Canopy structure influences arthropod communities within and beyond tree identity effects: Insights from combining LiDAR data, insecticidal fogging and machine learning regression modelling

Research output: Journal contributionsJournal articlesResearchpeer-review

Standard

Canopy structure influences arthropod communities within and beyond tree identity effects: Insights from combining LiDAR data, insecticidal fogging and machine learning regression modelling. / Wildermuth, Benjamin; Penanhoat, Alice; Sennhenn-Reulen, Holger et al.
In: Ecological Indicators, Vol. 160, 111901, 01.03.2024.

Research output: Journal contributionsJournal articlesResearchpeer-review

Harvard

APA

Vancouver

Bibtex

@article{e1fa4761800b41d6828f74773f3e2bc6,
title = "Canopy structure influences arthropod communities within and beyond tree identity effects: Insights from combining LiDAR data, insecticidal fogging and machine learning regression modelling",
abstract = "Forest canopies host an abundant but often neglected diversity of arthropods, which requires careful attention in times of ongoing biodiversity loss. Yet, how tree species composition interacts with canopy structure in shaping arthropod communities remains largely unknown. Here, by combining mobile laser scanning and insecticidal fogging with a machine learning algorithm, we studied which canopy architectural properties affect canopy arthropod communities in monospecific and mixed stands of broadleaved European beech and the coniferous Norway spruce and non-native Douglas fir in Germany. Evaluating the abundances and ecological guild diversity of ∼ 90,000 arthropods and 27 partly novel high-resolution structural variables, we identified vegetation volume and tree species identity as weak predictors of arthropod abundance and ecological guild diversity. In contrast, structural heterogeneity, i.e. structural complexity, vertical layering and variability of canopy gaps—which were highest in coniferous stands—were strong positive drivers. Despite this, arthropod ecological guild diversity was lower in non-native Douglas fir. Mixed stands had intermediate arthropod abundance and ecological guild diversity. Our study shows that habitat heterogeneity and tree species-identity are closely interlinked in shaping associated canopy arthropod communities. Positive effects of habitat heterogeneity on arthropod ecological guild diversity were often uncoupled from resource availability, and the key role of our novel intra-canopy gap indices suggests that they should be considered as indicators in future research on forest heterogeneity-diversity relationships. Broadleaf-conifer mixtures may be suitable to mediate negative tree-species identity effects when adapting forests to global change.",
keywords = "Biodiversity, Component-wise boosting, Insects, LiDAR, Structural complexity, Biology",
author = "Benjamin Wildermuth and Alice Penanhoat and Holger Sennhenn-Reulen and Dragan Matevski and Jochen Drescher and M{\'e}laine Aubry-Kientz and Dominik Seidel and Andreas Schuldt",
note = "Publisher Copyright: {\textcopyright} 2024 The Author(s)",
year = "2024",
month = mar,
day = "1",
doi = "10.1016/j.ecolind.2024.111901",
language = "English",
volume = "160",
journal = "Ecological Indicators",
issn = "1470-160X",
publisher = "Elsevier B.V.",

}

RIS

TY - JOUR

T1 - Canopy structure influences arthropod communities within and beyond tree identity effects

T2 - Insights from combining LiDAR data, insecticidal fogging and machine learning regression modelling

AU - Wildermuth, Benjamin

AU - Penanhoat, Alice

AU - Sennhenn-Reulen, Holger

AU - Matevski, Dragan

AU - Drescher, Jochen

AU - Aubry-Kientz, Mélaine

AU - Seidel, Dominik

AU - Schuldt, Andreas

N1 - Publisher Copyright: © 2024 The Author(s)

PY - 2024/3/1

Y1 - 2024/3/1

N2 - Forest canopies host an abundant but often neglected diversity of arthropods, which requires careful attention in times of ongoing biodiversity loss. Yet, how tree species composition interacts with canopy structure in shaping arthropod communities remains largely unknown. Here, by combining mobile laser scanning and insecticidal fogging with a machine learning algorithm, we studied which canopy architectural properties affect canopy arthropod communities in monospecific and mixed stands of broadleaved European beech and the coniferous Norway spruce and non-native Douglas fir in Germany. Evaluating the abundances and ecological guild diversity of ∼ 90,000 arthropods and 27 partly novel high-resolution structural variables, we identified vegetation volume and tree species identity as weak predictors of arthropod abundance and ecological guild diversity. In contrast, structural heterogeneity, i.e. structural complexity, vertical layering and variability of canopy gaps—which were highest in coniferous stands—were strong positive drivers. Despite this, arthropod ecological guild diversity was lower in non-native Douglas fir. Mixed stands had intermediate arthropod abundance and ecological guild diversity. Our study shows that habitat heterogeneity and tree species-identity are closely interlinked in shaping associated canopy arthropod communities. Positive effects of habitat heterogeneity on arthropod ecological guild diversity were often uncoupled from resource availability, and the key role of our novel intra-canopy gap indices suggests that they should be considered as indicators in future research on forest heterogeneity-diversity relationships. Broadleaf-conifer mixtures may be suitable to mediate negative tree-species identity effects when adapting forests to global change.

AB - Forest canopies host an abundant but often neglected diversity of arthropods, which requires careful attention in times of ongoing biodiversity loss. Yet, how tree species composition interacts with canopy structure in shaping arthropod communities remains largely unknown. Here, by combining mobile laser scanning and insecticidal fogging with a machine learning algorithm, we studied which canopy architectural properties affect canopy arthropod communities in monospecific and mixed stands of broadleaved European beech and the coniferous Norway spruce and non-native Douglas fir in Germany. Evaluating the abundances and ecological guild diversity of ∼ 90,000 arthropods and 27 partly novel high-resolution structural variables, we identified vegetation volume and tree species identity as weak predictors of arthropod abundance and ecological guild diversity. In contrast, structural heterogeneity, i.e. structural complexity, vertical layering and variability of canopy gaps—which were highest in coniferous stands—were strong positive drivers. Despite this, arthropod ecological guild diversity was lower in non-native Douglas fir. Mixed stands had intermediate arthropod abundance and ecological guild diversity. Our study shows that habitat heterogeneity and tree species-identity are closely interlinked in shaping associated canopy arthropod communities. Positive effects of habitat heterogeneity on arthropod ecological guild diversity were often uncoupled from resource availability, and the key role of our novel intra-canopy gap indices suggests that they should be considered as indicators in future research on forest heterogeneity-diversity relationships. Broadleaf-conifer mixtures may be suitable to mediate negative tree-species identity effects when adapting forests to global change.

KW - Biodiversity

KW - Component-wise boosting

KW - Insects

KW - LiDAR

KW - Structural complexity

KW - Biology

UR - http://www.scopus.com/inward/record.url?scp=85188053032&partnerID=8YFLogxK

UR - https://www.mendeley.com/catalogue/d062400a-0186-31da-8076-8416318f77f1/

U2 - 10.1016/j.ecolind.2024.111901

DO - 10.1016/j.ecolind.2024.111901

M3 - Journal articles

AN - SCOPUS:85188053032

VL - 160

JO - Ecological Indicators

JF - Ecological Indicators

SN - 1470-160X

M1 - 111901

ER -

Recently viewed

Activities

  1. Understanding Corruption by Means of Experiments
  2. Verification of Measuring the Bearing Clearance Using Kurtosis, Recurrences and Neural Networks and Comparison of These Approaches
  3. Commitment Strategies for Sustainability: How Corporations Can Create Value through New Governance
  4. Parks of the Future – Protected Areas in Europe Challenging Issues of Societal Transformation
  5. Correlation Patterns of PAHs and Heterocyclic PAHs in Sediment Samples from Northern Germany - Point Sources and Diffuse Immissions
  6. Affective Human-Robot Interaction – The Influence of Humans’ Emotion Recognition Ability
  7. Modern Language Journal: devoted to research and discussion about the learning and teaching of foreign and second languages (Zeitschrift)
  8. Why Being Democratic is Just Not Enough: The EU’s Governance Transfer
  9. Current Developments in Environmental Management Accounting: Towards a Comprehensive Framework for Environmental Management Accounting
  10. Challenges and Possibilities of Digitization During the Pandemic: The Cuban Case and Questions of Access
  11. Lodz University of Technology
  12. Evaluation of tension-compression asymmetry in nanocrystalline PdAu using a Drucker-Prager type constitutive model.
  13. The view of the young generation on (E)SD in Germany
  14. From e-learning to the acquirement of competencies: wiki-based knowledge management and complex problem solving
  15. Empirical Research Methods on Legitimacy: Repertory Grid as the Interface between „Measuring“ and „Evaluating“
  16. Lecture and Workshop on media-based presentations and music-marketing

Publications

  1. Development and criterion validity of differentiated and elevated vocational interests in adolescence
  2. Case study: The development of a multi-material heat sink by Additive Manufacturing using Aerosint technology
  3. Multi-Professional Support
  4. The Pervasive Power of PowerPoint
  5. Use of design methods, team leaders' goal orientation, and team effectiveness: A follow-up study in software development projects
  6. Applying the Rasch sampler to identify aberrant responding through person fit statistics under fixed nominal α-level.
  7. Baseflow recession and recharge as nonlinear storage processes
  8. Formative assessment in inclusive mathematics education in secondary schools
  9. Glancing into the Applied Tool Box
  10. Comparison of EKF and TSO for Health Monitoring of a Textile-Based Heater Structure and its Control
  11. Conceptions of problem solving mathematics teaching
  12. Ideas, Complexity, and Innovation
  13. Logistical Potentials of Load Balancing via the Build-up and Reduction of Stock
  14. A direct test of the similarity assumption — Focusing on differences as compared with similarities decreases automatic imitation
  15. Plutonium Worlds
  16. Nmap: A novel neighborhood preservation space-filling algorithm
  17. Science-Related Outcomes
  18. Modernizing persistence–bioaccumulation–toxicity (PBT) assessment with high throughput animal-free methods
  19. Priority effects of time of arrival of plant functional groups override sowing interval or density effects
  20. The representative turn in EU studies
  21. Negotiating boundaries through reality shows
  22. Discrete Lyapunov Controllers for an Actuator in Camless Engines