Data-driven decision support in livestock farming for improved animal health, welfare and greenhouse gas emissions: Overview and challenges

Review: Sensor techniques in ruminants: more than fitness trackers

(2020) C. H. Knight   Animal

Precision livestock feeding: matching nutrient supply with nutrient requirements of individual animals

(2020) M.J. Zuidhof   JOURNAL OF APPLIED POULTRY RESEARCH

Improved protein structure prediction using potentials from deep learning

(2020) Andrew W. Senior et al.   NATURE

Review on Smart Electro-Clothing Systems (SeCSs)

(2020) Abu Sadat Muhammad Sayem et al.   SENSORS

Modeling Method for Cost and Carbon Emission of Sheep Transportation Based on Path Optimization

(2020) Mengjie Zhang et al.   Sustainability

Automated detection of lameness in sheep using machine learning approaches: novel insights into behavioural differences among lame and non-lame sheep

(2020) Jasmeet Kaler et al.   Royal Society Open Science

Arrowhead Technology for Digitalization and Automation Solution: Smart Cities and Smart Agriculture

(2020) Ioana Marcu et al.   SENSORS

Farmers’ representations of the effects of precision livestock farming on human-animal relationships

(2020) Florence Kling-Eveillard et al.   Livestock Science

Scientists’ warning on affluence

(2020) Thomas Wiedmann et al.   Nature Communications

IoT, Big Data, and Artificial Intelligence in Agriculture and Food Industry

(2020) N. N. Misra et al.   IEEE Internet of Things Journal

Precision Livestock Farming in Swine Welfare: A Review for Swine Practitioners

(2019) Madonna Benjamin et al.   Animals

Livestock vocalisation classification in farm soundscapes

(2019) James C. Bishop et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A Combined Offline and Online Algorithm for Real-Time and Long-Term Classification of Sheep Behaviour: Novel Approach for Precision Livestock Farming

(2019) Jorge A. Vázquez-Diosdado et al.   SENSORS

Big (pig) data and the internet of the swine things: a new paradigm in the industry

(2019) Carlos Piñeiro et al.   Animal Frontiers

Review: Precision livestock farming: building ‘digital representations’ to bring the animals closer to the farmer

(2019) T. Norton et al.   Animal

Managing Uncertainty in Data-Driven Simulation-Based Optimization

(2019) Gordon Hüllen et al.   COMPUTERS & CHEMICAL ENGINEERING

Reducing agro-environmental trade-offs through sustainable livestock intensification across smallholder systems in Northern Tanzania

(2019) Birthe K. Paul et al.   International Journal of Agricultural Sustainability

Energy‐aware cluster‐based routing optimization for WSNs in the livestock industry

(2019) Khalid Mahmood Awan et al.   Transactions on Emerging Telecommunications Technologies

Effects of heat stress on animal physiology, metabolism, and meat quality: A review

(2019) Paula A. Gonzalez-Rivas et al.   MEAT SCIENCE

Quantile regression forests-based modeling and environmental indicators for decision support in broiler farming

(2018) Alberto Diez-Olivan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Towards on-farm pig face recognition using convolutional neural networks

(2018) Mark F. Hansen et al.   COMPUTERS IN INDUSTRY

BIG DATA ANALYTICS AND PRECISION ANIMAL AGRICULTURE SYMPOSIUM: Machine learning and data mining advance predictive big data analysis in precision animal agriculture1

(2018) Gota Morota et al.   JOURNAL OF ANIMAL SCIENCE

Environmental impact assessment of chicken meat production via an integrated methodology based on LCA, simulation and genetic algorithms

(2018) Jhony Josué López-Andrés et al.   JOURNAL OF CLEANER PRODUCTION

Dairy farmers with larger herd sizes adopt more precision dairy technologies

(2018) J.I. Gargiulo et al.   JOURNAL OF DAIRY SCIENCE

Modeling greenhouse gas emissions from dairy farms

(2018) C. Alan Rotz   JOURNAL OF DAIRY SCIENCE

Building an active semantic data warehouse for precision dairy farming

(2018) Christoph G. Schuetz et al.   JOURNAL OF ORGANIZATIONAL COMPUTING AND ELECTRONIC COMMERCE

The impact of foot lesions in dairy cows on greenhouse gas emissions of milk production

(2018) P.F. Mostert et al.   AGRICULTURAL SYSTEMS

Multiobjective formulation is an effective method to reduce environmental impacts of livestock feeds

(2018) Florence Garcia-Launay et al.   BRITISH JOURNAL OF NUTRITION

Interactive livestock feed ration optimization using evolutionary algorithms

(2018) Daniel Dooyum Uyeh et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A data-driven individual-based model of infectious disease in livestock operation: A validation study for paratuberculosis

(2018) Mohammad A. Al-Mamun et al.   PLoS One

Review: Environmental impact of livestock farming and Precision Livestock Farming as a mitigation strategy

(2018) Emanuela Tullo et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A mechanistic model for spread of livestock-associated methicillin-resistant Staphylococcus aureus (LA-MRSA) within a pig herd

(2017) Anna Irene Vedel Sørensen et al.   PLoS One

Automated tracking to measure behavioural changes in pigs for health and welfare monitoring

(2017) Stephen G. Matthews et al.   Scientific Reports

Differential evolution algorithms for scheduling raw milk transportation

(2016) Kanchana Sethanan et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Early warning in egg production curves from commercial hens: A SVM approach

(2016) Iván Ramírez Morales et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

An automatic model configuration and optimization system for milk production forecasting

(2016) Fan Zhang et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Optimization of a polygeneration system for energy demands of a livestock farm

(2016) Marko Mancic et al.   Thermal Science

Improved estimation of bovine weight trajectories using Support Vector Machine Classification

(2015) Jaime Alonso et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

A real-time monitoring tool to automatically measure the feed intakes of multiple broiler chickens by sound analysis

(2015) A. Aydin et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Dynamic cattle behavioural classification using supervised ensemble classifiers

(2015) Ritaban Dutta et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

In Vivo Pattern Classification of Ingestive Behavior in Ruminants Using FBG Sensors and Machine Learning

(2015) Vinicius Pegorini et al.   SENSORS

Solar-assisted localized ventilation system for poultry brooding

(2014) Hajar Fawaz et al.   ENERGY AND BUILDINGS

APSIM – Evolution towards a new generation of agricultural systems simulation

(2014) Dean P. Holzworth et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Automatic Detection and Recognition of Pig Wasting Diseases Using Sound Data in Audio Surveillance Systems

(2013) Yongwha Chung et al.   SENSORS

Modelling Farm Animal Welfare

(2013) Lisa Collins et al.   Animals

MELODIE: a whole-farm model to study the dynamics of nutrients in dairy and pig farms with crops

(2012) X. Chardon et al.   Animal

Bayesian Networks for the management of greenhouse gas emissions in the British agricultural sector

(2012) E. Pérez-Miñana et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Optimizing surveillance for livestock disease spreading through animal movements

(2012) P. Bajardi et al.   Journal of the Royal Society Interface

Manure-DNDC: a biogeochemical process model for quantifying greenhouse gas and ammonia emissions from livestock manure systems

(2012) Changsheng Li et al.   NUTRIENT CYCLING IN AGROECOSYSTEMS

Agent-based simulation framework for virtual prototyping of advanced livestock precision feeding systems

(2011) J. Pomar et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech Recognition

(2011) G. E. Dahl et al.   IEEE Transactions on Audio Speech and Language Processing

SIMSDAIRY: A modelling framework to identify sustainable dairy farms in the UK. Framework description and test for organic systems and N fertiliser optimisation

(2011) A. Del Prado et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Using System Dynamics modelling approach to develop management tools for animal production with emphasis on small ruminants

(2011) L.O. Tedeschi et al.   SMALL RUMINANT RESEARCH

Development and evaluation of an integrated simulation model for assessing smallholder crop–livestock production in Yucatán, Mexico

(2010) David Parsons et al.   AGRICULTURAL SYSTEMS

Optimization of livestock feed blend by use of goal programming

(2010) Zoran Babić et al.   INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS

Assessing economic consequences of foot disorders in dairy cattle using a dynamic stochastic simulation model

(2010) M.R.N. Bruijnis et al.   JOURNAL OF DAIRY SCIENCE

Development of a mathematical model to study the impacts of production and management policies on the herd dynamics and profitability of dairy goats

(2009) Vinícius Pereira Guimarães et al.   AGRICULTURAL SYSTEMS

Energy efficiency optimization of combined ventilation systems in livestock buildings

(2009) Olivera Ecim-Djuric et al.   ENERGY AND BUILDINGS

Simulating the effects of grassland management and grass ensiling on methane emission from lactating cows

(2009) A. BANNINK et al.   JOURNAL OF AGRICULTURAL SCIENCE

DairyMod and EcoMod: biophysical pasture-simulation models for Australia and New Zealand

(2008) I. R. Johnson et al.   Australian journal of experimental agriculture

Is precision livestock farming an engineer's daydream or nightmare, an animal's friend or foe, and a farmer's panacea or pitfall?

(2008) C.M. Wathes et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Modelling the implications of feeding strategy on rumen fermentation and functioning of the rumen wall

(2007) A. Bannink et al.   ANIMAL FEED SCIENCE AND TECHNOLOGY

Artificial neural network models of the rumen fermentation pattern in dairy cattle

(2007) M. Craninx et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE