A synergistic use of chemometrics and deep learning improved the predictive performance of near-infrared spectroscopy models for dry matter prediction in mango fruit

Improved prediction of protein content in wheat kernels with a fusion of scatter correction methods in NIR data modelling

(2021) Puneet Mishra et al.   BIOSYSTEMS ENGINEERING

Improved prediction of minced pork meat chemical properties with near-infrared spectroscopy by a fusion of scatter-correction techniques

(2021) Puneet Mishra et al.   INFRARED PHYSICS & TECHNOLOGY

Recent trends in multi-block data analysis in chemometrics for multi-source data integration

(2021) Puneet Mishra et al.   TRAC-TRENDS IN ANALYTICAL CHEMISTRY

A deep learning based regression method on hyperspectral data for rapid prediction of cadmium residue in lettuce leaves

(2020) Zhou Xin et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Sequential preprocessing through ORThogonalization (SPORT) and its application to near infrared spectroscopy

(2020) Jean-Michel Roger et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

NIRS prediction of dry matter content of single olive fruit with consideration of variable sorting for normalisation pre-treatment

(2020) Xudong Sun et al.   POSTHARVEST BIOLOGY AND TECHNOLOGY

The uses of near infra-red spectroscopy in postharvest decision support: A review

(2020) K.B. Walsh et al.   POSTHARVEST BIOLOGY AND TECHNOLOGY

Soft sensor modeling for fraction yield of crude oil based on ensemble deep learning

(2020) Ling Yi et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Clustering of mixed datasets using deep learning algorithm

(2020) K. Balaji et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Parallel pre-processing through orthogonalization (PORTO) and its application to near-infrared spectroscopy

(2020) Puneet Mishra et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

A molecular generative model of ADAM10 inhibitors by using GRU-based deep neural network and transfer learning

(2020) Tingting Shi et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Visible-NIR ‘point’ spectroscopy in postharvest fruit and vegetable assessment: The science behind three decades of commercial use

(2020) Kerry B. Walsh et al.   POSTHARVEST BIOLOGY AND TECHNOLOGY

SPORT pre-processing can improve near-infrared quality prediction models for fresh fruits and agro-materials

(2020) Puneet Mishra et al.   POSTHARVEST BIOLOGY AND TECHNOLOGY

Achieving robustness across season, location and cultivar for a NIRS model for intact mango fruit dry matter content

(2020) N.T. Anderson et al.   POSTHARVEST BIOLOGY AND TECHNOLOGY

Achieving robustness across season, location and cultivar for a NIRS model for intact mango fruit dry matter content. II. Local PLS and nonlinear models

(2020) N.T. Anderson et al.   POSTHARVEST BIOLOGY AND TECHNOLOGY

Improved prediction of fuel properties with near-infrared spectroscopy using a complementary sequential fusion of scatter correction techniques

(2020) Puneet Mishra et al.   TALANTA

Sequential fusion of information from two portable spectrometers for improved prediction of moisture and soluble solids content in pear fruit

(2020) Puneet Mishra et al.   TALANTA

Using deep learning to evaluate peaks in chromatographic data

(2019) Anne Bech Risum et al.   TALANTA

Deep learning for geographical discrimination of Panax notoginseng with directly near-infrared spectra image

(2019) Jian-E Dong et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Deep-learning-based regression model and hyperspectral imaging for rapid detection of nitrogen concentration in oilseed rape ( Brassica napus L. ) leaf

(2018) Xinjie Yu et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Modern practical convolutional neural networks for multivariate regression: Applications to NIR calibration

(2018) Chenhao Cui et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Prediction of firmness parameters of tomatoes by portable visible and near-infrared spectroscopy

(2018) Yuping Huang et al.   JOURNAL OF FOOD ENGINEERING

Evaluating the performance of a consumer scale SCiO™ molecular sensor to predict quality of horticultural products

(2018) Mo Li et al.   POSTHARVEST BIOLOGY AND TECHNOLOGY

Portable Spectroscopy

(2018) Richard A. Crocombe   APPLIED SPECTROSCOPY

Validation of chemometric models – A tutorial

(2015) Frank Westad et al.   ANALYTICA CHIMICA ACTA

A Review on the Applications of Portable Near-Infrared Spectrometers in the Agro-Food Industry

(2013) Cláudia A. Teixeira dos Santos et al.   APPLIED SPECTROSCOPY