Robinia pseudoacacia L. in short rotation coppice: Seed and stump shoot reproduction as well as UAS-based spreading analysis

Christin Carl, Jan R.K. Lehmann, Dirk Landgraf, Hans Pretzsch

Research output: Contribution to journalArticlepeer-review

20 Scopus citations

Abstract

Varying reproduction strategies are an important trait that tree species need in order both to survive and to spread. Black locust is able to reproduce via seeds, stump shoots, and root suckers. However, little research has been conducted on the reproduction and spreading of black locust in short rotation coppices. This research study focused on seed germination, stump shoot resprout, and spreading by root suckering of black locust in ten short rotation coppices in Germany. Seed experiments and sample plots were analyzed for the study. Spreading was detected and measured with unmanned aerial system (UAS)-based images and classification technology-object-based image analysis (OBIA). Additionally, the classification of single UAS images was tested by applying a convolutional neural network (CNN), a deep learning model. The analyses showed that seed germination increases with increasing warm-cold variety and scarification. Moreover, it was found that the number of shoots per stump decreases as shoot age increases. Furthermore, spreading increases with greater light availability and decreasing tillage. The OBIA and CNN image analysis technologies achieved 97% and 99.5% accuracy for black locust classification in UAS images. All in all, the three reproduction strategies of black locust in short rotation coppices differ with regards to initialization, intensity, and growth performance, but all play a role in the survival and spreading of black locust.

Original languageEnglish
Article number235
JournalForests
Volume10
Issue number3
DOIs
StatePublished - 2019

Keywords

  • Convolutional neural network (CNN)
  • Object-based image analysis (OBIA)
  • Reproduction
  • Robinia pseudoacacia L.
  • Short rotation coppice
  • Spreading
  • Unmanned aerial system (UAS)

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