Spelling suggestions: "subject:"canonical correspondence analysis (CCA)"" "subject:"anonical correspondence analysis (CCA)""
1 |
Role Of Hydrology, Nutrients And Fish Predation In Determining The Ecology Of A System Of Shallow LakesOzen, Arda 01 September 2006 (has links) (PDF)
In this study, the hydrology and physical, chemical and biological variables of a shallow lake system including the Lakes Mogan and Eymir between 1997-2005 were evaluated.
In Lake Eymir, a biomanipulation study was conducted between August, 1998 &ndash / December, 1999. Upon biomanipulation, Lake Eymir shifted to clearwater state with submerged vegetation domination during 2000-2003. However, in 2004, the lake shifted back to algae-dominated turbid state since the buffer mechanisms provided by submerged plants were absent. In the summer of 2005, fish kills were observed due to algal bloom. However, due to increasing hydraulic residence time in the lake, internal processes became more important for nutrients.
Lake Mogan faces seasonal and interannual water level fluctuations. During the low water levels experienced in 2001 and 2005, which coincided with the high hydraulic residence times, the in-lake phosphorus amount was controlled by internal
processes rather than external loading. Moreover, results revealed that hydrology and submerged plants were important in the ecology of Lake Mogan.
Furthermore, the relationship between the phytoplankton, zooplankton and the environment in Lakes Eymir and Mogan, which was predicted via Canonical Corresponding Analysis, revealed that nutrients and water transparency were both important for plankton communities. Both the top-down and bottom up effects were valid in Lake Eymir, while only the bottom-up effect and submerged plants were important for Lake Mogan.
Finally, the present study provided a good example for the submerged plant dominated clearwater state triggered by biomanipulation, and the impact of hydrology on the ecology of shallow lakes.
|
2 |
Skogsväxters utbredning i relation till pH, latitud och trädsammansättning : Exkursion för ekologiundervisningCarlsson, Rebecka January 2016 (has links)
This study investigated the impact of three edaphic factors on the distribution of forest plants in Sweden. Based on 2657 plots with 22 common species, Canonical Correspondence Analysis (CCA) and Generalized-linear-model (GLM) were performed with pH measurements in the top layer of the soil, latitude and deciduous tree proportion as explanatory variables. Variation of the species occurrence could to a substantial degree be explained by pH, latitude and proportion of timber volume of deciduous tree species. Furthermore, the majority of species were affected by the studied environmental variables. Therefore, these factors have an important role in the ecological interactions in the forest. All species also showed broad pH-niches with many occurrences spread out within the species entire pH-range. Finally, the study relates to educational science through designing a meaningful excursion for secondary school when teaching ecology.
|
3 |
Diversity, use and resiliance of woody species in a multiple land use equatorial African savanna, central UgandaKalema, Vettes Neckemiah 17 March 2011 (has links)
Savanna woodlands are vitally important in providing ecological services (e.g. erosion protection,
micro-climate) and economic services (e.g. timber, food, fodder non-wood products, and wild-life
habitats) that sustain local livelihoods and national economies. Increasing demands and the need for
sustainable savanna woodland resource management requires that the ecological, economic, social
and cultural values of these resources be explored and brought to the attention of decision makers and
the general public. The identification and better understanding of the structure and dynamics of
woodland community types, patterns of species distribution and quantitative properties of their
diversity is important to the conservation and sustainable management of these woodlands. This study
seeks to contribute to a better understanding of Nakasongola woodland community types, species
diversity patterns and environment correlates, natural regeneration processes (i.e. sprouting and
seedling establishment) and identifying livelihood strategies adopted by households, woody species
utilised, and the contribution of charcoal production to household livelihoods. Data on vegetation and
environmental variables were collected using 75 rectangular 20 x 50 m (0.1 ha) plots. Data on land
use and land cover changes, and relevant associated socio-economic parameters were collected
through the analysis of multi-temporal satellite imagery and field observations, as well as interviews
of local households and key informants. The basic major livelihood activities for the rural households
in this savanna dryland are charcoal production, subsistence crop cultivation and livestock grazing.
However, it, sometimes, includes various combinations of activities, i.e. charcoal production and
subsistence crop cultivation for both food and cash, and livestock keeping for income generation
through selling the livestock products such as milk and, sometimes, the whole animal. At least 24
woody species, including fruit trees (Mangifera indica and Artocarpus heterophyllus), are frequently
harvested, including 16 species that are considered the most utilized for charcoal production. Charcoal
production, being the major source of income to the rural households, contributes on average US$ 259
± 46 (S.E.) per household annually. There were significant differences in charcoal production
(Kruskal-Wallis; H = 31.42, p < 0.0001), producer sale prices per bag of charcoal (H = 35.62, p <
0.0001), and annual incomes from charcoal production (H = 32.44, p < 0.0001) per households across
the 8 sub-counties. Most of the youth (≤ 20 years old) derive their livelihoods from charcoal
production, a small amount of trade, offering labour services, livestock keeping, fishing, bee keeping
and earth brick making. Charcoal production, livestock keeping and hunting are carried out
particularly by men, whereas, crop cultivation, and collection of fire wood, medicinal plants and fruits
are carried out, mainly, by women. However, men are also engaged in cultivation only during the
rainy seasons. There have been significant land cover changes in the area during the period 1984 to
2001, resulting in a 64% decrease in dense woodland cover, and an 80% increase in areas under
cultivation/settlements. These changes are attributed to significant spatial expansion in agriculture increased commercialisation of charcoal production, grazing and human population growth. A total of 44,195 (5,893 plants/ha) woody plants representing 99 species in 67 genera and 31 families
were recorded. The most species rich families were Mimosaceae (13), Rubiaceae (9), Moraceae (7),
Euphorbiaceae (7), Anacardiaceae (6), Combretaceae (5) and Verbenaceae (5). Density of woody
species differed significantly (F2, 72 = 6.3, P < 0.003) among land uses, being higher under charcoal
production (7,131 ± 755 plants/ha) and cultivation (6,612 ± 665) areas and significantly lower under
grazing lands (4,152 ± 525). Community species composition differed significantly (Global RANOSIM =
0.14, p = 0.001) among land use types. All measures of beta-diversity (spatial “turnover” in species
composition) showed consistently higher beta-diversity in the grazing land use (βW = 3.1; βT = 3.1),
followed by cultivation (βW = 2.8; βT = 3.0) and charcoal production (βW = 2.7; βT = 2.8), suggesting a
more heterogeneous spatial distribution of species in the grazing lands. This suggests that variations in
the composition and diversity of woody species are to a great extent influenced by land use type and
anthropogenic disturbances in this region. Basal area of woody species differed significantly (F2, 72 =
12.0, P < 0.0001) among land uses, being highest under cultivation and charcoal production and
significantly lower under grazing. Woody plant density differed (F2,72 = 6.3, P = 0.003) across landuses,
being highest under charcoal production and cultivation and significantly lower under grazing.
The species that contributed most to both basal area and density across all the land uses were
Combretum collinum and Combretum molle. However, different species contributed the next most i.e.
Piliostigma thonningii for grazing; Albizia zygia and Harrisonia abyssinica for cultivation and Vepris
nobilis for charcoal production areas. For both basal area and abundance of all woody species, the
total variance in species-environmental factor relations (for the combined first four canonical axes)
was higher than 50%, suggesting a relatively strong influence of the measured environment variables
on species composition and distributions. The CCA points to a significant influence of soil Ca2+ and
Mg2+ in association with grazing on gradients in the composition and structure of woody species in the
savanna woodland of Nakasongola.
Resprouting was generally common among the woody species. A total of 2,595 stumps, representing
74 species in 31 families were recorded from all plots. Of these, 98.3% resprouted and were identified
to species level. Density of both stumps and total resprout differed significantly (p < 0.05) among the
land uses, being higher in charcoal production areas than in grazing and cultivation land uses. For the
overall pooled data, resprouts per stump differed significantly among land uses (F2, 456 = 7.75, p =
0.0005), being highest in charcoal production (mean ± S.E.; 14 ± 1) and cultivation (13 ± 1) land uses
and lowest under grazing areas (10 ± 1). Generally, the mean number of resprouts per stump increased
with increasing stump basal diameter (BD), being highest for BD size class > 41 cm. In relation to
stump height, the highest mean resprouts/stump was found on stumps with heights ranging from 0.31-
0.40 m. Based on pooled species data, regression analyses showed weakly significant negative
relationships between BD of leading resprouts and number of resprouts/stump (r2 = 0.123, p < 0.0001)
and between height of leading resprouts and number of resprouts/stump (r2 = 0.068, p < 0.0001).
Density of seedlings of woody species differed significantly among land use types (ANOVA; F2, 72 =5.9, p = 0.004), being highest for cultivation (3,162 ± 440 individuals ha-1), followed by charcoal
production (2,416 ± 295 ha-1) and lowest for grazing (1,629 ± 205 ha-1). Composition of seedlings
differed significantly among land use types (Global RANOSIM = 0.119, p = 0.001). The distributions and
densities of some seedlings were explained by gradients in environmental variables, with edaphic
factors (i.e. Ca2+, Mg2+, K+ and organic matter) and charcoal production being the most important.
The first two axes of the Canonical Correspondence Analysis (CCA) explained 41.9% of the variance
in species – environmental relations and were a reflection of edaphic and charcoal production land use
gradients. All of the 16 highly utilized species were well represented in both the juvenile and adult
classes, with gradually declining number of individuals with increasing stem size-class. This indicates
that most of these species have high regeneration potential. Juvenile:adult tree ratios >1 and negative
DSCD slopes indicate good recruitment and probably successful regeneration for these species. The
study revealed land cover changes mainly in the dense and medium dense woodlands, reflected by the
increase in open woodland, grasslands and cultivation/settlements. These trends threaten the
livelihoods of local communities who are entirely dependent on these natural resources. Sustainable
management will require the establishment of suitable integrated community-based institutions and
management practices, with support from all key stakeholders (i.e. National Forest Authority (NFA))
and local communities. Maintenance of savanna woodland resources and other ecosystem services
essential for human well-being will require an effective legal framework to prevent over-exploitation
and give incentives for the protection of the fragile savanna woodland vegetation. An appropriate
savanna woodland management policy will be required to guide changes in land use that
accommodate the requirements of land users, aided by targeted conservation efforts to all woody
plants and particularly for the highly utilized species for charcoal production as well as the
multipurpose species. In addition, there is urgent need to build local capacity for improved harvesting
and utilization of these tree species. This can be achieved through equipping local users with up to date information as well as observing the existing skills.
|
4 |
Spatiotemporal Variation of Karst Ecosystem Service Values and Its Correlation With Environmental Factors in Northwest Guangxi, ChinaZhang, Mingyang, Zhang, Chunhua, Wang, Kelin, Yue, Yuemin, Qi, Xiangkun, Fan, Feide 01 November 2011 (has links)
In this investigation we analyzed the spatiotemporal variation of ecosystem service values (ESVs) and its correlation with numerous environmental factors (EFs) for the karst region of Northwest Guangxi, China, from 1985 to 2005 using remote sensing, geographic information systems (GIS) and statistical techniques. The results indicate that historically ESVs for this karst region decreased from 1985 (109.652 billion Yuan) to 1990 (88.789 billion Yuan) and then increased at the turn of the twenty-first century. However, the ESVs in both 2000 (103.384 billion Yuan) and 2005 (106.257 billion Yuan) never achieved the level recorded in 1985. The total of nutrient cycling, organic production and gas regulation combined were 72.69, 64.57, 70.18 and 72.10% of ESVs in 1985, 1990, 2000 and 2005, respectively. In contrast, the ESVs of water conservation, soil reservation, recreation and culture were determined to be relatively low contributing only 17.44, 23.82, 19.26 and 24.76% of total ESVs, respectively, during these four years. With regards to the spatial distribution of ESVs, larger values were recorded in the west and smaller ones recorded in the east. The most significant factors that were deemed to influence ESVs are annual rainfall, per capita cropland, slope and vegetation coverage. Annual rainfall and slope exert a negative force, whereas per capita cropland and vegetation coverage exert a positive force on ESVs. The results of the study would suggest that ecosystem conditions of this important karst region have been improved as the result of the implementation of rocky desertification control policies.
|
5 |
FITOSSOCIOLOGIA DE COMUNIDADES ARBÓREAS EM SAVANAS DO BRASIL CENTRAL / PHYTOSOCIOLOGY OF THE ARBOREAL COMMUNITIES IN SAVANNAS FROM CENTRAL BRAZILFinger, Zenesio 11 February 2008 (has links)
These studies were undertaken in the state of Mato Grosso, Brazil, in the area of Chapada dos Guimarães and Baixada Cuiabana, which are constituted of a high plateau and a big low plain, respectively, being limited to two areas covered by vegetation with a savannic physiognomy, type Cerrado stricto sensu. Considering the hypothesis that the knowledge both of the biotic and abiotic components of the scenery and their interrelations allows a better understanding of the environmental dynamic, this dissertation had as objectives to characterize the savanna communities' arboreal stratum floristically and phytosociologically, concerning their richness, phytosociological structures and diversity; to identify floristic groupings through varied statistical techniques, representing them by dendrograms; to select species which are really able to make discrimination among the groups; to obtain some discriminant functions to allow classification and reclassification of specimen units, in the groups, to which they have more probability of belonging; to analyze and to characterize the obtained groups; to determine the patterns of distribution of the species of trees by the analysis of correlations of environmental variables with the distribution of the species and plots in the communities being studied; to determine the similarity indexes among the floristic groups and to compare themselves and, finally, to test methods of assorted statistical analysis for application in studies of vegetable communities. Data of vegetation were obtained by the method of multiple plots, with size of 20 X 20 m (400 m2), randomly disposed in each one of the areas being studied. 82 plots were randomly installed. In each one of the 82 patternless units, the circumferences of all the arboreal plants with perimeter to 0,30 m from the level of the soil (PAB) larger or equal to 15,7 cm (DAB 5,0 cm) and the total height of the plants were obtained. In the core of each plot, for determination of the chemical and textural variables of the soil, simple samples of superficial soil were collected (0-30 cm depth). Species were organized according to the families recognized by Angiosperm Phylogeny Group II. The sampling sufficiency was obtained based on the analysis of the curve of the collector. Phytosociological parameters were calculated for each formed group, with the purpose of characterizing them phytosociologically. Having as variables the Index of Covering Value (IVC) of the species, the classification was accomplished by the TWINSPAN (Two-Way Indicator Species Analysis) method, regarding the plots, with the objective of classifying them in floristic groups. The diversity was determined by the Shannon-Wienner and the Simpson Index. The discriminant analysis was undertaken through the STEPWISE method. Considering the matrix of presence and absence of the species in the groups, the floristic similarity was calculated among the groups by the Sorensen Index. To evaluate the hypothesis of the correlation existence between the distribution of the species and environmental variables, the canonical correspondence analysis was accomplished (CCA). The test of permutation of Monte Carlo was applied to verify the importance of the correlations between the emerging distribution patterns of the species and the environmental variables in final CCA. To determine the responsible environmental factors for the distribution of the species, the analysis of regression logistics was used. The Forward Stepwise (Wald) method was used for the sequential selection of the variables. By the species-area curve, it could be observed that, from the plot 75 (30.000 m2 out of the area used as sample), the curve is stabilized with the occurrence of 114 species in the 82 studied plots, distributed between 81 genera and 36 botanical families. The families better represented were Fabaceae, Myrtaceae and Vochysiaceae. The alpha diversity from the arboreal vegetation found in the area being studied was of 4,033 considering the Shannon-Wiener Index and of 0,975 considering the Simpson Index, representing a great floristic diversity. The divisions generated
by the classification through the TWINSPAN method separated the plots into four groups: Group 1 Myrcia albo-tomentosa Camb. Association; Group 2 Pterodon emarginatus Vog. Association ; Group 3 Curatella americana L. Association; and Group 4 Qualea multiflora Mart. Association. In the discriminant analysis, 100% of the plots were classified correctly in the Groups 1, 2, 3 and 4, indicating precision of the grouping technique used. The largest similarity could be observed in the Groups 2 and 3, whose Sorensen Index was close to 1 (0,7310). In the four floristic groups, Fabaceae, Myrtaceae, Vochysiaceae, Annonaceae and Apocynaceae families were the most representative floristically in terms of genera and species. In CCA the correlations of the environmental variables with the first ordination axis were, in decreasing order of absolute values, saturation for aluminum, altitude s.n.m., saturation of bases, saturation for magnesium, relationship magnesium/potassium, saturation for hydrogen, potassium tenor, pH(H2O) and relationship calcium/potassium. The saturation for calcium variable presented very weak correlation with the first axis, however, with the second ordination axis, it was very strong. In the diagram of ordination of the plots, the four floristic groups were discriminated in sections different from the diagram, reinforcing their visualization as much defined habitats and with composition of particular species, resulting in clear separation of the four soil classes previously identified. The logistic regression analysis was useful to prove the results obtained from CCA, concerning the environmental variables which determined the distribution of the indicative species of the floristic groups in the studied communities. / Estes estudos foram desenvolvidos no estado de Mato Grosso, Brasil, na região de Chapada dos Guimarães e Baixada Cuiabana, que compreendem, respectivamente, um alto platô e uma grande planície baixa, restringindo-se a duas áreas cobertas por vegetação com fisionomia savânica do tipo Cerrado stricto sensu. Partindo-se da hipótese de que o conhecimento tanto dos componentes bióticos e abióticos da paisagem como de suas inter-relações permite um melhor entendimento da dinâmica ambiental, o presente estudo teve como objetivos caracterizar o estrato arbóreo das comunidades de savana estudadas, florística e fitossociologicamente, quanto a riqueza, estrutura fitossociológica e diversidade; identificar agrupamentos florísticos, por meio de técnicas estatísticas multivariadas, representando-os por meio de dendrograma; selecionar espécies com poder real de discriminação entre os grupos; obter funções discriminantes que permitam classificar e reclassificar unidades amostrais, nos grupos, para os quais têm maior probabilidade de pertencerem; analisar e caracterizar os grupos obtidos; determinar os padrões de distribuição das espécies de árvores, por meio da análise de correlações de variáveis ambientais com a distribuição das espécies e parcelas nas comunidades estudadas; determinar os índices de similaridade entre os grupos florísticos obtidos e compará-los; e testar métodos de análise estatística multivariada para aplicação em estudos de comunidades vegetais. Os dados da vegetação foram obtidos empregando-se o método de parcelas múltiplas, com tamanho de 20 X 20 m (400 m2), dispostas aleatoriamente em cada uma das áreas de estudos. Foram instaladas aleatoriamente 82 parcelas. Em cada uma das 82 unidades amostrais, foram obtidas as circunferências de todos as plantas arbóreas com perímetro a 0,30 m do nível do solo (PAB) maior ou igual a 15,7 cm (DAB 5,0 cm), e a altura total das plantas. No centro de cada parcela, para determinação das variáveis químicas e texturais do solo, coletaram-se amostras simples de solo superficial (0-30 cm de profundidade). As espécies foram organizadas de acordo com as famílias reconhecidas pelo Angiosperm Phylogeny Group II. A suficiência de amostragem foi obtida com base na análise da curva do coletor. Os parâmetros fitossociológicos foram calculados para cada grupo formado, com a finalidade de caracterizá-los fitossociológicamente. Tendo como variáveis o Índice de Valor de Cobertura (IVC) das espécies, foi realizada a classificação, por meio do método TWINSPAN (Two-Way Indicator Species Analisys), com relação às parcelas, com o objetivo de classificá-las em grupos florísticos. A diversidade foi determinada por meio do Índice de Shannon-Wienner e de Simpson. Realizou-se a análise discriminante por meio do método STEPWISE. A partir da matriz de presença e ausência das espécies nos grupos, foi calculada a similaridade florística entre os grupos, por meio do Índice de Sorensen. Para avaliar a hipótese da existência de correlação entre a distribuição das espécies e variáveis ambientais, foi realizada a análise de correspondência canônica (CCA). Foi aplicado o teste de permutação de Monte Carlo para verificar a significância das correlações entre os padrões de distribuição emergentes das espécies e as variáveis ambientais na CCA final. Para determinar os fatores ambientais responsáveis pela distribuição das espécies, foi utilizada a análise de regressão logística. À seleção seqüencial das variáveis foi utilizado o método Forward Stepwise (Wald). Pela curva espécie-área, pode-se observar que, a partir da parcela 75 (30.000 m2 da área amostrada), a curva estabiliza-se com a ocorrência de 114 espécies nas 82 parcelas estudadas, distribuídas entre 81 gêneros e 36 famílias botânicas. As famílias mais bem representadas foram Fabaceae, Myrtaceae e Vochysiaceae. A diversidade alfa da vegetação arbórea encontrada na área estudada foi de 4,033 pelo índice de Shannon-Wiener e de 0,975 pelo de Simpson, indicando alta diversidade florística. As divisões geradas pela classificação por meio do método TWINSPAN separaram as parcelas em quatro grupos. Grupo 1 - Associação Myrcia albo-tomentosa Camb.; Grupo 2 - Associação Pterodon emarginatus Vog.; Grupo 3 - Associação Curatella americana L.; e Grupo 4 - Associação Qualea multiflora Mart.. Na análise discriminante, observou-se que 100% das parcelas foram classificadas corretamente nos grupos 1, 2, 3 e 4, indicando precisão da técnica de agrupamento utilizada. A maior similaridade se deu entre os grupos 2 e 3, cujo índice de Sorensen foi próximo de 1 (0,7310). Nos quatro grupos florísticos obtidos, as famílias Fabaceae, Myrtaceae, Vochysiaceae, Annonaceae e Apocynaceae foram as mais representativas florísticamente em número de gêneros e espécies. Na CCA, as correlações das variáveis ambientais com o primeiro eixo de ordenação foram, em ordem decrescente de valores absolutos, saturação por alumínio, altitude s.n.m., saturação de bases, saturação por magnésio, relação magnésio/potássio, saturação por hidrogênio, teor de potássio, pH(H2O) e relação cálcio/potássio. A variável saturação por cálcio apresentou correlação muito fraca com o primeiro eixo, entretanto, com o segundo eixo de ordenação, foi muito forte. No diagrama de ordenação das parcelas, os quatro grupos florísticos foram discriminados em setores diferentes do diagrama, reforçando a visualização dos mesmos como hábitats bem definidos e com composição de espécies particular, resultando em clara separação das quatro classes de solo identificadas previamente. A análise de regressão logística comprovou os resultados obtidos da CCA, em relação às variáveis ambientais que determinaram a distribuição das espécies indicadoras dos grupos florísticos nas comunidades estudadas.
|
Page generated in 0.0908 seconds