Using machine learning methods to predict dry matter intake from milk mid-infrared spectroscopy data on Swedish dairy cattle

QR Code

Using machine learning methods to predict dry matter intake from milk mid-infrared spectroscopy data on Swedish dairy cattle

In this research communication we compare three different approaches for developing dry matter intake (DMI) prediction models based on milk mid-infrared spectra (MIRS), using data collected from a research herd over five years. In dairy production, knowledge of individual DMI could be important and...

Full description

Bibliographic Details
Main Authors:	Mohamad Salleh, Suraya, Danielsson, Rebecca, Kronqvist, Cecilia
Format:	Article
Published:	Cambridge University Press (CUP) 2023
Online Access:	http://psasir.upm.edu.my/id/eprint/108431/

Similar Items

Milk production and reproduction performance of the Mafriwal dairy cattle of Malaysia
by: Palani, Kalaiselvi, et al.

Milking biosecurity in dairy cattle farming East Java Indonesia
by: Shikh Maidin, Mashitah, et al.
Published: (2024)

The Spitzer mid-infrared active galactic nucleus survey. I. Optical and near-infrared spectroscopy of obscured candidates and normal active galactic nuclei selected in the mid-infrared
by: Lacy, M., et al.
Published: (2013)

Mid-infrared spectroscopy for early detection of basal stem rot disease in oil palm
by: Liaghat, Shohreh, et al.
Published: (2014)

Assessment of near-infrared and mid-infrared spectroscopy for early detection of basal stem rot disease in oil palm plantation
by: Liaghat, Shohreh
Published: (2013)

A probabilistic approach to the interpretation of milk antibody results for diagnosis of Johne’s disease in dairy cattle
by: Meyer, A., et al.
Published: (2018)

Retrospective study on milk production and reproductive performance of dairy cattle in a farm in Selangor, Malaysia
by: Azhar, H., et al.
Published: (2016)

Aesthetic reading as a problem in mid-20th century Swedish educational policy
by: Lindsköld, Linnéa, et al.
Published: (2020)

Problems of infertility in dairy cattle
by: Jainudeen, M.R.
Published: (1975)

Occurrence of extended spectrum Beta-Lactamase producing escherichia coli in dairy cattle, farm environment and milk
by: Kamaruzzaman, Emelia Aini
Published: (2015)

Fourier transform infrared spectroscopy and multivariate analysis of milk from different goat breeds
by: Salleh, Noor Aidawati, et al.
Published: (2019)

Fourier transform infrared spectroscopy and multivariate analysis of milk from different goat breeds
by: Salleh, Noor Aidawati, et al.
Published: (2019)

Application of near- and mid-infrared spectroscopy combined with chemometrics for discrimination and authentication of herbal products: A review
by: , Abdul Rohman, et al.
Published: (2019)

The performance of visible, near-, and mid-infrared reflectance spectroscopy for prediction of soil physical, chemical, and biological properties
by: Soriano-Disla, J., et al.
Published: (2014)

Effects of equaling either concentrate and nutrient intake on milk production of dairy buffaloes: a meta-analysis
by: Afiqah A. Samad, Fadzlin, et al.
Published: (2023)

Short communication: Development of an equation for estimating methane emissions of dairy cows from milk Fourier transform mid-infrared spectra by using reference data obtained exclusively from respiration chambers
by: Vanlierde, A., et al.
Published: (2018)

Towards mid-infrared fibre lasing
by: Nunes, Joel
Published: (2024)

Evaluation of heat stress threshold and impacts on milk yield in dairy cattle crossbreds in a hot and humid climate
by: Michael, Predith, et al.
Published: (2023)

Control of infectious diseases in dairy cattle
by: Wapenaar, Wendela, et al.
Published: (2017)

Postpartum Ovarian Function in Dairy Cattle
by: Mahaputra, Laba
Published: (1983)

The use of Fourier transform mid infrared (FT-MIR) spectroscopy for detection and quantification of adulteration in virgin coconut oil
by: Abdul Rohman,, et al.
Published: (2011)

Proximal soil sensing of soil texture and organic matter with a prototype portable mid-infrared spectrometer
by: Dhawale, N., et al.
Published: (2015)

Microsatellite analysis of the Mafriwal dairy cattle of Malaysia
by: Panandam, Jothi Malar, et al.

Plant-Based Milk As An Alternative To Dairy Milk - The Challenges And Way Forward
by: Rashid, Nor Syahirah Abd
Published: (2020)

Milk protein hydrolysates: improved biotechnology from conventional Dairy Milk
by: Amri,, Muhammad Akmal, et al.
Published: (2022)

The mid-infrared environments of high-redshift radio galaxies
by: Galametz, A., et al.
Published: (2012)

Electronic Properties of Novel Mid-Infrared Materials and Devices
by: Di Paola, D.M.
Published: (2019)

Identification of Cryptosporodium from Dairy Cattle in Pahang, Malaysia
by: Hisamudin, Nur Hazirah, et al.
Published: (2016)

Effective treatment of claw horn lesions in dairy cattle
by: Thomas, Heather Jane
Published: (2017)

Seroprevalence of anaplasmosis in dairy cattle from Peninsular Malaysia
by: Bitrus, Asinamai Athliamai, et al.
Published: (2018)

Faecal shedding of Arcobacter spp. by dairy cattle at farms
by: Shah, Sayed Atta Hussain, et al.
Published: (2012)

Factors influencing development of dairy cattle farming in Malaysia
by: Faghiri, Hamed
Published: (2019)

Web-based Dairy Cattle’s feeding allocation system
by: Mohamad Hassim, Yana Mazwin, et al.
Published: (2011)

Assessment of seasonal dry-matter yield and quality of grass swards with imaging spectroscopy
by: Schut, Antonius, et al.
Published: (2004)

Mid-infrared vibrational study of deuterium-containing PAH variants
by: Buragohain, Mridusmita, et al.
Published: (2016)

Understanding the awareness, knowledge, and opinion of dairy cattle welfare among dairy farmers in Keningau, Sabah
by: Sadiq, Mohammed Babatunde, et al.
Published: (2021)

Understanding the level of awareness and perception of dairy cattle welfare among dairy farmers in Keningau, Sabah
by: Sadiq, Mohammed Babatunde, et al.
Published: (2021)

Use of coconut milk versus dairy milk in Malaysian cuisines: comparison of nutritional value
by: Shaharuddin, Nurulazizah
Published: (2013)

Use of coconut milk versus dairy milk in malaysian cuisines : comparison of nutritional value
by: Shaharuddin, Nurulazizah
Published: (2013)

Relationship between dairy products intake and childhood obesity
by: Sharif Ishak, Sharifah Intan Zainun, et al.
Published: (2009)