Edge Computing and Artificial Intelligence for Real-time Poultry Monitoring

Edge AIoT; Edge Computing; Edge Artificial Intelligence; Internet of Things; Artificial Intelligence; Poultry; Smart Poultry; Gated Recurrent Unit; GRU

Abstract :

[en] Smart Poultry acquires data from aviaries by means of sensor network at reduced intervals of time (every minute) that generate hundred thousands of data. The conjunction of Internet of Things and Artificial Intelligence open the field of the real-time monitoring of poultry, advance analytics and automation if data is from high quality. In this paper, we propose a scalable monitoring of a poultry achieved with open hardware wireless sensors network and software. We use a Gated Recurrent Unit, an artificial intelligence algorithm to validate and predicate environmental parameters.

Disciplines :

Computer science

Author, co-author :

Debauche, Olivier ; Université de Liège - ULiège > Terra

mahmoudi, Saïd

mahmoudi, Sidi Ahmed

manneback, pierre

Bindelle, Jérôme ; Université de Liège - ULiège > Département GxABT > Ingénierie des productions animales et nutrition

Lebeau, Frédéric ; Université de Liège - ULiège > Département GxABT > Biosystems Dynamics and Exchanges

Language :

English

Title :

Edge Computing and Artificial Intelligence for Real-time Poultry Monitoring

Publication date :

06 August 2020

Journal title :

Procedia Computer Science

eISSN :

1877-0509

Publisher :

Elsevier, Amsterdam, Netherlands

Volume :

175

Pages :

534-541

Peer reviewed :

Peer reviewed

Available on ORBi :

since 10 June 2020

Statistics

Number of views

204 (4 by ULiège)

Number of downloads

1252 (2 by ULiège)

More statistics

Scopus citations^®

Scopus citations^®
without self-citations

OpenCitations

OpenAlex citations

Bibliography

Ait Abdelouahid, R., Debauche, O., Mahmoudi, S., Abdelaziz, M., Manneback, P., Lebeau, F., Smart nest box: IoT based nest monitoring in artificial cavities (2020) 2020 3rd International Conference on Advanced Communication Technologies and Networking (CommNet) (CommNet'20), , Morocco
Ait Abdelouhahid, R., Debauche, O., Mahmoudi, S., Marzak, A., Manneback, P., Lebeau, F., Open phytotron: A new iot device for home gardening (2020) 2020 5th International Conference on Cloud Computing Technologies and Applications (Cloudtech), pp. 1-7
Choukidar, G.A., Dawande, N., Smart poultry farm automation and monitoring system (2017) 2017 International Conference on Computing, Communication, Control and Automation (ICCUBEA), pp. 1-5
Debauche, O., Ait Abdelouahid, R., Mahmoudi, S., Moussaoui, Y., Abdelaziz, M., Manneback, P., Revo campus: A distributed open source and low-cost smart campus (2020) 2020 3rd International Conference on Advanced Communication Technologies and Networking (CommNet) (CommNet'20), , Morocco
Debauche, O., El Moulat, M., Mahmoudi, S., Manneback, P., Lebeau, F., Irrigation pivot-center connected at low cost for the reduction of crop water requirements (2018) 2018 International Conference on Advanced Communication Technologies and Networking (CommNet), pp. 1-9
Debauche, O., Mahmoudi, S., Andriamandroso, A., Manneback, P., Bindelle, J., Lebeau, F., Cloud services integration for farm animals' behavior studies based on smartphones as activity sensors (2018) Journal of Ambient Intelligence and Humanized Computing, , https://doi.org/10.1007/s12652-018-0845-9
Debauche, O., Mahmoudi, S., Andriamandroso, A.P.M.J.B., Lebeau, F., Web-based cattle behavior service for researchers based on the smartphone inertial central (2017) Procedia Computer Science, 110, pp. 110-116. , http://www.sciencedirect.com/science/article/pii/S1877050917313066, doi:https://doi.org/10.1016/j.procs.2017.06.127. 14th International Conference on Mobile Systems and Pervasive Computing (MobiSPC 2017) / 12th International Conference on Future Networks and Communications (FNC 2017) / Affiliated Workshops
Debauche, O., Mahmoudi, S., Belarbi, M.A., El Adoui, M., Mahmoudi, S.A., Internet of things: Learning and practices. Application to smart home (2018) 2018 International Conference on Advanced Communication Technologies and Networking (CommNet), pp. 1-6
Debauche, O., Mahmoudi, S., Doukha, R., Mahmoudi, S.A., Manneback, P., Lebeau, F., A new edge architecture for ai-iot services deployment (2020) Procedia Computer Science the 17th International Conference on Mobile Systems and Pervasive Computing (MobiSPC) / the 15th International Conference on Future Networks and Communications (FNC 2020) / Affiliated Workshops
Debauche, O., Mahmoudi, S., Mahmoudi, S.A., Internet of things: Learning and practices. Application to smart city (2018) 2018 4th International Conference on Cloud Computing Technologies and Applications (Cloudtech), pp. 1-7
Debauche, O., Mahmoudi, S., Mahmoudi, S.A., Manneback, P., Bindelle, J., Lebeau, F., Edge computing for cattle behavior analysis (2020) 2020 Second International Conference on Embedded Distributed Systems (EDiS), pp. 1-5
Debauche, O., Mahmoudi, S., Mahmoudi, S.A., Manneback, P., Lebeau, F., Edge computing and artificial intelligence semantically driven. Application to a climatic enclosure (2020) Procedia Computer Science the 17th International Conference on Mobile Systems and Pervasive Computing (MobiSPC) / the 15th International Conference on Future Networks and Communications (FNC 2020) / Affiliated Workshops
Debauche, O., Mahmoudi, S., Manneback, P., Assila, A., Fog iot for health: A new architecture for patients and elderly monitoring (2019) Procedia Computer Science, 160, pp. 289-297. , http://www.sciencedirect.com/science/article/pii/S1877050919317880, doi:https://doi.org/10.1016/j.procs.2019.11.087. the 10th International Conference on Emerging Ubiquitous Systems and Pervasive Networks (EUSPN-2019) / The 9th International Conference on Current and Future Trends of Information and Communication Technologies in Healthcare (ICTH-2019) / Affiliated Workshops
Debauche, O., Mahmoudi, S., Manneback, P., Massinon, M., Tadrist, N., Lebeau, F., Mahmoudi, S.A., Cloud architecture for digital phenotyping and automation (2017) 2017 3rd International Conference of Cloud Computing Technologies and Applications (CloudTech), pp. 1-9
Debauche, O., Mahmoudi, S., Manneback, P., Tadrist, N., Bindelle, J., Lebeau, F., Improvement of battery life of iphones inertial measurement unit by using edge computing application to cattle behavior (2017) 2017 Symposium International Sur Les Sciences Informatiques Et Applications (ISCSA2017), pp. 1-4
Debauche, O., Mahmoudi, S., Moussaoui, Y., Internet of things learning: A practical case for smart building automation (2020) 2020 5th International Conference on Cloud Computing Technologies and Applications (Cloudtech), pp. 1-7
Debauche, O., Mahmoudi, S.A., de Cock, N., Mahmoudi, S., Manneback, P., Lebeau, F., Cloud architecture for plant phenotyping research (2020) Concurrency and Computation: Practice and Experience N/A, , https://onlinelibrary.wiley.com/doi/abs/10.1002/cpe.5661, arXiv:https://onlinelibrary.wiley.com/doi/pdf/10.1002/cpe.5661. e5661 cpe.5661
Debauche, O., Mahmoudi, S.A., Mahmoudi, S., Manneback, P., Cloud platform using big data and hpc technologies for distributed and parallels treatments (2018) Procedia Computer Science, 141, pp. 112-118
Debauche, O., Moulat, M.E., Mahmoudi, S., Boukraa, S., Manneback, P., Lebeau, F., Web monitoring of bee health for researchers and beekeepers based on the internet of things (2018) Procedia Computer Science, 130, pp. 991-998. , http://www.sciencedirect.com/science/article/pii/S1877050918304654, doi:https://doi.org/10.1016/j.procs.2018.04.103. the 9th International Conference on Ambient Systems, Networks and Technologies (ANT 2018) / The 8th International Conference on Sustainable Energy Information Technology (SEIT-2018) / Affiliated Workshops
Dong, F., Zhang, N., Wireless sensor networks applied on environmental monitoring in fowl farm (2009) International Conference on Computer and Computing Technologies in Agriculture, pp. 479-486. , Springer
Goud, K.S., Sudharson, A., Internet based smart poultry farm (2015) Indian Journal of Science and Technology, 8, p. 1
Handigolkar, L.S., Kavya, M., Veena, P., Iot based smart poultry farming using commodity hardware and software (2016) Bonfring International Journal of Software Engineering and Soft Computing, 6, pp. 171-175
Islam, M.M., Tonmoy, S.S., Quayum, S., Sarker, A.R., Hani, S.U., Mannan, M.A., Smart poultry farm incorporating gsm and iot (2019) 2019 International Conference on Robotics, Electrical and Signal Processing Techniques (ICREST), pp. 277-280
Jahan, M., Maghsoudi, A., Rokouei, M., Faraji-Arough, H., Prediction and optimization of slaughter weight in meat-type quails using artificial neural network modeling (2019) Poultry Science
Katare, G., Padihar, G., Qureshi, Z., Challenges in the integration of artificial intelligence and internet of things International Journal of Systems and Software Engineering, 6, pp. 10-15
Li, H., Wang, H., Yin, W., Li, Y., Qian, Y., Hu, F., Development of a remote monitoring system for henhouse environment based on iot technology (2015) Future Internet, 7, pp. 329-341. , https://www.mdpi.com/1999-5903/7/3/329
Mahale, R.B., Sonavane, S., Smart poultry farm: An integrated solution using WSN and gprs based network (2016) International Journal of Advanced Research in Computer Engineering & Technology (IJARCET), 5
Mahale, R.B., Sonavane, S., Smart poultry farm monitoring using iot and wireless sensor networks (2016) International Journal of Advanced Research in Computer Science, 7, pp. 187-190
Moulat, M.E., Debauche, O., Mahmoudi, S., Brahim, L.A., Manneback, P., Lebeau, F., Monitoring system using internet of things for potential landslides (2018) Procedia Computer Science, 134, pp. 26-34. , http://www.sciencedirect.com/science/article/pii/S1877050918311037, doi:https://doi.org/10.1016/j.procs.2018.07.140. the 15th International Conference on Mobile Systems and Pervasive Computing (MobiSPC 2018) / The 13th International Conference on Future Networks and Communications (FNC-2018) / Affiliated Workshops
Othman, J.K., Mahmood, J.R., Design and implementation of smart relay based remote monitoring and controlling of ammonia in poultry houses (2014) International Journal of Computer Applications, 103
Raghudathesh, G., Deepak, D., Prasad, G.K., Arun, A., Balekai, R., Yatnalli, V.C., Lata, S., Kumar, B.S., Iot based intelligent poultry management system using linux embedded system (2017) 2017 International Conference on Advances in Computing, Communications and Informatics (ICACCI), pp. 449-454
Raj, A.A.G., Jayanthi, J.G., Iot-based real-time poultry monitoring and health status identification (2018) 2018 11th International Symposium on Mechatronics and Its Applications (ISMA), pp. 1-7
Ribeiro, R., Casanova, D., Teixeira, M., Wirth, A., Gomes, H.M., Borges, A.P., Enembreck, F., Generating action plans for poultry management using artificial neural networks (2019) Computers and Electronics in Agriculture, 161, pp. 131-140
Rico-Contreras, J.O., Aguilar-Lasserre, A.A., Méndez-Contreras, J.M., López-Andrés, J.J., Cid-Chama, G., Moisture content prediction in poultry litter using artificial intelligence techniques and monte carlo simulation to determine the economic yield from energy use (2017) Journal of Environmental Management, 202, pp. 254-267. , http://www.sciencedirect.com/science/article/pii/S0301479717307119, doi:https://doi.org/10.1016/j.jenvman.2017.07.034
Sitaram, K.A., Ankush, K.R., Anant, K.N., Raghunath, B.R., Iot based smart management of poultry farm and electricity generation (2018) 2018 IEEE International Conference on Computational Intelligence and Computing Research (ICCIC), pp. 1-4
So-In, C., Poolsanguan, S., Rujirakul, K., A hybrid mobile environmental and population density management system for smart poultry farms (2014) Computers and Electronics in Agriculture, 109, pp. 287-301. , http://www.sciencedirect.com/science/article/pii/S0168169914002518, doi:https://doi.org/10.1016/j.compag.2014.10.004
Yang, X., Zhang, F., Jiang, T., Yang, D., Environmental monitoring of chicken house based on edge computing in internet of things (2019) 2019 IEEE 8th Joint International Information Technology and Artificial Intelligence Conference (ITAIC), pp. 617-620