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Prediction and Interpretation of Total N and Its Key Drivers in Cultivated Tropical Peat using Machine Learning and Game Theory 利用机器学习和博弈论预测和解释热带泥炭栽培中的总氮及其关键驱动因素
Pub Date : 2023-12-31 DOI: 10.52045/jca.v4i1.592
Heru Bagus Pulunggono, Yusuf Azmi Madani Madani, Lina Lathifah Nurazizah, Moh Zulfajrin
Currently, there is a growing interest among research communities in the development of statistical learning-based pedotransfer functions/PtFs to predict mineral soil nutrients; however, similar studies in peatlands are relatively rare. Moreover, extracting meaningful information from these ‘black-box’ models is crucial, particularly concerning their algorithmic complexity and the non-linear nature of the soil covariate interrelationships. This study employed the Pulunggono (2022a) dataset and the bootstrapping method, to (1) develop and evaluate seven PtF models, including both general linear models (GLM) and machine learning (ML) regressors for estimating total nitrogen (N) in tropical peat that has been drained and cultivated for oil palm (OP) in Riau, Indonesia and (2) explaining model functioning by incorporating Shapley Additive Explanation (SHAP), a tool derived from coalitional game theory. This study demonstrated the superior predictive performance of ML-based PtFs in estimating total N compared to GLM algorithms. The top-performing algorithms for PtF models were identified as GBM, XGB, and Cubist. The SHAP method revealed that sampling depth and organic C were consistently identified as the most important covariates across all models, irrespective of their algorithmic capabilities. Additionally, ML algorithms identified the total Fe, pH, and bulk density (BD) as significant covariates. Local explanations based on Shapley values indicated that the behavior of PtF-based algorithms diverged from their global explanations. This study emphasized the critical role of ML algorithms and game theory in accurately predicting total N in peatlands subjected to drainage and cultivation for OP and explaining their model behavior in relation to soil biogeochemical processes.
目前,研究界对开发基于统计学习的 pedotransfer 函数/PtFs 来预测矿质土壤养分的兴趣日益浓厚;然而,泥炭地的类似研究却相对较少。此外,从这些 "黑箱 "模型中提取有意义的信息至关重要,尤其是在其算法复杂性和土壤协变量相互关系的非线性性质方面。本研究采用了 Pulunggono(2022a)数据集和引导法(bootstrapping method),(1) 开发和评估了七个 PtF 模型,包括一般线性模型(GLM)和机器学习(ML)回归因子,用于估算印度尼西亚廖内省已排水并用于油棕(OP)种植的热带泥炭中的总氮(N);(2) 通过结合 Shapley Additive Explanation(SHAP)(一种源自联盟博弈论的工具)来解释模型的功能。这项研究表明,与 GLM 算法相比,基于 ML 的 PtF 在估计总氮方面具有更优越的预测性能。PtF 模型中表现最好的算法是 GBM、XGB 和 Cubist。SHAP 方法显示,无论算法能力如何,取样深度和有机碳始终是所有模型中最重要的协变量。此外,ML 算法还将总铁、pH 值和容积密度(BD)确定为重要的协变量。基于 Shapley 值的局部解释表明,基于 PtF 算法的行为与其全局解释存在差异。这项研究强调了 ML 算法和博弈论在准确预测泥炭地排水和耕作 OP 总氮以及解释其与土壤生物地球化学过程相关的模型行为中的关键作用。
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引用次数: 0
Morphological Characterization of Cacao Plants (Theobroma cacao L.) from Dharmasraya Regency of West Sumatra 西苏门答腊 Dharmasraya 地区可可树的形态特征
Pub Date : 2023-12-31 DOI: 10.52045/jca.v4i1.562
Ria Fitri Utama, Gustian Gustian, Siska Efendi
Dharmasraya, a regency in West Sumatra Province, has traditionally focused on cultivating oil palm and rubber. However, due to a decline in prices for these commodities, there has been a shift towards cultivating cacao plants. Despite several years of cultivation, cacao production in Dharmasraya Regency remains low. This is attributed to unsuitable land and weather conditions, as well as the use of inferior plant material and uncertain origins of the cacao clone. To address these issues, a research study was conducted to assess the diversity and similarity of cacao plants in Dharmasraya Regency. The study focused on four locations within Sitiung Subdistrict: Siguntur, Sitiung, Gunung Medan, and Sungai Duo. A purposive sampling method was used to select the sample plants. The data was analyzed descriptively, and similarity analysis was performed using the NTSYS 2.02 software. The study identified seven different clones of cacao plants, each with distinct morphological characteristics in terms of leaves, flowers, fruits, and seeds. The phenotypic similarity analysis revealed a coefficient value ranging from 23% to 47%, indicating a moderate level of similarity, and a variability value ranging from 53% to 77%. It was found that qualitative traits exhibited a narrow range of variability, while quantitative traits displayed a broader range of phenotypic variability.
达玛斯拉亚(Dharmasraya)是西苏门答腊省的一个县,传统上以种植油棕和橡胶为主。然而,由于这些商品的价格下降,人们开始转向种植可可树。尽管已经种植了数年,但达马斯拉亚地区的可可产量仍然很低。这归因于不适宜的土地和气候条件,以及使用劣质植物材料和不确定的可可克隆品种来源。为了解决这些问题,我们开展了一项研究,以评估达玛斯拉亚地区可可植物的多样性和相似性。研究主要集中在锡蒂翁分区内的四个地点:这四个地方分别是:Siguntur、Sitiung、Gunung Medan 和 Sungai Duo。采用目的性抽样方法选择样本植物。对数据进行了描述性分析,并使用 NTSYS 2.02 软件进行了相似性分析。研究确定了七种不同的可可克隆植株,每种植株在叶、花、果实和种子方面都具有不同的形态特征。表型相似性分析表明,相似性系数在 23% 至 47% 之间,表明相似性处于中等水平,变异性系数在 53% 至 77% 之间。结果发现,定性性状的变异范围较窄,而定量性状的表型变异范围较广。
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引用次数: 0
Anatomy of Mangosteen Root (Garcinia mangostana L.) from Bengkalis Island which can grow in flooded areas 可在洪水泛滥地区生长的本卡利斯岛山竹根(Garcinia mangostana L.)的剖面图
Pub Date : 2023-12-29 DOI: 10.52045/jca.v4i1.561
Vebrita Sari, Syamsul Bachry, Febri Ayu
Bengkalis Island is a lowland area that often experiences periodic flooding, such as flooding due to "Pasang keling" every December. In Bengkalis Island, Riau Province, there are many good quality mangosteens. The ability of mangosteen from Bengkalis Island to adapt to flooded areas is thought to have a special root system that has never been reported. This study looks at the anatomical structure of mangosteen roots from Bengkalis Island that grow in flooded and non-flooded areas. Samples of mangosteen roots were taken in 4 villages for location I (flooded) and three villages for location 2 (not flooded) on Bengkalis Island. Sampling using the survey method and analyzed descriptively. Preparation of root anatomy using paraffin method with double staining. Observations were made using a photomicrographic microscope. The anatomy of mangosteen roots from Bengkalis Island that grow in flooded areas differs from those in typical habitats (not flooded The anatomy of mangosteen roots in the flooded location has a thicker epidermis, aerenchymal tissue, and Ca oxalate crystals are found. Mangosteen roots growing in normal habitat (not flooded) generally do not have aerenchyma. The discovery of differences in root morphology in both locations indicates that mangosteen from Bengkalis Island has a mechanism to tolerate flooded conditions.
本卡利斯岛是一个低洼地区,经常遭遇周期性洪水,例如每年 12 月的 "Pasang keling "洪水。在廖内省的本卡利斯岛,有许多优质山竹。本卡利斯岛的山竹能够适应洪水泛滥的地区,被认为是具有一种从未报道过的特殊根系。本研究考察了生长在洪水地区和非洪水地区的本卡利斯岛山竹根的解剖结构。山竹根样本在本卡利斯岛的 4 个村庄采集(地点一为水淹区),在 3 个村庄采集(地点二为非水淹区)。采用调查法取样,并进行描述性分析。用石蜡法和双重染色法制备根部解剖图。使用显微照相显微镜进行观察。生长在洪水淹没地区的本卡利斯岛山竹根的解剖结构与生长在典型栖息地(非洪水淹没地区)的山竹根的解剖结构不同,洪水淹没地区的山竹根具有较厚的表皮和气孔组织,并发现有草酸钙晶体。在正常生境(未被水淹没)中生长的山竹根一般没有气室。两地山竹根形态差异的发现表明,本卡利斯岛的山竹具有耐受洪水条件的机制。
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引用次数: 0
Driving Mechanism Controlling Cultivated Tropical Peat Physicochemical Characteristics and Stoichiometry: Case Study of a Microtopographical Sequence 控制热带栽培泥炭物理化学特征和化学计量的驱动机制:微地形序列案例研究
Pub Date : 2023-12-25 DOI: 10.52045/jca.v4i1.588
Heru Bagus Pulunggono, Othari Gusman, Moh Zulfajrin, Lina Lathifah Nurazizah, S. Anwar
Contrasting to the large body of knowledge documenting peatland characteristics and their trends across major rivers, limited study was found in studying peat physicochemical and stoichiometry variability at the drained and cultivated site across microtopographical sequence. This study aimed to investigate peat physicochemical properties and stoichiometry in an old oil palm plantation/OPP in North Sumatra Province, Indonesia, across a 3.1 km of a topo-hydrosequence transect perpendicular to the Leidong River and raised hummock. 20 peat cores (0-50 and 50-100 cm depth) from 10 sampling points were collected to determine their physicochemical properties and stoichiometry and analyze the driving mechanisms controlling them. This current study suggested that the long-term drainage and cultivation practices may partially alter the trends and patterns of peat’s physicochemical properties. It was indicated by diverse trends, in which several peat properties behave oppositely against their natural patterns. The soil’s chemical characteristics and stoichiometry throughout 0-100 cm depth were considered homogeneous, which exhibited oppositely with peat physical parameters. The prominent properties and stoichiometry mainly controlled peat variances were bulk density, pH, total N, available P, C:N, and N:K. Flooding experience and distance from the river were the driving mechanisms controlling peat properties and stoichiometry at the study site. This study’s results demonstrated peat physicochemical characteristics and stoichiometry trends that were observed at microtopographical features with a relatively small tributary may resemble those studies representing the extensive landscapes
与记录主要河流泥炭地特征及其趋势的大量知识不同,在研究微地形序列中排水和耕作地点的泥炭物理化学和化学计量变异性方面的研究十分有限。本研究旨在调查印度尼西亚北苏门答腊省一个老油棕种植园/OPP 的泥炭理化性质和化学计量,研究范围是垂直于雷东河和隆起的驼峰的 3.1 公里地形-水文序列横断面。研究人员从 10 个取样点采集了 20 个泥炭岩芯(深度分别为 0-50 厘米和 50-100 厘米),以确定其物理化学性质和化学计量学,并分析控制这些性质和计量学的驱动机制。本次研究表明,长期的排水和耕作方式可能会部分改变泥炭理化性质的变化趋势和模式。这表现为多种多样的趋势,其中几种泥炭特性的表现与其自然规律相反。整个 0-100 厘米深度的土壤化学特性和化学计量被认为是均质的,与泥炭的物理参数表现相反。主要控制泥炭差异的突出特性和化学计量是容重、pH 值、全氮、可利用磷、碳:氮和氮:钾。洪水经历和与河流的距离是控制研究地点泥炭特性和化学计量的驱动机制。该研究结果表明,在支流相对较小的微地貌特征上观察到的泥炭物理化学特征和化学计量趋势可能与那些代表广阔地貌的研究结果相似。
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引用次数: 0
Factors Governing Organic Amendments and NPK Fertilizers Effects on Sweet Maize in Old and Intensively Cultivated Experimental Farm 有机改良剂和氮磷钾肥对老集约栽培实验田甜玉米效应的影响因素
Pub Date : 2023-07-31 DOI: 10.52045/jca.v3i2.552
Heru Bagus Pulunggono, Moh Zulfajrin, Lina Lathifah Nurazizah
Applying organic amendment (OA) containing humic compounds (HC) and phytohormones is a promising solution to intensify sustainable food production under increasing global food needs, declining environmental carrying capacity and changing climate. However, most positive claims on OA efficacy often came from controlled, greenhouse experiments. The field trial was conducted on an intensively cultivated experimental farm station, Department of Soil Science and Land Resources, Faculty of Agriculture, IPB University. The OA testing was done on sweet maize (Zea mays L. saccharata) using a fractional factorial randomized block design by comparing five rates of the organic amendment (0, ½, 1, 1½, and 2 standards OA) with three rates of NPK fertilizer (0, 1, and ¾ standards NPK). The results revealed that a single OA application did not significantly boost the growth and biomass of sweet maize, especially when applied to an old and intensively cultivate and organically manured farm. OA had significant interaction with NPK at most of the yields and biomass parameters. Amending soils more than 12 L OA ha-1 could improve the sweet maize’s growth and development while saving 25% NPK fertilizers. Linear mixed effect model and multivariate analysis uncovered higher heterogeneity in trial plots controlled maize growth, biomass, and agronomic effectivity, regardless of the given treatments. This study highlighted three important marks for future research: (1) soil plowing, harrowing and mixing must be intensively done across plots, (2) adequate HC contents must be increased from the OA current rate, and (3) the greater role of phytohormone in stimulating maize growth and production at the OA current rate.
在全球粮食需求增加、环境承载力下降和气候变化的背景下,应用含腐殖质化合物(HC)和植物激素的有机改良剂(OA)是加强可持续粮食生产的一种有希望的解决方案。然而,大多数关于OA功效的积极声明通常来自受控的温室实验。田间试验在IPB大学农学院土壤科学与土地资源系集约栽培试验农场站进行。对甜玉米(Zea mays L. saccharata)进行OA试验,采用分数因子随机区组设计,将5种有机添加量(0、1 / 2、1、1 / 2和2标准OA)与3种氮磷钾肥料(0、1和3 / 4标准氮磷钾)进行比较。结果表明,单次施用OA对甜玉米的生长和生物量没有显著的促进作用,特别是在精耕细作和有机施肥的老农场施用OA时。OA与氮磷钾在大部分产量和生物量参数上均有显著的交互作用。施用12 L OA ha-1以上的土壤可改善甜玉米的生长发育,同时节约25%的氮磷钾肥料。线性混合效应模型和多变量分析表明,在不同处理条件下,控制玉米生长、生物量和农艺效率的试验田具有较高的异质性。本研究强调了未来研究的三个重要标志:(1)土壤的翻耕、耙耙和混合必须在地块间密集进行;(2)必须在OA当前速率下增加足够的HC含量;(3)在OA当前速率下植物激素对玉米生长和生产的刺激作用更大。
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引用次数: 0
Arthropod Community Structure in Oil Palm Nurseries 油棕苗圃节肢动物群落结构
Pub Date : 2023-02-28 DOI: 10.52045/jca.v3i2.415
Siska Efendi
Nurseries are one of the essential agronomic activities in oil palm cultivation. Oil palm seedlings are cultivated on a large scale, different from nurseries for other plantation commodities. The nursery expanse comprises various biotic components, one of which is Arthropods. This study aims to determine the Artropod community and its function in oil palm nurseries. The research was carried out at two nurseries, Nagari Gunung Medan and Nagari Kurnia Selatan, Dharmasraya Regency, West Sumatra Province. Sampling using the pitfall trap, yellow pan trap, insect nets, and direct collection methods. The results showed that the Arthropods that make up the oil palm nursery ecosystem were insects and spiders. Arthropods in oil palm nurseries act as phytophages, predators, parasitoids, and detrivores. Phytophage insects found in oil palm nurseries were 700 individuals consisting of 4 orders, nine families, and 14 genera/species. Predatory insects, parasitoids, and detritivores were found in as many as 466 individuals consisting of 5 orders, 14 families, and 16 genera/species. There are two species of spiders in oil palm nurseries: Pardosa sp and Oxyopes javanus. Valanga sp was the species with the highest number of individuals in oil palm nurseries.
苗圃是油棕种植中必不可少的农艺活动之一。油棕幼苗是大规模种植的,不同于其他种植商品的苗圃。苗圃由多种生物组成,其中之一是节肢动物。本研究旨在确定油棕苗圃中节肢动物群落及其功能。该研究是在西苏门答腊省Dharmasraya Regency的Nagari Gunung Medan和Nagari Kurnia Selatan两个托儿所进行的。采用陷阱、黄盘陷阱、蚊帐和直接收集法进行抽样。结果表明,构成油棕苗圃生态系统的节肢动物主要是昆虫和蜘蛛。油棕苗圃中的节肢动物是植食动物、捕食者、拟寄生物和腐食动物。油棕苗圃共发现植虫700只,隶属于9科4目14属/种。其中,捕食性昆虫、拟寄生虫和食虫共466只,隶属于5目14科16属/种。油棕苗圃中有两种蜘蛛:Pardosa sp和Oxyopes javanus。油棕苗圃中个体数最多的是缬草。
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引用次数: 0
Peanut Plant Development Strategy as a Leading Commodity in South Tinangkung District, Banggai Islands Regency 邦盖群岛南天南宫区作为主导商品的花生种植发展战略
Pub Date : 2023-02-28 DOI: 10.52045/jca.v3i2.417
Strategi Pengembangan, Tanaman Kacang, Tanah Sebagai, Komoditi Unggulan, Di Kecamatan, Tinangkung Selatan, Kabupaten Banggai, Kepulauan Sariani, Anas Boceng, Saida, Ilham Ladonu
Agricultural development aims to improve the living standards of farmers and the welfare of their people. The prospects for the development of peanut farming business are very bright in order to increase the income and welfare of farmers, so there is a need for a strategy in the development of peanuts as a leading commodity. Thus, this study aims to develop a strategy for developing peanuts as a leading commodity in South Tinangkung District, Banggai Islands Regency. The research was conducted from June to November 2022 in South Tinangkung District, Banggai Islands Regency. The data used in this study is primary data. Primary data were obtained by conducting structured interviews and direct observations from certain natural places by circulating questionnaires to respondents. Furthermore, the research used the SWOT method, namely SO (Strength-Opportunity), WO (Weakness-Opportunity), ST (Strength-Threats), and WT (Weakness-Threats). The results obtained in this study are that the development of peanut crop commodities in South Tinangkung District is in the second tier (diversification). so that the most appropriate strategy to be applied is Strategy-ST, thus the main strategy for the development of peanuts as a superior commodity is to utilize the experience of farmers in farming peanut crops with the ability to carry out land management to overcome the shortage of Agriculture machinery needs, in addition to that, it can maximize the role of Agricultural cooperation and can reduce high labor wages.
农业发展的目的是提高农民的生活水平和人民的福祉。为了增加农民的收入和福利,花生种植业的发展前景是非常光明的,因此花生作为主导商品的发展需要一个战略。因此,本研究旨在制定一项战略,将花生发展为邦盖群岛摄政南Tinangkung区的主要商品。该研究于2022年6月至11月在邦盖群岛摄政的南Tinangkung区进行。本研究使用的数据为原始数据。通过结构化访谈和在某些自然场所的直接观察,通过向受访者分发调查问卷获得了原始数据。此外,本研究采用SWOT分析法,即SO(优势-机会)、WO(劣势-机会)、ST(优势-威胁)和WT(劣势-威胁)。研究结果表明,天南宫区花生作物商品发展处于第二级(多元化)。因此,最适合采用的策略是strategy - st,因此花生作为优势商品发展的主要策略是利用农民种植花生作物的经验和进行土地管理的能力来克服农业机械需求的不足,并且可以最大限度地发挥农业合作的作用,可以降低劳动力的高工资。
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引用次数: 0
Diversity of insect flower visitors of cayenne pepper in agricultural landscapes, Banggai, Central Sulawesi 中苏拉威西邦盖农业景观中辣椒昆虫访花者的多样性
Pub Date : 2023-02-28 DOI: 10.52045/jca.v3i2.411
Pramoto Alingan, M. Sataral, A. Qodri
The existence of semi-natural habitats around agricultural land has the potential to support ecosystem services by providing resources for beneficial insects. The study aimed to analyze the abundance, diversity index, and evenness of the insects visiting cayenne flowers. This research was carried out in cayenne cultivation areas in the Banggai Regency. Sampling locations were divided into two categories: cayenne fields close to and far from forests or semi-natural habitats. Insect collection was carried out from June 2022 to August 2022, in the morning and evening, using insect nets. The results showed that 16 families and 52 cayenne flower-visiting insects were identified. Lasioglossum sp.3, Lasioglossum sp.5, Megachile sp.2, ?Parancistrocerus sp. and Rhynchium sp. have a higher abundance than the others. The highest Shannon and Wiener diversity index was found in cayenne fields in Tolisu Village (H'= 2.491), Mansahang (H'= 2.216), Salodik (H'= 2.145), and the lowest in cayenne fields in Kembang Merta Village (H'= 1.211), Dale-Dale (H'= 1.112 ), and Beringin Jaya (H'= 1.149 ). The highest evenness index (E) was found in the fields in Lembah Makmur Village (E= 0.9721) and Mansahang (E= 0.9172), and the lowest was found in cayenne fields in Petak Village (E= 0.3975) and Lenyek (E= 0.4405). The highest species richness was found in cayenne fields in Tolisu (14 species), Salodik (14 species), and Petak (12 species). Cayenne fields in the three villages are close to semi-natural habitats. Our findings show that agricultural land adjacent to semi-natural habitats has increased the species richness of cayenne flower visitor insects. Thus, semi-natural habitats are critical to sustaining insect communities in agricultural landscapes.
农业用地周围半自然生境的存在有可能通过为益虫提供资源来支持生态系统服务。本研究旨在分析红辣椒花上昆虫的丰度、多样性指数和均匀性。本研究在邦盖县辣椒种植区进行。采样地点分为两类:靠近森林和远离森林或半自然栖息地的辣椒田。于2022年6月至2022年8月,上午和晚上使用蚊帐进行昆虫采集。结果表明,共鉴定出16科52只辣椒访花昆虫。Lasioglossum sp.3、Lasioglossum sp.5、Megachile sp.2、Parancistrocerus sp.和Rhynchium sp.丰度较高。Shannon和Wiener多样性指数最高的是Tolisu村(H′= 2.491)、Mansahang村(H′= 2.216)、Salodik村(H′= 2.145),最低的是Kembang Merta村(H′= 1.211)、Dale-Dale村(H′= 1.112)和Beringin Jaya村(H′= 1.149)。均匀度指数(E)最高的是Lembah Makmur村(E= 0.9721)和Mansahang村(E= 0.9172),最低的是Petak村(E= 0.3975)和Lenyek村(E= 0.4405)的辣椒田。辣椒田物种丰富度最高的是Tolisu(14种)、Salodik(14种)和Petak(12种)。三个村庄的卡宴农场靠近半自然栖息地。研究结果表明,靠近半自然生境的农用地增加了辣椒花访花昆虫的物种丰富度。因此,半自然生境对维持农业景观中的昆虫群落至关重要。
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引用次数: 0
High Heterogeneity LULC Classification in Ujung Kulon National Park, Indonesia: A Study Testing 11 Indices, Random Forest, Sentinel-2 MSI, and GEE-based Cloud Computing 印度尼西亚Ujung Kulon国家公园的高异质性LULC分类:11个指标、随机森林、Sentinel-2 MSI和基于ge的云计算的研究
Pub Date : 2023-02-28 DOI: 10.52045/jca.v3i2.381
R. Asy'Ari, H. Taufik, Amalia Umamayse, Aulia Ranti, A. D. Rahmawati, Moh Zulfajrin, Lina Lathifah Nurazizah, Made Chandra Aruna Putra, F. A. Prameswari, Rahmat Pramulya, N. Zamani, Y. Setiawan, A. Sudrajat, Anggodo Anggodo
The Ujung Kulon National Park (UKNT) is one of the national parks on the island of Java and has an essential role in saving endemic species in Indonesia. As a form of national park conservation effort, the completeness of LULC spatial data is a primary database that is indispensable in determining national park management policies. Therefore, this research was conducted to map the LULC (Land Use - Land Cover) in the forest landscape with high heterogeneity in UKNT. Sentinel-2 MSI (Multispectral Instrument) image data were classified using the Random Forest (RF) classification algorithm and tested using 11 index algorithms. The classification process takes place on a cloud computing-based geospatial platform, Google Earth Engine (GEE). This test resulted in 10 LULC classes; water had the broadest percentage of 45.44%. Meanwhile, the primary forest has an area of 21,868.41 or about 19.53% of the total area of the national park. However, there are some discrepancies in the spatial information generated by this classification process, so it is considered necessary to evaluate the combination of indexes, training data, and classification algorithms to limit the classification area. Therefore, this study is expected to be considered for further research related to LULC in high-heterogeneity landscapes.
Ujung Kulon国家公园(UKNT)是爪哇岛上的国家公园之一,在拯救印度尼西亚特有物种方面发挥着重要作用。作为国家公园保护工作的一种形式,LULC空间数据的完整性是确定国家公园管理政策不可或缺的主要数据库。因此,本研究对英国北部高异质性森林景观的土地利用-土地覆盖(LULC)进行了研究。采用随机森林(Random Forest, RF)分类算法对Sentinel-2多光谱仪(Multispectral Instrument, MSI)图像数据进行分类,并使用11种指标算法进行测试。分类过程在基于云计算的地理空间平台谷歌地球引擎(GEE)上进行。这次测试产生了10个LULC班级;水的比例最大,为45.44%。原始林面积为21868.41,约占国家公园总面积的19.53%。但是,该分类过程产生的空间信息存在一定的差异性,因此需要将指标、训练数据和分类算法结合起来进行评价,以限制分类区域。因此,本研究有望为高非均质性景观中LULC的进一步研究提供参考。
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引用次数: 1
Land Potential for Cacao (Theobroma cacao. L) Development in Banggai Regency 可可的土地潜力。L)邦盖市的发展
Pub Date : 2022-08-31 DOI: 10.52045/jca.v3i1.279
Muh.Zamalluddin M Stibis, M. Sataral, Dian Puspapratiwi
Seeing the bright prospects of cacao plants with the available land potential in Banggai Regency, it is necessary to assess land suitability in the development of cacao plants to know the actual potential land suitability level and the limiting factors that affect the potential for cacao plant development, apart from that it can optimize land use in the area, Banggai Regency. The approach used as an indicator for determining the land suitability class for cacao plantations in Banggai Regency is to take an FAO parametric index land quality based on land characteristics that match the requirements for land use for cacao plants, then tabulated into land map units. The results show that the actual land suitability class of Banggai Regency is N = not suitable and S3 = marginally suitable, with the limiting factor of water availability, root media, nutrient retention, available nutrients, and erosion hazard. So that land improvement efforts are needed to increase the land suitability class by considering the existing potential. Improvement efforts that can be done include adding lime, fertilizer, and organic matter, making mound terraces, bench terraces, credit terraces, and erosion-retaining plants. So that the results of the potential land suitability class are S1 = very suitable, S2 = suitable, S3 = marginally suitable, with an area of ​​land that can be developed for cacao plants in Banggai Regency, namely 419,236.9 ha.
鉴于邦盖县区可可植物的发展前景和可利用的土地潜力,在可可植物开发中进行土地适宜性评估是必要的,不仅要了解实际的潜在土地适宜性水平和影响可可植物开发潜力的限制因素,而且要优化邦盖县区的土地利用。用于确定邦盖县可可种植园土地适宜性等级的指标方法是,根据符合可可植物土地利用要求的土地特征,采用粮农组织土地质量参数指数,然后将其制成土地地图单元。结果表明:邦盖县域的实际土地适宜性等级为N =不适宜,S3 =勉强适宜,限制因子为水分有效性、根介质、养分保留、速效养分和侵蚀危害;因此,考虑到现有的潜力,提高土地适宜性等级,需要进行土地改善工作。可以采取的改善措施包括添加石灰、肥料和有机物质,建造土墩梯田、台阶梯田、信用梯田和种植防侵蚀植物。因此,土地潜在适宜性等级的结果为S1 =非常适宜,S2 =适宜,S3 =勉强适宜,邦盖县可开发种植可可的土地面积为419,236.9 ha。
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引用次数: 1
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CELEBES Agricultural
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