demo-Daten enthält, damit Sie mit ihr spielen können, um zu sehen, ob es die Art und Weise ist, wie Sie Ihre NIR-Spektren analysieren wollen (keine Registrierung erforderlich): :
NIR-Predictor Download

3.
Mit Ihrer "NIR Instrument" Messsoftware :

Proben mit NIR messen, das liefert Ihnen Spektrendateien,
kennzeichnen Sie sie mit einem richtigen Probennamen, damit Sie wissen, was was was ist.
Bestimmung der quantitativen Referenzwerte durch die Laborreferenzmethode.
Für eine Minimalkalibrierung werden mindestens 60 vermessene Proben mit unterschiedlichem Inhalt benötigt.
Der NIR-Predictor hilft bei der Erstellung einer Vorlagendatei (.csv) zur Eingabe der Lab-Werte.

4.
Erstellen Sie Ihre eigenen Kalibrierungen mit dem NIR-Predictor, um Ihre NIR- und Lab-Daten für eine Kalibrierungsanforderung zu kombinieren :
siehe Video
lese Handbuch

Videos

Maggiori dettagli

Avvio rapido del flusso di lavoro NIR: passo dopo passo

1.
Controlla se il tuo NIR-Device Data Format è supportato direttamente (in ogni caso puoi convertirlo in JCAMP) :
NIR-Predictor supported Spectral Data File Formats

2.
Scarica il software gratuito NIR-Predictor che contiene i dati dimostrativi per poter giocare con esso per vedere se è il modo in cui vuoi analizzare i tuoi spettri NIR (non è necessaria la registrazione) :
NIR-Predictor Download

3.
Con il software di misura "NIR device" :

misurare i campioni con il NIR, in modo da ottenere i file degli spettri,
etichettarli con un nome di esempio corretto, in modo da sapere qual è quale,
e determinare i valori quantitativi di riferimento con il metodo di riferimento di laboratorio.
sono necessari almeno 60 campioni con contenuti diversi per una calibrazione minima.
NIR-Predictor aiuta a creare un file modello (.csv) per inserire i valori di laboratorio.

4.
Creazione di calibrazioni personalizzate con NIR-Predictor per combinare i dati NIR e di laboratorio per una richiesta di calibrazione :
vedi il Video
leggi il manuale

Videos

October 14, 2019October 17, 2019

Spectroscopy and Chemometrics News Weekly #41, 2019Spektroskopie und Chemometrie Neuigkeiten Wöchentlich #41, 2019Spettroscopia e Chemiometria Weekly News #41, 2019

CalibrationModel.com

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 40, 2019 | NIRS NIR Spektroskopie Chemometrie Spektrometer Sensors Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse Prozess LINK

Spectroscopy and Chemometrics News Weekly 40, 2019 | NIRS NIR Spectroscopy Chemometrics Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software Sensors QA QC Testing Quality Checking LINK

Spettroscopia e Chemiometria Weekly News 40, 2019 | NIRS NIR Spettroscopia Chemiometria analisi chimica Spettrale Spettrometro Chem Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem predictionmodels process LINK

Get the Chemometrics and Spectroscopy News in real time on Twitter @ CalibModel and follow us.

This week's NIR news Weekly is sponsored by Company-Name-Here - cost-effective-NIR-instruments. Check out their product page ... link

Chemometrics

"Quantification and classification in process analytics using hyperspectral imaging" LINK

"Predicting Lipid, Caffeine And Chlorogenic Acid" LINK

"Comparison of Analytical Ability of PLS and SVM Algorithm in Estimation of Moisture Content, Higher Heating Value, and Lower Heating Value of Cassava Rhizome Ground using FT-NIR Spectroscopy" LINK

"Comprehensive comparison of multiple quantitative near-infrared spectroscopy models for" LINK

"Application of hyperspectral imaging combined with chemometrics for the non-destructive evaluation of the quality of fruit in postharvest" LINK

Near Infrared

"Rapid and nondestructive fraud detection of palm oil adulteration with Sudan dyes using portable NIR spectroscopic techniques." LINK

"Feasibility of the Detection of Carrageenan Adulteration in Chicken Meat Using Visible/Near-Infrared (Vis/NIR) Hyperspectral Imaging" LINK

"Determination of the bruise degree for cherry using Vis-NIR reflection spectroscopy coupled with multivariate analysis." LINK

"Impacts of the Extreme Conditons of Environments on RNA's structure and function from the Avocado Sunblotch Viroid: Applicaton of NIR Spectroscopy and a Baro-Bio …" LINK

"Comparative study of commercial cold-cuts used NIRS and sensory analysis" LINK

"Prediction of digestibility and net energy of pig feeds by combined NIRS-spectra from feed and faeces" LINK

"Precision test for the spectral characteristic of FT-NIR for the measurement of water content of wheat straw" LINK

Infrared

" Surface Functionality and Water adsorption studies of alpha aluminium (111) oxide nanoparticles by Near Infrared Spectroscopy" LINK

" Quantitative genetic parameters for growth and wood properties in Eucalyptus' urograndis' hybrid using near-infrared phenotyping and genome-wide SNP-based relationships" LINK

"Meat freshness evaluation using visible to near-infrared spectroscopy (Conference Presentation)" LINK

Raman

"Raman Spectroscopy and Cancer Diagnosis" LINK

Equipment

"An integrated broadband spectrometer on thin-film lithium niobate" LINK

Environment

"Prediction of soil available water-holding capacity from visible near-infrared reflectance spectra" LINK

Agriculture

"Potential of VNIR spectroscopy for prediction of clay mineralogy and magnetic properties, and its paleoclimatic application to two contrasting Quaternary soil deposits" LINK

"A New Plant Indicator (Artemisia lavandulaefolia DC.) of Mercury in Soil Developed by Fourier-Transform Near-Infrared Spectroscopy Coupled with Least Squares …" LINK

Food & Feed

"Chocolate Quality Assessment Based on Chemical Fingerprinting Using Near Infra-red and Machine Learning Modeling" Foods LINK

"Prediction of Talc Content in Wheat Flour Based on a Near-Infrared Spectroscopy Technique." LINK

CalibrationModel.com

Chemometrics

Near Infrared

Infrared

Raman

"Raman Spectroscopy and Cancer Diagnosis" LINK

Equipment

"An integrated broadband spectrometer on thin-film lithium niobate" LINK

Environment

"Prediction of soil available water-holding capacity from visible near-infrared reflectance spectra" LINK

Agriculture

Food & Feed

CalibrationModel.com

Chemometrics

Near Infrared

Infrared

Raman

"Raman Spectroscopy and Cancer Diagnosis" LINK

Equipment

"An integrated broadband spectrometer on thin-film lithium niobate" LINK

Environment

"Prediction of soil available water-holding capacity from visible near-infrared reflectance spectra" LINK

Agriculture

Food & Feed

September 23, 2019

Spectroscopy and Chemometrics News Weekly #38, 2019Spektroskopie und Chemometrie Neuigkeiten Wöchentlich #38, 2019Spettroscopia e Chemiometria Weekly News #38, 2019

CalibrationModel.com

New: free NIR-Predictor V2.4 supports file formats out of the box from: @TIDLP @ViaviSolutions @OceanOpticsEMEA @my_scio @SiWareSystems @SpectralEngines @trinamiX_GmbH @StellarNet - Mobile NIRS portable NIR2019 NIR2020 Analyzers LINK

Spectroscopy and Chemometrics News Weekly 37, 2019 | NIRS NIR Spectroscopy Chemometrics Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software Sensors QA QC Testing Quality Checking LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 37, 2019 | NIRS NIR Spektroskopie Chemometrie Spektrometer Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse LINK

Spettroscopia e Chemiometria Weekly News 37, 2019 | NIRS NIR Spettroscopia Chemiometria analisi chimica Spettrale Spettrometro Chem Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem prediction models LINK

This week's NIR news Weekly is sponsored by your-Company-Name-here - Best-NIR-instruments. Check out their product page ... link

Chemometrics

"Potential biomonitoring of atmospheric carbon dioxide in Coffea arabica leaves using near-infrared spectroscopy and partial least squares discriminant analysis" LINK

"Quantitative Real-Time Release Testing of Rhubarb based on Near-Infrared Spectroscopy and Method Validation" LINK

"Identification of lactic acid bacteria Enterococcus and Lactococcus by near-infrared spectroscopy and multivariate classification" LINK

"Determination of manganese content in cottonseed meal using near-infrared spectrometry and multivariate calibration" LINK

"Advanced Modeling of Soil Biological Properties Using Visible Near Infrared Diffuse Reflectance Spectroscopy" |:ijbs1&volume=5&issue=1&article=001 LINK

"山茶油中油酸和亚油酸近红外光谱分析模型" "Analysis Model of Oleic and Linoleic Acids in Camellia Oilvia Near-Infrared Spectroscopy" LINK

"Determination of 10-Hydroxy-2-Decenoic Acid of Royal Jelly Using Near-Infrared Spectroscopy Combined with Chemometrics." LINK

"Predicting of the Quality Attributes of Orange Fruit Using Hyperspectral Images" LINK

"Rapid and Automatic Classification of Tobacco Leaves Using a Hand-Held DLP-Based NIR Spectroscopy Device" LINK

"Association of mid-infrared-predicted milk and blood constituents with early-lactation disease, removal, and production outcomes in Holstein cows" |(19)30787-8/fulltext LINK

"Machine learning and soil sciences: A review aided by machine learning tools" LINK

Near Infrared

"Soil characterization using Visible Near Infrared Diffuse Reflectance Spectroscopy (VNIR DRS)" LINK

"Quantification of soil organic carbon stock in urban soils using visible and near infrared reflectance spectroscopy (VNIRS) in situ or in laboratory conditions" LINK

"Assessment of the human albumin in acid precipitation process using NIRS and multi-variable selection methods combined with SPA" LINK

" Implementación de estrategias de muestreo, inspección y control en la industria agroalimentaria basadas en el empleo automatizado de sensores nirs" LINK

"Determination of glucose concentration in aqueous solution using FT NIR spectroscopy" LINK

"Near infrared spectroscopy for world food security" LINK

"Titanium dioxide as an adsorbent to enhance the detection ability of near-infrared diffuse reflectance spectroscopy" LINK

"Near-infrared diffuse reflectance spectroscopy for discriminating fruit and vegetable products preserved in glass containers" LINK

"Ability of near-infrared spectroscopy for non-destructive detection of internal insect infestation in fruits: Meta-analysis of spectral ranges and optical measurement …" LINK

"Molecules, Vol. 24, Pages 3268: Near-Infrared Hyperspectral Imaging Combined with Deep Learning to Identify Cotton Seed Varieties" LINK

"Improvement of the Fourier Transform Near Infrared Method to Evaluate Extra Virgin Olive Oils by Analyzing 1,2-Diacylglycerols and 1,3-Diacylglycerols and Adding Unesterified Fatty Acids." LINK

Agriculture

"51 Feedstuff fatty acid content, variation, techniques and implications on practical animal nutrition" LINK

"Prediction of Milk Coagulation Properties and Individual Cheese Yield in Sheep Using Partial Least Squares Regression" Animals LINK

Food & Feed

"Classifying the fertility of dairy cows using milk mid-infrared spectroscopy" LINK

CalibrationModel.com

Chemometrics

Near Infrared

Agriculture

Food & Feed

"Classifying the fertility of dairy cows using milk mid-infrared spectroscopy" LINK

CalibrationModel.com

Chemometrics

Near Infrared

Agriculture

Food & Feed

"Classifying the fertility of dairy cows using milk mid-infrared spectroscopy" LINK

September 16, 2019

Spectroscopy and Chemometrics News Weekly #37, 2019Spektroskopie und Chemometrie Neuigkeiten Wöchentlich #37, 2019Spettroscopia e Chemiometria Weekly News #37, 2019

CalibrationModel.com

The new Version V2.4 of the free NIR-Predictor supports multiple native file formats of miniature, mobile and desktop spectrometers get your spectra analyzed as easy as Drag’n’Drop. LINK

Spectroscopy and Chemometrics News Weekly 36, 2019 | NIRS NIR Spectroscopy Chemometrics Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software Sensors QA QC Testing Quality Checking LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 36, 2019 | NIRS NIR Spektroskopie Spektrometer Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse Qualitätslabor LINK

Spettroscopia e Chemiometria Weekly News 36, 2019 | NIRS NIR Spettroscopia Chemiometria analisi chimica Spettrale Spettrometro Chem Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem predictionmodel LINK

Chemometrics

"Identification of Passion Fruit Oil Adulteration by Chemometric Analysis of FTIR Spectra" LINK

"Investigating the use of visible and near infrared spectroscopy to predict sensory and texture attributes of beef M.longissimus thoracis et lumborum." LINK

"Optimized prediction of sugar content in 'Snow' pear using near-infrared diffuse reflectance spectroscopy combined with chemometrics" LINK

"FT-NIR spectroscopy and multivariate classification strategies for the postharvest quality of green-fleshed kiwifruit varieties" FTNIR LINK

"An Approach to Rapid Determination of Tween-80 for the Quality Control of Traditional Chinese Medicine Injection by Partial Least Squares Regression in Near-Infrared Spectral Modeling" LINK

"Assessing macro-element content in vine leaves and grape berries of vitis vinifera by using near-infrared spectroscopy and chemometrics" LINK

"Investigating the use of visible and near infrared spectroscopy to predict sensory and texture attributes of beef M. longissimus thoracis et lumborum" LINK

"Rapid classification of commercial Cheddar cheeses from different brands using PLSDA, LDA and SPA-LDA models built by hyperspectral data" LINK

Near Infrared

"A Comparison of Sparse Partial Least Squares and Elastic Net in Wavelength Selection on NIR Spectroscopy Data." LINK

"Reliability of NIRS portable device for measuring intercostal muscles oxygenation during exercise" LINK

"Ability of near-infrared spectroscopy for non-destructive detection of internal insect infestation in fruits: Meta-analysis of spectral ranges and optical measurement modes." LINK

"Analysis of the Acid Detergent Fibre Content in Turnip Greens and Turnip Tops (Brassica rapa L. Subsp. rapa) by Means of Near-Infrared Reflectance." LINK

"Lipid-Core Plaque Assessed by Near-Infrared Spectroscopy and Procedure Related Microvascular Injury." LINK

"Analysis of the Acid Detergent Fibre Content in Turnip Greens and Turnip Tops (Brassica rapa L. Subsp. rapa) by Means of Near-Infrared Reflectance" Foods LINK

"Online monitoring of multiple component parameters during ethanol fermentation by near-infrared spectroscopy." LINK

Hyperspectral

"Identifying Freshness of Spinach Leaves Stored at Different Temperatures Using Hyperspectral Imaging." LINK

"Identifying Freshness of Spinach Leaves Stored at Different Temperatures Using Hyperspectral Imaging" Foods LINK

Equipment

"Investigations into the use of handheld near-infrared spectrometer and novel semi-automated data analysis for the determination of protein content in different cultivars of Panicum miliaceumL." LINK

Agriculture

"Use of near-infrared spectroscopy for the rapid evaluation of soybean [Glycine max (L.) Merri.] water soluble protein content." LINK

Food & Feed

"Rapid visible-near infrared (Vis-NIR) spectroscopic detection and quantification of unripe banana flour adulteration with wheat flour" LINK

.

CalibrationModel.com

The new Version V2.4 of the free NIR-Predictor supports multiple native file formats of miniature, mobile and desktop spectrometers get your spectra analyced as easy as Drag’n’Drop. LINK

Spectroscopy and Chemometrics News Weekly 36, 2019 | NIRS NIR Spectroscopy Chemometrics Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software Sensors QA QC Testing Quality Checking LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 36, 2019 | NIRS NIR Spektroskopie Spektrometer Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Laboranalyse Qualitätslabor LINK

Spettroscopia e Chemiometria Weekly News 36, 2019 | NIRS NIR Spettroscopia Chemiometria analisi chimica Spettrale Spettrometro Chem Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem predictionmodel LINK

Chemometrics

Near Infrared

Hyperspectral

Equipment

"Investigations into the use of handheld near-infrared spectrometer and novel semi-automated data analysis for the determination of protein content in different cultivars of Panicum miliaceumL." LINK

Agriculture

"Use of near-infrared spectroscopy for the rapid evaluation of soybean [Glycine max (L.) Merri.] water soluble protein content." LINK

Food & Feed

"Rapid visible-near infrared (Vis-NIR) spectroscopic detection and quantification of unripe banana flour adulteration with wheat flour" LINK

.

CalibrationModel.com

Chemometrics

Near Infrared

Hyperspectral

Equipment

"Investigations into the use of handheld near-infrared spectrometer and novel semi-automated data analysis for the determination of protein content in different cultivars of Panicum miliaceumL." LINK

Agriculture

"Use of near-infrared spectroscopy for the rapid evaluation of soybean [Glycine max (L.) Merri.] water soluble protein content." LINK

Food & Feed

"Rapid visible-near infrared (Vis-NIR) spectroscopic detection and quantification of unripe banana flour adulteration with wheat flour" LINK

.

July 22, 2019

Spectroscopy and Chemometrics News Weekly #29, 2019Spektroskopie und Chemometrie Neuigkeiten Wöchentlich #29, 2019Spettroscopia e Chemiometria Weekly News #29, 2019

CalibrationModel.com

Spectroscopy and Chemometrics News Weekly 28, 2019 | NIRS NIR Spectroscopy Chemometrics Spectrometer Spectrometric Analytical Chemistry Chemical Analysis Lab Labs Laboratories Laboratory Software Sensors QA QC Testing Quality Checking LINK

Spektroskopie und Chemometrie Neuigkeiten Wöchentlich 28, 2019 | NIRS NIR Spektroskopie Chemometrie Spektrometer Sensor Nahinfrarot Chemie Analytik Analysengeräte Analysentechnik Analysemethode Nahinfrarotspektroskopie Qualitätslabor LINK

Spettroscopia e Chemiometria Weekly News 28, 2019 | NIRS NIR Spettroscopia Chemiometria analisi chimica Spettrale Spettrometro Chem Sensore Attrezzatura analitica Laboratorio analisi prova qualità Analysesystem prediction models LINK

This week's NIR news Weekly is sponsored by YourCompanyNameHere - BestNIRinstruments. Check out their product page ... link

Chemometrics

Distinguishing donor age groups via Raman spectroscopic analysis of whole blood & chemometrics! research by Kyle C. Doty & Igor K. Lednev : | LINK

"Variable selection by double competitive adaptive reweighted sampling for calibration transfer of near infrared spectra" LINK

"Intuitive Visualization of Outlier Detection Methods" LINK

"Comparison of three different classification methods performance for the determination of biofuel quality by means of NIR spectroscopy" LINK

" Predicting the quality of ryegrass using hyperspectral imaging" LINK

"A Clustering-Based Partial Least Squares Method for Improving the Freshness Prediction Model of Crucian Carps Fillets by Hyperspectral Image Technology" LINK

" Hyperspectral Uncertainty Quantification by Optimization" LINK

Near Infrared

"Hardwood Species Classification with Hyperspectral Microscopic Images" LINK

" Vibrational Spectroscopy and Chemometrics in Forensic Chemistry: Critical Review, Current Trends and Challenges" LINK

"Combining Fourier Transform MidInfrared Spectroscopy with Chemometric Methods to Detect Adulterations in Milk Powder." LINK

"Comparison of Cation Exchange Capacity Estimated from Vis-NIR Spectral Reflectance Data and a Pedotransfer Function" LINK

"Modeling of Fatty Acid Methyl Esters, Monoglycerides, Triglycerides and Diglycerides in Rapeseed Oil Biodiesel by Near Infrared Spectroscopy" LINK

"Predicting the contents of polysaccharides and its monosugars in Dendrobium huoshanense by partial least squares regression model using attenuated total reflectance Fourier transform infrared spectroscopy" LINK

"Fast determination of oxides content in cement raw meal using NIR spectroscopy with SPXY algorithm" LINK

"Application of near infrared spectroscopy and chemometrics for the analysis of nutraceuticals in South Africa" LINK

Infrared

"Determination of total sugar content in Siraitia grosvenorii by near infrared diffuse reflectance spectroscopy with wavelength selection techniques" LINK

"How to Measure Coating Thickness of Tablets: Method Comparison of Optical Coherence Tomography, Near-infrared Spectroscopy and Weight-, Height- and Diameter Gain." LINK

Hyperspectral

"Spectral difference analysis and identification of different maturity blueberry fruit based on hyperspectral imaging using spectral index" LINK

Optics

Focus on photonics, spectroscopy, and spectrometry LINK

Equipment

"Sensors, Vol. 19, Pages 2995: Effect of the Architecture of Fiber-Optic Probes Designed for Soluble Solid Content Prediction in Intact Sugar Beet Slices" LINK

"Miniaturized analytical platform for cocaine detection in oral fluids by MicroNIR/Chemometrics." LINK

"Handheld near-infrared spectrometer for on-line monitoring of biodiesel production in a continuous process" LINK

Environment

"Optimized Multivariate Analysis for the Discrimination of Cucumber Green Mosaic Mottle Virus-Infected Watermelon Seeds Based on Spectral Imaging" LINK

Agriculture

"Non-destructive screening method for detecting the presence of insects in sorghum grains using near infrared spectroscopy and discriminant analysis" LINK

" NIR hyperspectral imaging with multivariate analysis for measurement of oil and protein" LINK

Pharma

"Development and Validation of In-line Near-Infrared Spectroscopy Based Analytical Method for Commercial Production of a Botanical Drug Product" LINK

In-line monitoring of powder blend homogeneity in continuous drug manufacture using near infrared spectroscopy (with PDF) pharmaceutical binder excipients LINK

Laboratory

"The essential role of omni-capable research laboratories in advancing analytical spectroscopy" LINK

Other

"How to Build Disruptive DataScience Teams: 10 Best Practices" LINK

CalibrationModel.com

Chemometrics

Near Infrared

Infrared

Hyperspectral

"Spectral difference analysis and identification of different maturity blueberry fruit based on hyperspectral imaging using spectral index" LINK

Optics

Focus on photonics, spectroscopy, and spectrometry LINK

Equipment

Environment

"Optimized Multivariate Analysis for the Discrimination of Cucumber Green Mosaic Mottle Virus-Infected Watermelon Seeds Based on Spectral Imaging" LINK

Agriculture

Pharma

Laboratory

"The essential role of omni-capable research laboratories in advancing analytical spectroscopy" LINK

Other

"How to Build Disruptive DataScience Teams: 10 Best Practices" LINK

CalibrationModel.com

Chemometrics

Near Infrared

Infrared

Hyperspectral

"Spectral difference analysis and identification of different maturity blueberry fruit based on hyperspectral imaging using spectral index" LINK

Optics

Focus on photonics, spectroscopy, and spectrometry LINK

Equipment

Environment

"Optimized Multivariate Analysis for the Discrimination of Cucumber Green Mosaic Mottle Virus-Infected Watermelon Seeds Based on Spectral Imaging" LINK

Agriculture

Pharma

Laboratory

"The essential role of omni-capable research laboratories in advancing analytical spectroscopy" LINK

Other

"How to Build Disruptive DataScience Teams: 10 Best Practices" LINK