|Table of Contents|

Simulation on the Spatial-distribution of Ground Beetles in Agro-landscape Based on Non-parametric Multiplicative Regression Model(PDF)

《地球科学与环境学报》[ISSN:1672-6561/CN:61-1423/P]

Issue:
2021年第05期
Page:
897-907
Research Field:
水资源与环境
Publishing date:

Info

Title:
Simulation on the Spatial-distribution of Ground Beetles in Agro-landscape Based on Non-parametric Multiplicative Regression Model
Author(s):
FENG Si-jie1;  JIA Qiang1;  CHEN Bao-xiong2;  ZHANG Xu-zhu3;  WANG Hai-feng1;  LIU Yun-hui1; 4*
(1. College of Resources and Environmental Sciences, China Agricultural University, Beijing 100193, China; 2. Rural Energy and Environment Agency, Ministry of Agriculture and Rural Affairs, Beijing 100125, China; 3. School of Landscape and Ecological Engineering, Hebei University of Engineering, Handan 056038, Hebei, China; 4. Beijing Key Laboratory of Biodiversity and Organic Farming, China Agricultural University, Beijing 100193, China)
Keywords:
landscape structure;  ground beetle;  species diversity;  non-parametric multiplicative regression model;  model prediction;  species distribution;  semi-natural habitat;  Beijing
PACS:
P901; X176
DOI:
10.19814/j.jese.2021.03029
Abstract:
Landscape changes caused by agricultural production are important cause of biodiversity loss. In order to assess the impact of changes in agricultural landscape structure on species diversity and explore methods for spatial simulation of species in agricultural landscapes, based on field carabid sampling data, the non-parametric multiplicative regression(NPMR)model was applied to analyze the relationship between the diversity of carabid assemblages, present/absent of dominant species and landscape structure within 200 m surrounding the sampling site, respectively. Then, the landscape structure-species distribution prediction model of the study region was established, and the assemblage/species spatial distribution prediction map of the study region was simulated by combining GIS technology. The results show that landscape structure has no effect on biodiversity of ground beetle assemblages at community levels; at the species level, Chlaenius micans, Harpalus pallidipennis are significantly affected by patch density(p<0.05), Chlaenius micans, Chlaenius posticalis, Harpalus simplicide are significantly affected by number of semi-natural habitat types(p<0.05), and Scarites terricola is significantly affected by the ratio of semi-natural habitat(p<0.05), while the Dolichus halensis is more complicated by the landscape structure. Through the model prediction, the spatial distribution simulation map of the 6 main species in the study region are output, and further analysis shows that the 6 species sensitive to landscape structure in the study region tend to present at the narrow area between farmland and semi-natural land. In summary, the NPMR model could be effective to project the responses of species to farmland landscape structure and their spatial distribution changes in the landscape. Although ground beetle assemblages are not impacted by landscape structure at 200 m×200 m landscape scale, ground beetle species have different responses to landscape structure. Increasing semi-natural habitats among maize fields and improving the landscape configuration heterogeneity would be beneficial to the conservation of ground beetle species, which are significantly influenced by landscape structure.

References:

[1] BUREL F,BUTET A,DELETTRE Y R,et al.Differential Response of Selected Taxa to Landscape Context and Agricultural Intensification[J].Landscape and Urban Planning,2004,67(1/2/3/4):195-204.
[2] THIES C,HAENKE S,SCHERBER C,et al.The Relationship Between Agricultural Intensification and Biological Control:Experimental Tests Across Europe[J].Ecological Applications,2011,21(6):2187-2196.
[3] DECLERCK F,ESTRADA-CARMONA N,GARBACH K,et al.Biodiversity and Ecosystem Services of Agricultural Landscapes:Reversing Agriculture's Externalities[C]∥FAO.Agroecology for Food Secu-rity and Nutrition,Proceedings of the FAO International Symposium.Rome:FAO,2014:140-157.
[4] PHILPOTT S M.Biodiversity and Pest Control Ser-vices[M]∥LEVIN S A.Encyclopedia of Biodiversity.Waltham:Academic Press,2013:373-385.
[5] 戴漂漂,张旭珠,刘云慧.传粉动物多样性的保护与农业景观传粉服务的提升[J].生物多样性,2015,23(3):408-418.
DAI Piao-piao,ZHANG Xu-zhu,LIU Yun-hui.Conserving Pollinator Diversity and Improving Pollinations Services in Agricultural Landscape[J].Biodiversity Science,2015,23(3):408-418.
[6] GURR G M,WRATTEN S D,LANDIS D A,et al.Habitat Management to Suppress Pest Populations:Progress and Prospects[J].Annual Review of Entomology,2017,62:91-109.
[7] TSCHARNTKE T,TYLIANAKIS J M,RAND T A,et al.Landscape Moderation of Biodiversity Patterns and Processes:Eight Hypotheses[J].Biological Reviews of the Cambridge Philosophical Society,2012,87(3):661-685.
[8] KARP D S,CHAPLIN-KRAMER R,MEEHAN T D,et al.Crop Pests and Predators Exhibit Inconsistent Responses to Surrounding Landscape Composition[J].PNAS,2018,115(33):E7863-E7870.
[9] NEUMANN J L,GRIFFITHS G H,HOODLESS A,et al.The Compositional and Configurational Heterogeneity of Matrix Habitats Shape Woodland Carabid Communities in Wooded-agricultural Landscapes[J].Landscape Ecology,2016,31(2):301-315.
[10] SCHMIDT J M,WHITEHOUSE T S,GREEN K,et al.Local and Landscape-scale Heterogeneity Shape Spotted Wing Drosophila(Drosophila Suzukii)Acti-vity and Natural Enemy Abundance:Implications for Trophic Interactions[J].Agriculture,Ecosystems and Environment,2019,272:86-94.
[11] ZHANG X Z,AXMACHER J C,WU P L,et al.The Taxon- and Functional Trait-dependent Effects of Field Margin and Landscape Composition on Predatory Arthropods in Wheat Fields of the North China Plain[J].Insect Conservation and Diversity,2020,13(4):328-339.
[12] HIJMANS R J,ELITH J.Species Distribution Mo-deling with R[EB/OL].(2017-01-08)[2020-08-31].https:∥cran.r-project.org/web/packages/dimo/vig-nettes/sdm.pdf.
[13] 杨建波.3S技术在生态环境监测中的应用分析[J].中国资源综合利用,2019,37(5):188-190.
YANG Jian-bo.Application Analysis of 3S Technology in Ecological Environment Monitoring[J].China Resources Comprehensive Utilization,2019,37(5):188-190.
[14] 许仲林,彭焕华,彭守璋.物种分布模型的发展及评价方法[J].生态学报,2015,35(2):557-567.
XU Zhong-lin,PENG Huan-hua,PENG Shou-zhang.The Development and Evaluation of Species Distribution Models[J].Acta Ecologica Sinica,2015,35(2):557-567.
[15] MCCUNE B.Non-parametric Habitat Models with Automatic Interactions[J].Journal of Vegetation Science,2006,17(6):819-830.
[16] LOVEI G L,SUNDERLAND K D.Ecology and Behavior of Ground Beetles(Coleoptera:Carabidae)[J].Annual Review of Entomology,1996,41:231-256.
[17] RAINIO J,NIEMELA J.Ground Beetles(Coleoptera:Carabidae)as Bioindicators[J].Biodiversity and Conservation,2003,12(3):487-506.
[18] 高光彩,付必谦.步甲作为指示生物的研究进展[J].昆虫知识,2009,46(2):216-222.
GAO Guang-cai,FU Bi-qian.Advances of Researches on Carabid Beetles as Bioindicators[J].Chinese Bulletin of Entomology,2009,46(2):216-222.
[19] KROMP B.Carabid Beetles in Sustainable Agriculture:A Review on Pest Control Efficacy,Cultivation Impacts and Enhancement[J].Agricultural and Forest Entomology,1999,74(1/2/3):187-228.
[20] 梁宏斌,虞佩玉.中国捕食粘虫的步甲种类检索[J].昆虫天敌,2000,22(4):160-167.
LIANG Hong-bin,YU Pei-yu.Species of Ground Beetles(Coleopteran:Carabidae)Predating Oriental Armyworm(Lepidopteta:Notuidae)in China[J].Natural Enemies of Insects,2000,22(4):160-167.
[21] 张旭珠,常 虹,张 鑫,等.农业景观步甲多样性时间格局及其与景观结构的关系[J].生态学杂志,2012,31(12):3127-3132.
ZHANG Xu-zhu,CHANG Hong,ZHANG Xin,et al.Temporal Patterns of Carabid Beetle Diversity in Agro-landscape in Relation to Landscape Structure[J].Chinese Journal of Ecology,2012,31(12):3127-3132.
[22] WALZ U.Landscape Structure,Landscape Metrics and Biodiversity[J].Living Reviews in Landscape Research,2011,5(5):1-35.
[23] BUNCE R G H,HOWARD D C.Species Dispersal in Agricultural Habitats[M].London:Belhaven Press,1990.
[24] MCGARIGAL K,CUSHMAN S,NEEL M,et al.FRAGSTATS:Spatial Pattern Analysis Program for Categorical Maps[EB/OL].(2015-05-07)[2020-08-31].http:∥www.umass.edu/landeco/research/fragstats/fragstats.html.
[25] NELSON P R,MCCUNE B,ROLAND C,et al.Non-parametric Methods Reveal Non-linear Functional Trait Variation of Lichens Along Environmental and Fire Age Gradients[J].Journal of Vegetation Science,2015,26(5):848-865.
[26] YOST A C.Probabilistic Modeling and Mapping of Plant Indicator Species in a Northeast Oregon Industrial Forest,USA[J].Ecological Indicators,2008,8(1):46-56.
[27] SAFAEI M,TARKESH M,BASHARI H,et al.Mo-deling Potential Habitat of Astragalus Verus Olivier for Conservation Decisions:A Comparison of Three Correlative Models[J].Flora,2018,242:61-69.
[28] LINTZ H E,MCCUNE B,GRAY A N,et al.Quantifying Ecological Thresholds from Response Surfaces[J].Ecological Modelling,2011,222(3):427-436.
[29] BATÁRY P,BÁLDI A,SZÉL G,et al.Responses of Grassland Specialist and Generalist Beetles to Ma-nagement and Landscape Complexity[J].Diversity and Distributions,2007,13(2):196-202.
[30] ZHANG X Z,AXMACHER J C,WU P L,et al.Productive Oilseed Rape Strips Supplement Seminatural Field-margins in Promoting Ground-dwelling Predatory Invertebrates in Agricultural Landscapes[J].Journal of Insect Science,2019,19(3):iez055.
[31] PURTAUF T,DAUBER J,WOLTERS V.The Response of Carabids to Landscape Simplification Differs Between Trophic Groups[J].Oecologia,2005,142(3):458-464.
[32] YAACOBI G,ZIV Y,ROSENZWEIG M L.Effects of Interactive Scale-dependent Variables on Beetle Diversity Patterns in a Semi-arid Agricultural Landscape[J].Landscape Ecology,2006,22(5):687-703.
[33] DUFLOT R,AVIRON S,ERNOULT A,et al.Reconsidering the Role of ‘Semi-natural Habitat' in Agricultural Landscape Biodiversity:A Case Study[J].Ecological Research,2015,30(1):75-83.
[34] DUFLOT R,DANIEL H,AVIRON S,et al.Adjacent Woodlands Rather than Habitat Connectivity Influence Grassland Plant,Carabid and Bird Assemblages in Farmland Landscapes[J].Biodiversity and Conservation,2018,27(8):1925-1942.
[35] ROTCHES-RIBALTA R,RUAS S,AHMED K D,et al.Assessment of Semi-natural Habitats and Landscape Features on Irish Farmland:New Insights to Inform EU Common Agricultural Policy Implementation[J].AMBIO,2021,50(2):346-359.
[36] MARSHALL E J R,MOONEN A C.Field Margins in Northern Europe:Their Functions and Interactions with Agriculture[J].Agriculture,Ecosystems and Environment,2002,89(1/2):5-21.
[37] 刘云慧,张 鑫,张旭珠,等.生态农业景观与生物多样性保护及生态服务维持[J].中国生态农业学报,2012,20(7):819-824.
LIU Yun-hui,ZHANG Xin,ZHANG Xu-zhu,et al.Ecoagricultural Landscape for Biodiversity Conservation and Ecological Service Maintenance[J].Chinese Journal of Eco-agriculture,2012,20(7):819-824.
[38] COLE L J,BROCKLEHURST S,ROBERTSON D,et al.Exploring the Interactions Between Resource Availability and the Utilisation of Semi-natural Habitats by Insect Pollinators in an Intensive Agricultural Landscape[J].Agriculture,Ecosystems and Environment,2017,246:157-167.
[39] HOFFMANN H,PETER F,HERRMANN J D,et al.Benefits of Wildflower Areas as Overwintering Habitats for Ground-dwelling Arthropods Depend on Landscape Structural Complexity[J].Agriculture,Ecosystems and Environment,2021,314:107421.
[40] RUSCH A,CHAPLIN-KRAMER R,GARDINER M M,et al.Agricultural Landscape Simplification Reduces Natural Pest Control:A Quantitative Synthesis[J].Agriculture,Ecosystems and Environment,2016,221:198-204.
[41] WANG M N,AXMACHER J C,YU Z R,et al.Perennial Crops Can Complement Semi-natural Habitats in Enhancing Ground Beetle(Coleoptera:Carabidae)Diversity in Agricultural Landscapes[J].Ecological Indicators,2021,126:107701.
[42] BIANCHI F J J A,BOOIJ C J,TSCHARNTKE T.Sustainable Pest Regulation in Agricultural Landscapes:A Review on Landscape Composition,Biodiversity and Natural Pest Control[J].Proceedings of the Royal Society B:Biological Sciences,2006,273:1715-1727.
[43] LANDIS D A,WRATTEN S D,GURR G M.Habitat Manipulation to Conserve Natural Enemies of Arthropod Pests in Agriculture[J].Annual Review of Entomology,2000,45(1):175-201.
[44] MESTRE L,SCHIRMEL J,HETZ J,et al.Both Woody and Herbaceous Semi-natural Habitats Are Essential for Spider Overwintering in European Farmland[J].Agriculture,Ecosystems and Environment,2018,267:141-146.
[45] TSCHARNTKE T,RAND T A,BIANCHI F J J A.The Landscape Context of Trophic Interactions:Insect Spillover Across the Crop-noncrop Interface[J].Annales Zoologici Fennici,2005,42(4):421-432.
[46] 张旭珠,韩 印,宇振荣,等.半自然农田边界与相邻农田步甲和蜘蛛的时空分布[J].应用生态学报,2017,28(6):1879-1888.
ZHANG Xu-zhu,HAN Yin,YU Zhen-rong,et al.Spatio-temporal Distribution of Carabids and Spiders Between Semi-natural Field Margin and the Adjacent Crop Fields in Agricultural Landscape[J].Chinese Journal of Applied Ecology,2017,28(6):1879-1888.

Memo

Memo:
-
Last Update: 2021-09-30