14 pages, 3459 KiB  
Article
The Potential of Widespread UAV Cameras in the Identification of Conifers and the Delineation of Their Crowns
by Jan Komárek, Petr Klápště, Karel Hrach and Tomáš Klouček
Forests 2022, 13(5), 710; https://doi.org/10.3390/f13050710 - 30 Apr 2022
Cited by 13 | Viewed by 3717
Abstract
With the ever-improving advances in computer vision and Earth observation capabilities, Unmanned Aerial Vehicles (UAVs) allow extensive forest inventory and the description of stand structure indirectly. We performed several flights with different UAVs and popular sensors over two sites with coniferous forests of [...] Read more.
With the ever-improving advances in computer vision and Earth observation capabilities, Unmanned Aerial Vehicles (UAVs) allow extensive forest inventory and the description of stand structure indirectly. We performed several flights with different UAVs and popular sensors over two sites with coniferous forests of various ages and flight levels using the custom settings preset by solution suppliers. The data were processed using image-matching techniques, yielding digital surface models, which were further analyzed using the lidR package in R. Consumer-grade RGB cameras were consistently more successful in the identification of individual trees at all of the flight levels (84–77% for Phantom 4), compared to the success of multispectral cameras, which decreased with higher flight levels and smaller crowns (77–54% for RedEdge-M). Regarding the accuracy of the measured crown diameters, RGB cameras yielded satisfactory results (Mean Absolute Error—MAE of 0.79–0.99 m and 0.88–1.16 m for Phantom 4 and Zenmuse X5S, respectively); multispectral cameras overestimated the height, especially in the full-grown forests (MAE = 1.26–1.77 m). We conclude that widely used low-cost RGB cameras yield very satisfactory results for the description of the structural forest information at a 150 m flight altitude. When (multi)spectral information is needed, we recommend reducing the flight level to 100 m in order to acquire sufficient structural forest information. The study contributes to the current knowledge by directly comparing widely used consumer-grade UAV cameras and providing a clear elementary workflow for inexperienced users, thus helping entry-level users with the initial steps and supporting the usability of such data in practice. Full article
(This article belongs to the Special Issue Advanced Applications of UAV Remote Sensing in Forest Structure)
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11 pages, 1370 KiB  
Article
Taiwan’s Forest from Environmental Protection to Well-Being: The Relationship between Ecosystem Services and Health Promotion
by Su-Hsin Lee, Yi-Chien Chu and Pei-Chen Kung
Forests 2022, 13(5), 709; https://doi.org/10.3390/f13050709 - 30 Apr 2022
Cited by 7 | Viewed by 2538
Abstract
In Taiwan’s forest environment, the type closest to people’s living area is the protection forest, which mainly has the aims of regulating, supplying, and supporting, in those of the ecosystem services (ES). In recent years, due to the people’s demand for being close [...] Read more.
In Taiwan’s forest environment, the type closest to people’s living area is the protection forest, which mainly has the aims of regulating, supplying, and supporting, in those of the ecosystem services (ES). In recent years, due to the people’s demand for being close to nature and relieving stress, protection forests have become venues for people’s sports and leisure activities. The purpose of this study was to investigate the relationship between public perceptions of the value of ES and mental health benefits, so as to adjust the Taiwan’s management policy towards its protection forests. Our research site is the Zhunan Protection Forest on the western coast of Taiwan. In total, 355 questionnaires were issued, and 301 of those were deemed valid. The results showed that (1) people have a high perception of the ES, in which supporting and regulation values were higher than cultural and provisioning values. Education could enhance the perception of ES. (2) For the people who have exercise habits and live near protection forests, their “compatibility” of PRS was higher than for other people. (3) People who live around protection forest areas had a higher positive mood and lower negative mood, which could have healthier mental effects. (4) People’s perceptions of ES were related to PRS dimensions. The higher ES values people were also more likely to participate in exercise in the forest, achieving good mental health. The results are discussed with relevant literature and provide suggestions for follow-up research for revising forest protection management policies. Full article
(This article belongs to the Section Forest Economics, Policy, and Social Science)
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18 pages, 5044 KiB  
Article
Water Uptake Pattern by Coniferous Forests in Two Habitats Linked to Precipitation Changes in Subtropical Monsoon Climate Region, China
by Jianbo Jia, Yu Chen, Jia Lu and Wende Yan
Forests 2022, 13(5), 708; https://doi.org/10.3390/f13050708 - 30 Apr 2022
Cited by 6 | Viewed by 2561
Abstract
Variations in precipitation patterns under climate changes influence water availability, which has important implications for plants’ water use and the sustainability of vegetation. However, the water uptake patterns of the main forest species under different temporal spatial conditions of water availability remain poorly [...] Read more.
Variations in precipitation patterns under climate changes influence water availability, which has important implications for plants’ water use and the sustainability of vegetation. However, the water uptake patterns of the main forest species under different temporal spatial conditions of water availability remain poorly understood, especially in areas of high temporal spatial heterogeneity, such as the subtropical monsoon climate region of China. We investigated the water uptake patterns and physiological factors of the most widespread and coniferous forest species, Cunninghamia lanceolata L. and Pinus massoniana L., in the early wet season with short drought (NP), high antecedent precipitation (HP), and low antecedent precipitation (LP), as well as in the early dry season (DP), in edaphic and rocky habitats. The results showed that the two species mainly absorbed soil water from shallow layers, even in the short drought period in the wet season and switched to deeper layers in the early dry season in both habitats. It was noted that the trees utilized deep layers water in edaphic habitats when the antecedent rainfall was high. The two species showed no significant differences in water uptake depth, but exhibited notably distinct leaf water potential behavior. C. lanceolata maintained less negative predawn and midday water potential, whereas P. massoniana showed higher diurnal water potential ranges. Moreover, the water potential of P. massoniana was negatively associated with the antecedent precipitation amount. These results indicate that for co-existing species in these communities, there is significant eco-physiological niche segregation but no eco-hydrological segregation. For tree species in two habitats, the water uptake depth was influenced by the available soil water but the physiological factors were unchanged, and were determined by the species’ genes. Furthermore, during the long drought in the growing season, we observed probable divergent responses of C. lanceolata and P. massoniana, such as growth restriction for the former and hydraulic failure for the latter. However, when the precipitation was heavy and long, these natural species were able to increase the ecohydrological linkages between the ecosystem and the deep-layer system in this edaphic habitat. Full article
(This article belongs to the Special Issue Forest Ecohydrology: From Theory to Practice)
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16 pages, 2424 KiB  
Article
Incorporating Ecosystem Service Multifunctionality and Its Response to Urbanization to Identify Coordinated Economic, Societal, and Environmental Relationships in China
by Ying Huang, Xiaoyu Gan, Shaofei Niu, Desheng Hao and Bo Zhou
Forests 2022, 13(5), 707; https://doi.org/10.3390/f13050707 - 30 Apr 2022
Cited by 3 | Viewed by 2413
Abstract
Urbanization poses a threat to ecosystems and contributes to the degradation of the environment. It is of great importance to identify coordinated economic, societal, and environmental relationships with key ecological functions and services to achieve regional sustainability. Based on a case study in [...] Read more.
Urbanization poses a threat to ecosystems and contributes to the degradation of the environment. It is of great importance to identify coordinated economic, societal, and environmental relationships with key ecological functions and services to achieve regional sustainability. Based on a case study in China, this study seeks to fill this gap by estimating the spatial distribution of ecosystem service multifunctionality (ESM) and its spatially heterogeneous response to urbanization. First, the biophysical values of five typical ecosystem services (ESs) (carbon storage, habitat quality, net primary production, soil conservation, and water yield) were assessed based on several simulation models. The biophysical values of these ESs were then standardized and summed to obtain the spatial distribution of ESM. Afterward, the urbanization level was evaluated, and finally, the spatial interaction between urbanization and ESM was exhibited based on the bivariate Moran’s I and Getis-Ord Gi* statistic. The results showed that: (1) the ESM showed obvious spatial heterogeneity in southeastern and northwestern China, with a gradual decline from the coast to the interior; (2) ESM and urbanization had different spatial distribution patterns and produced significant local aggregation effects; and (3) harmonious relationships between ESM and urbanization were observed in southeastern coastal China and the surrounding areas of the North China Plain, which were related to the capacity of local coastal ecosystems, mangrove forests, and aquatic ecosystems to provide multiple services and goods simultaneously. Our results suggest that multifunctional ecosystems can realize a ‘win–win’ situation for ecological conservation and socioeconomic development. The results of this study can advance our understanding of the ecological effects of urbanization on ecosystems and provide valuable implications for the coordinated development of humans and nature in the rapid urbanization process. Full article
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23 pages, 3953 KiB  
Article
Comparing Local Residents’ Willingness to Pay (WTP) and Willingness to Volunteer (WTV) for Water Onion (Crinum thaianum) Habitat Conservation
by Areeyapat Petcharat, Jang-Hwan Jo and Yohan Lee
Forests 2022, 13(5), 706; https://doi.org/10.3390/f13050706 - 30 Apr 2022
Cited by 2 | Viewed by 2431
Abstract
In subsistence economies where cash is scarce, non-monetary numeraires can be used instead of cash as utility measures. In this study, we investigate the values of the Thai water onion (Crinum thaianum) (WO), an endangered native wetland plant, for each service [...] Read more.
In subsistence economies where cash is scarce, non-monetary numeraires can be used instead of cash as utility measures. In this study, we investigate the values of the Thai water onion (Crinum thaianum) (WO), an endangered native wetland plant, for each service enhancement in Thailand, by using willingness to pay (WTP) money and willingness to volunteer (WTV) to measure the value of WO habitat conservation outcomes, including biodiversity, water quality, upstream conditions, and recreational opportunities. This study employs choice experiment (CE) surveys and face-to-face interviews with villagers in the WO areas of Phangnga and Ranong provinces in southern Thailand. The results show that improved upstream conditions are the most important benefit for residents, followed by biodiversity and water quality. Improving upstream conditions, biodiversity, and water quality from low to high would increase estimated annual welfare by USD 89 per person, while local residents would also provide an annual WTV of 80.2 days per person in exchange for considerable improvements in upstream conditions, biodiversity, and water quality. We found that low-income people are more likely to provide labor to improve ecosystem services. Overall, the findings suggest that the labor value, just as the monetary value, can also be used to evaluate the preferences for increased ecosystem services. This study implies that employing volunteer labor as a means of payment for accurate welfare estimations might be a practical alternative, and also allowing respondents to indicate their WTV may lead to an increase in the estimated value of ecosystem services. Full article
(This article belongs to the Section Forest Economics, Policy, and Social Science)
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3 pages, 642 KiB  
Editorial
Simulation Models of the Dynamics of Forest Ecosystems
by Guy R. Larocque
Forests 2022, 13(5), 705; https://doi.org/10.3390/f13050705 - 30 Apr 2022
Cited by 3 | Viewed by 2934
Abstract
The development of simulation models of the dynamics of forest ecosystems has been an active area of research [...] Full article
(This article belongs to the Special Issue Simulation Models of the Dynamics of Forest Ecosystems)
21 pages, 1773 KiB  
Article
Subfossil Scots Pine (Pinus sylvestris L.) Wood from Northern Finland—Physical, Mechanical, and Chemical Properties and Suitability for Specialty Products
by Veikko Möttönen, Samuli Helama, Andrey Pranovich, Ekaterina Korotkova, Chunlin Xu, Hannu Herva, Henrik Heräjärvi, Harri Mäkinen, Pekka Nöjd and Tuula Jyske
Forests 2022, 13(5), 704; https://doi.org/10.3390/f13050704 - 30 Apr 2022
Cited by 2 | Viewed by 2889
Abstract
The physical, mechanical, and chemical properties of both stem wood and knot wood were investigated from two subfossil Scots pine (Pinus sylvestris L.) trunks retrieved from a lake in Finnish Lapland, dated to 404–486 CE and to 1318–1444 CE. Both the stem [...] Read more.
The physical, mechanical, and chemical properties of both stem wood and knot wood were investigated from two subfossil Scots pine (Pinus sylvestris L.) trunks retrieved from a lake in Finnish Lapland, dated to 404–486 CE and to 1318–1444 CE. Both the stem wood and the knot wood of the younger trunk had higher moisture content, lower density, and lower strength properties in comparison to the older trunk. The ash content of the stem wood of the younger trunk was lower, but the ash content of the knot wood was higher than that of the older trunk. Due to the degradation that occurred over time, all the values of physical and mechanical properties were lower compared to typical values of recently grown Scots pine wood. The chemical composition of both stem wood samples was close to the composition of the recently grown wood, and the only exception was the small decrease of the cellulose and hemicellulose in the subfossil samples. The bulk extractives were well-preserved, but terpenes and fatty acids underwent transformation, resulting in more stable compounds. The SWOT analysis (strengths, weaknesses, opportunities, and threats) showed pros and cons for the productization of subfossil wood, with the branding value of an ancient material being the potential enabler in developing commercial niche uses. Full article
(This article belongs to the Section Wood Science and Forest Products)
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19 pages, 4075 KiB  
Article
Mixed Forest of Larix principis-rupprechtii and Betula platyphylla Modulating Soil Fauna Diversity and Improving Faunal Effect on Litter Decomposition
by Huayong Zhang, Guixuan Han, Tousheng Huang, Yu Feng, Wang Tian and Xiaochang Wu
Forests 2022, 13(5), 703; https://doi.org/10.3390/f13050703 - 30 Apr 2022
Cited by 6 | Viewed by 2454
Abstract
This research performed a comparison study to investigate how mixed forest affects the abundance, groups, and diversity of soil fauna and the effects of soil fauna on litter decomposition. We comparatively studied two forests, Larix principis-rupprechtii forest (LF) and mixed Larix principis-rupprechtii and [...] Read more.
This research performed a comparison study to investigate how mixed forest affects the abundance, groups, and diversity of soil fauna and the effects of soil fauna on litter decomposition. We comparatively studied two forests, Larix principis-rupprechtii forest (LF) and mixed Larix principis-rupprechtii and Betula platyphylla forest (MF), which hold 30 years of stand age and are the representative forests in the mountainous area of northwestern Hebei, China. The field experiments were conducted from May to November 2020, with soil fauna and litter samples taken every one and a half months. A total of 540 soil samples (replicated samples, 3) were collected in each forest and the soil faunas were extracted from the samples by Tullgren methods in laboratory. Litter samples were incubated separately in the sampled forests using litterbags with two mesh sizes (0.01 and 4 mm) to observe the decomposition rate. In total, 2958 (inds.) soil faunas belonging to 4 phyla, 11 classes, and 20 orders, were found, with Acarina (1079/2958; 36.48%) and Collembola (1080/2958; 36.51%) being the dominant groups. The total abundance of soil fauna in the MF (1581 inds.) was higher than that in the LF (1377 inds.), and the significantly more abundant predatory functional group in the MF (p < 0.05) may indicate a more complex soil fauna food web structure. Comparatively, the higher Shannon–Wiener index (1.42–1.74) and Pielou evenness index (0.58–0.71) and the lower Simpson dominance index (0.22–0.32) in the MF suggested that the MF promoted the soil fauna diversity. The cumulative litter decomposition rate of litterbags with 4 mm aperture in the MF (54.52% in 300 days) was higher than that in the LF (32.81% in 300 days). Moreover, the litter decomposition rate was positively correlated with the total abundance and the number of groups, and was negatively with the Simpson dominance index, implying that the soil fauna activity effectively improved litter decomposition in the MF. Via the comparison, we found that the mixture of plant species in the forest can modulate the soil fauna diversity and accelerate the litter decomposition. The results in this study may provide an interesting reference for forest restoration and sustainable management. Full article
(This article belongs to the Section Forest Soil)
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21 pages, 5654 KiB  
Article
Reducing Nutrient Loss Caused by Thinning: Effects of Four Composts of Forest Thinning Shreds on Soil Nutrients and Tree Growth in Semimature Pinus tabuliformis Carr., Beijing, China
by Xuan Li, Huijuan Bo, Jialei Zhu, Jiwei Zhang, Jun Hu, Fuyong Mu and Lishui Nie
Forests 2022, 13(5), 702; https://doi.org/10.3390/f13050702 - 29 Apr 2022
Cited by 1 | Viewed by 1695
Abstract
Traditional methods to deal with thinning shreds (twigs, bark, etc.) include using them as fuelwood (artificially taken out of the forest) and stacking in situ natural decompositions (slow decomposition and nutrient return to the field). These methods will cause the loss of nutrients [...] Read more.
Traditional methods to deal with thinning shreds (twigs, bark, etc.) include using them as fuelwood (artificially taken out of the forest) and stacking in situ natural decompositions (slow decomposition and nutrient return to the field). These methods will cause the loss of nutrients in the forest, and composting with additives can effectively promote nutrient circulation effectively. The purpose of our study was to explore the effects of composts of forest thinning shreds with different additives on soil and tree growth in semimature Pinus tabuliformis Carr. We selected four composts of forest thinning shreds (T1 adjustment of C/N and C/P + 0.2% priming; T2: adjustment of C/N and C/P + 0.2% common compost; T3: adjustment of C/N and C/P only; T4: raw material grinding of thinning shreds) and applied them in the volume of 900 g·m−2, which were made in the early stage. The soil nutrient content, microbial characteristics, and growing volume of Pinus tabuliformis were measured at 0.5, 1, and 1.5 years after fertilization. The soil became acid after one year of fertilization, having a great impact on the 0–20 cm soil layer. At 0.5 years of fertilization, the total nitrogen (TN) content of the soil with priming compost (T1) was 1.5 times higher than that of the control group (T5); the soil organic matter (SOM) was increased by 4.93–6.41 mg·kg−1. After one year of fertilization, the difference in the soil microbial carbon and nitrogen (MBC and MBN) content of each treatment decreased gradually. Soil sucrase activity was the highest after fertilization, and different composts had the greatest impact on urease activity in the 0–20 cm layer; the alkaline phosphatase (AKPase) activity of soil with common compost (T2) changed the most, and after 0.5 years of fertilization, the acid phosphatase (APase) activity of T1 in the two layers increased by 0.31 mg·g−1 and 0.1 mg·g−1, and the increase in of T2 was slightly lower than that of T1. There were significant differences in the number of bacteria, fungi, and actinomycetes compared to T1 and T2 with other treatments. T1 promoted the height growth (H) of trees three times higher than T5 and T2 promoted the growth of diameter at breast height (DBH) by 2.5 cm. The results showed that T1 and T2 had obvious effects on promoting soil nutrient content, microbial biomass accumulation, and forest growth, and the application of compost had no significant effect on promoting understory regeneration. The findings of this study show that using compost with priming can effectively increase the soil nutrient content, microbial activity, and quantity of Pinus tabuliformis effectively in terms of promoting the growth of trees and reducing the nutrient loss caused by thinning. Full article
(This article belongs to the Section Forest Ecology and Management)
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20 pages, 5811 KiB  
Article
An Optimization Approach to Assess the Impact of Drying and Dry Matter Losses of Eucalyptus globulus Roundwood and Biomass on Supply Chains Costs and GHG Emissions
by Mauricio Acuna, Sandra Sánchez-García and Elena Canga
Forests 2022, 13(5), 701; https://doi.org/10.3390/f13050701 - 29 Apr 2022
Cited by 7 | Viewed by 2313
Abstract
In-forest drying of roundwood and biomass (residues) can result in more efficient transport operations from an economical and environmental perspective. On the negative side, in-forest drying may result in dry matter losses (DML), impacting the quantity and quality of residues delivered to energy [...] Read more.
In-forest drying of roundwood and biomass (residues) can result in more efficient transport operations from an economical and environmental perspective. On the negative side, in-forest drying may result in dry matter losses (DML), impacting the quantity and quality of residues delivered to energy plants. This paper investigated the impact of roundwood and residues in-forest drying and DML on supply chain costs and Greenhouse Gas (GHG) emissions. For the assessment, a short-term optimization planning tool was applied to a supply chain located in Asturias, Spain, consisting of fourteen supply points and two demand points: A pulp mill (demanding roundwood) and a power plant (demanding residues). Four scenarios were included in the analysis comprising different combinations of DML for roundwood and residues resulting from in-forest drying. Our results indicate that in scenarios that include in-forest drying and DML, the negative economic effects are offset by the substantial reductions in transport costs and GHG emissions. In-forest drying of roundwood and residues without DML can result in a 6.5% reduction in supply chain costs, 14.9% fewer truckloads to destination points, and 18.1% less fuel consumption and GHG emissions. Full article
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12 pages, 1863 KiB  
Article
The Influence of Age on the Wood Properties of Paulownia tomentosa (Thunb.) Steud.
by Bruno Esteves, Luísa Cruz-Lopes, Hélder Viana, José Ferreira, Idalina Domingos and Leonel J. R. Nunes
Forests 2022, 13(5), 700; https://doi.org/10.3390/f13050700 - 29 Apr 2022
Cited by 9 | Viewed by 3142
Abstract
Forests in Portugal are highly dependent on a short number of wood species, and new species with higher profitability are needed. The Paulownia species has generated great interest due to its fast-growing and relatively good wood properties. However, environmental factors have shown that [...] Read more.
Forests in Portugal are highly dependent on a short number of wood species, and new species with higher profitability are needed. The Paulownia species has generated great interest due to its fast-growing and relatively good wood properties. However, environmental factors have shown that Paulownia grows differently in each case. This study intends to determine the properties of young Paulownia trees from Portuguese plantations to determine the best age to cut the trees according to their use. The chemical composition (extractives in dichloromethane, ethanol and water, lignin, α-cellulose, and hemicelluloses), heating value, elemental analysis (CHNO), inorganic elements and thermogravimetric analyses (TGA), and the most important mechanical and physical properties (density, MOE, bending strength, water absorption equilibrium, moisture content, and dimensional changes) were determined for 1-, 3-, and 5-year-old trees. The results show that, chemically, the extractives increased while hemicelluloses decreased with age, and no trend was found for lignin and α-cellulose. The physical and mechanical properties increased with age, except for the MOE and bending strength. The 5-year-old samples presented the best features for pellet production, namely, calorific power, elemental composition CHNO and sulfur, and inorganic elements. Full article
(This article belongs to the Special Issue Performance Testing and Service Life of Wood and Wood-Based Materials)
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20 pages, 5546 KiB  
Article
Characterizing Global Fire Regimes from Satellite-Derived Products
by Mariano García, M. Lucrecia Pettinari, Emilio Chuvieco, Javier Salas, Florent Mouillot, Wentao Chen and Inmaculada Aguado
Forests 2022, 13(5), 699; https://doi.org/10.3390/f13050699 - 29 Apr 2022
Cited by 19 | Viewed by 3294
Abstract
We identified four global fire regimes based on a k-means algorithm using five variables covering the spatial, temporal and magnitude dimensions of fires, derived from 19-year long satellite burned area and active fire products. Additionally, we assessed the relation of fire regimes to [...] Read more.
We identified four global fire regimes based on a k-means algorithm using five variables covering the spatial, temporal and magnitude dimensions of fires, derived from 19-year long satellite burned area and active fire products. Additionally, we assessed the relation of fire regimes to forest fuels distribution. The most extensive fire regime (35% of cells having fire activity) was characterized by a long fire season, medium size fire events, small burned area, high intensity and medium variability. The next most extensive fire regime (25.6%) presented a long fire season, large fire events and the highest mean burned area, yet it showed the lowest intensity and the least variability. The third group (22.07%) presented a short fire season, the lowest burned area, with medium-low intensity, the smallest fire patches and large variability. The fourth group (17.3%) showed the largest burned area with large fire patches of moderate intensity and low variability. Fire regimes and fuel types showed a statistically significant relation (CC = 0.58 and CC’ = 0.67, p < 0.001), with most fuel types sustaining all fire regimes, although a clear prevalence was observed in some fuel types. Further efforts should be directed towards the standardization of the variables in order to facilitate comparison, analysis and monitoring of fire regimes and evaluate whether fire regimes are effectively changing and the possible drivers. Full article
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25 pages, 7994 KiB  
Article
Climate Change in Southeast Benin and Its Influences on the Spatio-Temporal Dynamic of Forests, Benin, West Africa
by Armand Kingbo, Oscar Teka, Augustin K. N. Aoudji, Bonaventure Ahohuendo and Jean Cossi Ganglo
Forests 2022, 13(5), 698; https://doi.org/10.3390/f13050698 - 29 Apr 2022
Cited by 4 | Viewed by 3084
Abstract
The impact of anthropogenic activities on the spatiotemporal dynamics of the forest of Dogo-Kétou has been studied in relation to climate change observed in southeastern Benin. Especially, this study has detected the changes in climate parameters in southeast Benin from 1954 to 2016 [...] Read more.
The impact of anthropogenic activities on the spatiotemporal dynamics of the forest of Dogo-Kétou has been studied in relation to climate change observed in southeastern Benin. Especially, this study has detected the changes in climate parameters in southeast Benin from 1954 to 2016 and in forestland use from 1986 to 2018. A climatic break was detected, and the annual and monthly rainfall and temperature averages, the rainfall indexes, the concentration of precipitation, the number of rainy days according to the World Meteorological Organization and the bioclimatic aridity indexes were assessed. A GIS analysis was also performed based on Landsat images from 1986, 2000 and 2018 to detect the dynamic of land use and land cover of the classified forest of Dogo-Kétou. Excel 2016, Rx64 4.1.2, Rclimdex301, Khronostat1.01 and ArcGIS were used. The rainfall series showed a break in 1969. The segment from 1954 to 1968 was a period of excess rainfall with an average of 1420.46 mm/year. The segment from 1969 to 2016 was a rainfall deficit period with a reduction of 12 to 37% of rainy days and an increase of dry days for 21.4 days/year. In this last segment, southeast Benin experienced trends of its climate towards a sub-arid and arid climate. The agglomerations and bare soil of the forest of Dogo-Kétou increased to an area almost double the size between 1986 and 2018. The tree and shrub savannas gained in space from 12.1% in 2000 to 38.9% in 2018 and the dense forest and wooded savannas regressed by 52.6% in 1986 to 36.1% in 2000 then to 4.3% of the forest area in 2018. The subequatorial climate of southeastern Benin is gradually evolving towards a dry climate. The dense forest in this area is also gradually disappearing, giving way to savannas. This transformation towards the savannas was due to anthropogenic actions whose effects were strongly accentuated by climate change in this part of Benin and West Africa. Full article
(This article belongs to the Section Forest Ecology and Management)
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15 pages, 4285 KiB  
Article
Configuration of the Deep Neural Network Hyperparameters for the Hypsometric Modeling of the Guazuma crinita Mart. in the Peruvian Amazon
by Gianmarco Goycochea Casas, Duberlí Geomar Elera Gonzáles, Juan Rodrigo Baselly Villanueva, Leonardo Pereira Fardin and Hélio Garcia Leite
Forests 2022, 13(5), 697; https://doi.org/10.3390/f13050697 - 29 Apr 2022
Cited by 7 | Viewed by 2963
Abstract
The Guazuma crinita Mart. is a dominant species of great economic importance for the inhabitants of the Peruvian Amazon, standing out for its rapid growth and being harvested at an early age. Understanding its vertical growth is a challenge that researchers have continued [...] Read more.
The Guazuma crinita Mart. is a dominant species of great economic importance for the inhabitants of the Peruvian Amazon, standing out for its rapid growth and being harvested at an early age. Understanding its vertical growth is a challenge that researchers have continued to study using different hypsometric modeling techniques. Currently, machine learning techniques, especially artificial neural networks, have revolutionized modeling for forest management, obtaining more accurate predictions; it is because we understand that it is of the utmost importance to adapt, evaluate and apply these methods in this species for large areas. The objective of this study was to build and evaluate the efficiency of the use of a deep neural network for the prediction of the total height of Guazuma crinita Mart. from a large-scale continuous forest inventory. To do this, we explore different configurations of the hidden layer hyperparameters and define the variables according to the function HT = f(x) where HT is the total height as the output variable and x is the input variable(s). Under this criterion, we established three HT relationships: based on the diameter at breast height (DBH), (i) HT = f(DBH); based on DBH and Age, (ii) HT = f(DBH, Age) and based on DBH, Age and Agroclimatic variables, (iii) HT = f(DBH, Age, Agroclimatology), respectively. In total, 24 different configuration models were established for each function, concluding that the deep artificial neural network technique presents a satisfactory performance for the predictions of the total height of Guazuma crinita Mart. for modeling large areas, being the function based on DBH, Age and agroclimatic variables, with a performance validation of RMSE = 0.70, MAE = 0.50, bias% = −0.09 and VAR = 0.49, showed better accuracy than the others. Full article
(This article belongs to the Special Issue Modeling of Forest Tree and Stand Parameters)
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13 pages, 2512 KiB  
Article
Effects of Clonal Integration on Foraging Behavior of Three Clonal Plants in Heterogeneous Soil Environments
by Xiao-Xiao Cao, Wei Xue, Ning-Fei Lei and Fei-Hai Yu
Forests 2022, 13(5), 696; https://doi.org/10.3390/f13050696 - 29 Apr 2022
Cited by 12 | Viewed by 2469
Abstract
Environments are ubiquitously heterogeneous in nature, and clonal plants commonly benefit from both clonal integration and foraging responses in heterogeneous environments. While many studies have examined clonal integration and foraging responses separately, few have tested the effect of clonal integration on the foraging [...] Read more.
Environments are ubiquitously heterogeneous in nature, and clonal plants commonly benefit from both clonal integration and foraging responses in heterogeneous environments. While many studies have examined clonal integration and foraging responses separately, few have tested the effect of clonal integration on the foraging response of clonal plants to environmental heterogeneity. We grew offspring ramets of each of three clonal plants (Hydrocotyle vulgaris, Duchesnea indica, and Glechoma longituba) in both homogeneous and heterogenous soil environments and severed their stem connection to a mother ramet (to prevent clonal integration from the mother ramet) or kept it intact (to allow clonal integration). Without clonal integration from the mother ramet, soil heterogeneity had no effect on biomass or number of ramets for any of the three species. With clonal integration, soil heterogeneity also had no effect on biomass or number of ramets of D. indica and G. longituba, but significantly decreased biomass and marginally significantly decreased number of ramets of H. vulgaris. Without clonal integration, offspring ramets did not demonstrate either shoot or root foraging responses in terms of total, shoot and root biomass and ramet number in the heterogeneous soil environment in any of the three species. With integration, offspring ramets of H. vulgaris also did not demonstrate either root or shoot foraging responses, but offspring ramets of G. longituba demonstrated both root and shoot foraging responses, and those of D. indica demonstrated a root foraging response when they grew in the heterogeneous soil environment. We conclude that clonal integration can alter the foraging response of clonal plants, but this effect is species-specific. Our results also suggest that foraging responses of clonal plants in heterogeneous soil environments may not necessarily benefit the growth of clonal plants. Full article
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