Skip to main content

Real-Time Measurement of Silage Moisture Content During Loading of a TMR Mixer Wagon: Preliminary Results

  • Conference paper
  • First Online:
Innovative Biosystems Engineering for Sustainable Agriculture, Forestry and Food Production (MID-TERM AIIA 2019)

Abstract

Proper dry matter intake in dairy cows is a key factor to meet nutritional requirements and optimal performance, reducing the incidence of metabolic diseases. Moisture content of silages, can undergo variations during storing, affecting the total dry matter daily consumed by the animals. The aim of the study was to develop a system, based on microwave resonance technology, to measure the silages moisture content during feed mixer wagon loading. A commercial microwave moisture sensor for bulk materials was used. It was first calibrated over different types of silages (corn, high moisture corn, barley, soybean) using samples collected from different dairy farms located in Lombardy (Northern Italy), then it was mounted behind the loading drum of the conveyor arm of a horizontal self-propelled mixer wagon and integrated in an on-line measurement system designed to record in real-time and continuously the silages moisture content during the feed mixer wagon loading. The system was tested at the University of Milan experimental farm (Landriano, Italy). Preliminary results highlighted that the microwave sensor provided, except for soybean silage (R2 = 0.95), a moderately accurate silage moisture data (R2 = 0.62 for corn and high moisture corn silages; R2 = 0.61 for barley silage).

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 299.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 379.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 379.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Barbi, A., Ghiraldi, A., Manzoli, M., & Berzaghi, P. (2010). Precision feeding: NIR on line for improving TMR consistency. The First North American Conference on Precision Dairy Management, March 2–5, Toronto.

    Google Scholar 

  • Barmore, J., & Bethard, G. (2005). Performance monitoring of dairy nutrition and feeding. Proceedings of the Tri-State Dairy Nutrition Conference, 11–29, Ft. Wayne. Columbus: Ohio State University.

    Google Scholar 

  • Borreani, G., Tabacco, E., Schmidt, R. J., Holmes, B. J., & Muck, R. E. (2018). Silage review: Factors affecting dry matter and quality losses in silages. Journal of Dairy Science, 101, 3952–3979.

    Article  Google Scholar 

  • Buschmüller, C., Wiedey, W., Döscher, C., Dressler, J., & Breitkreutz, J. (2008). In-line monitoring of granule moisture in fluidized-bed dryers using microwave resonance technology. European Journal of Pharmaceutics and Biopharmaceutics, 69(1), 380−387.  

    Google Scholar 

  • Corredor, C. C., Bu, D., & Both, D. (2011). Comparison of near infrared and microwave resonance sensors for at-line moisture determination in powders and tablets. Analytica Chimica Acta, 696, 84–93.

    Article  Google Scholar 

  • Kocsis, L., Schlemm, U., Richter, H., Mellmann, J., & Farkas, I. (2008). On-line microwave measurement of the moisture content of wheat. IFAC Proceedings Volumes, 41(2), 631−635.

    Google Scholar 

  • McBeth, L. R., St-Pierre, N. R., Shoemaker, D. E., & Weiss, W. P. (2013). Effects of transient changes in silage dry matter concentration on lactating dairy cows. Journal of Dairy Science, 96, 3924–3935.

    Article  Google Scholar 

  • Mertens, D. R., & Berzaghi, P. (2009). Short-term changes in forage dry matter affect milk production responses in dairy cows. Journal of Dairy Science, 92, 583.

    Google Scholar 

  • Piccioli-Cappelli, F., Calegari, F., Calamari, L., Bani, P., & Minuti, A. (2019). Application of a NIR device for precision feeding in dairy farms: Effect on metabolic conditions and milk production. Italian Journal of Animal Science, 18(1), 754–765.

    Article  Google Scholar 

  • Shaver, R., & Kaiser, R. (2004). Feeding programs in high producing dairy herds. Proceedings of the Tri-State Dairy Nutrition Conference, 143–170, Fort Wayne. Columbus: The Ohio State University.

    Google Scholar 

  • Trabelsi, S., Nelson, S., & Lewis, M. (2008). Microwave moisture sensor for grain and seed. Biol. Eng., 1(2), 195−202.

    Google Scholar 

  • Weiss, W. P., Shoemaker, D. E., McBeth, L. R., Yoder, P., & St-Pierre, N. R. (2012). Within farm variation in nutrient composition of feeds. Proceedings of the Tri-State Dairy Nutrition Conference, 103–117, Fort Wayne. Columbus: The Ohio State University.

    Google Scholar 

Download references

Acknowledgements

The activity presented in the paper was co-funded by Regione Lombardia in the framework of POR FESR 2014-2020 (Axis I, Objective 1.b.1). Project P.L.U.S.—Precision Livestock Unifeed System.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to F. M. Tangorra .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2020 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Perricone, V. et al. (2020). Real-Time Measurement of Silage Moisture Content During Loading of a TMR Mixer Wagon: Preliminary Results. In: Coppola, A., Di Renzo, G., Altieri, G., D'Antonio, P. (eds) Innovative Biosystems Engineering for Sustainable Agriculture, Forestry and Food Production. MID-TERM AIIA 2019. Lecture Notes in Civil Engineering, vol 67. Springer, Cham. https://doi.org/10.1007/978-3-030-39299-4_59

Download citation

  • DOI: https://doi.org/10.1007/978-3-030-39299-4_59

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-39298-7

  • Online ISBN: 978-3-030-39299-4

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics