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Comparison Of Artificial Neural Network Backpropagation and Garch Methods In Predicting Stock Price (Case Study: Indosat Shares 2012 – 2022) 人工神经网络反向传播与Garch方法在股价预测中的比较(以Indosat股票2012 - 2022为例)
Pub Date : 2023-08-24 DOI: 10.20885/eksakta.vol4.iss2.art3
Maktisen Ena
Abstract: One of the problems encountered in the forecasting process is the problem of heteroscedasticity. Heteroscedasticity occurs a lot, especially in stock data. Pt Share Price Indosat (tbk) from March 6 2012 – January 18 2022 has fluctuated from time to time, so the variance is heteroscedasticity. The Generalized Autoregressive Conditional Heteroskedasticity (GARCH) model and Artificial Neural Network Backpropagation (ANNBP) are methods that can be used on data with heteroscedasticity. The aim of this research is to obtain models and forecasting results from GARCH and ANN Backpropagation. In this study, the two models were compared based on the smallest MAPE value. This study uses daily data on the closing of Indosat shares. Forecasting is done on Indosat stock closing data, the total data is 2453 data divided into two parts, namely 80% training data totaling 1962 data and 20% training data totaling 491 data. Forecasting results from the GARCH model obtained a MAPE value of 11.04%, and the ANN Backpropagation model with 7 input layers, 20 hidden layers, obtained a MAPE value of 7.01%. Thus, the best model for predicting Indosat's share price in this study is the backpropagation model.
摘要:在预测过程中遇到的问题之一是异方差问题。异方差现象时有发生,特别是在股票数据中。Pt股价指数(tbk)从2012年3月6日至2022年1月18日不时波动,因此方差为异方差。广义自回归条件异方差(GARCH)模型和人工神经网络反向传播(ANNBP)是处理异方差数据的有效方法。本研究的目的是获得GARCH和ANN反向传播的模型和预测结果。在本研究中,两种模型以最小的MAPE值为基础进行比较。本研究使用Indosat股票收盘时的每日数据。对Indosat股票收盘数据进行预测,总数据为2453个数据,分为两部分,即80%的训练数据共1962个数据和20%的训练数据共491个数据。GARCH模型预测结果的MAPE值为11.04%,具有7个输入层、20个隐藏层的ANN反向传播模型的MAPE值为7.01%。因此,本研究预测Indosat股价的最佳模型是反向传播模型。
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引用次数: 0
Analisis Profitabilitas Agroindustri Minyak Nilam di Desa Bambadaru Kecamatan Tobadak Kabupaten Mamuju Tengah
Pub Date : 2023-05-09 DOI: 10.33319/agtek.v25i1.125
Sitti Ruqayya Marham, Dewi Sartika, Isnam Junais
The purpose of this research was to determine the profitability of patchouli oil agroindustry in Bambadaru Village, Tobadaka District, Central Mamuju Regency, and to determine the sensitivity to changes in patchouli oil prices sold there. The sample taken above in this research was carried out intentionally and deliberately, namely the owner of a patchouli oil refining business in Bambadaruu Village, Tobadak District, Central Mamuju Regency. BEP (Break Even Point), sensitivity, and profitability analysis of the data used in this research is intended to analyze production costs and profitability. The results of this resesrch indicate that the patchouli oil agro-industry business in Bambadaru Village, Tobadak District, Central Mamuju Regency will break even or return to normal operations in units of BEP and BEP rupiah. So the number of BEP units used from the results of the analysis is 17 kg with a total of around Rp. 6,665,845. And for the sensitivity of the decrease in the selling price of patchouli oil by 20%, it can affect the profitability of the patchouli oil agro-industry business in Bambadaru Village, Tobadak District, Central Mamuju Regency, where the profits obtained by business owners have decreased. Which initially has a profit of Rp. 52,861,784 to Rp. 36.002.216
本研究的目的是确定中央马木居县Tobadaka区Bambadaru村广藿香油农工业的盈利能力,并确定其对当地销售的广藿香油价格变化的敏感性。本研究中采用的上述样本是有意和故意进行的,即位于中央马木朱县Tobadak区Bambadaruu村的广藿香油精炼企业的所有者。本研究中使用的盈亏平衡点(Break Even Point)、敏感性和盈利能力分析数据旨在分析生产成本和盈利能力。本研究结果表明,中央马木居县Tobadak区Bambadaru村广藿香油农加工业企业将以BEP和BEP印尼盾为单位实现收支平衡或恢复正常经营。因此,从分析结果中使用的BEP单位数量为17公斤,总计约为6,665,845卢比。由于广藿香油销售价格下降20%的敏感性,会影响中央马木居县Tobadak区Bambadaru村广藿香油农加工业企业的盈利能力,企业主获得的利润减少。该公司最初利润为52,861,784卢比至36.002.216卢比
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引用次数: 0
Pengaruh Komposisi Media Tanam dan Plant Growth Promoting Rhizobacteria Terhadap Pertumbuhan Bibit Kakao
Pub Date : 2023-05-09 DOI: 10.33319/agtek.v25i1.135
Pauliz Budi Hastuti, Ni Made Titiaryanti, Dina Mardhatilah
To obtain quality cocoa seedlings, maintenance efforts are required during the nursery stage, including meeting the nutritional needs of the planting medium which can be in the form of organic fertilizer from goat manure and husk charcoal. In addition, efforts to improve growing media in nurseries can be used with biological fertilizers, including plant growth promoting rhizobacteria (PGPR). Goat manure for plant nutrients, as well as a source of nutrients for PGPR. The research objective was to determine the effect of media composition and PGPR on the growth of cocoa seedlings. Research with the experimental method of factorial design consisting of two factors was arranged using a completely randomized design. The first factor was soil planting medium: goat manure: husk charcoal (v/v) consisting of 3 levels: M0 = 1:0:0 (control), M1 = 1:1:0 and M2 = 1:1:1. Factor II, namely the dose of PGPR consists of 3 levels: K1 = 10 ml/seedling, K2 = 20 ml/seedling, and K3 = 30 ml/seedling. With three repetitions. Observational data were analyzed with variance at the 5% level. To find out the differences between treatments, the Duncan's Multiple Range Test was continued at 5% level. The results showed that there was no significant interaction between media composition and PGPR dosage on the growth of cocoa seedlings. The composition of the soil medium : goat manure : husk charcoal 1:0:0 and 1:1:0 gave good growth of cocoa seedlings. PGPR doses provide the same growth of cocoa seedlings.
为了获得优质的可可幼苗,需要在苗圃阶段进行维护工作,包括满足种植介质的营养需求,种植介质可以采用山羊粪便和谷壳木炭的有机肥形式。此外,努力改善苗圃中的生长介质可以与生物肥料一起使用,包括促进植物生长的根瘤菌(PGPR)。羊粪为植物提供营养,也是PGPR的营养来源。研究目的是确定培养基组成和PGPR对可可幼苗生长的影响。研究采用两因素析因设计的实验方法,采用完全随机设计。第一个因素是土壤种植介质:羊粪:谷壳炭(v/v),由3个水平组成:M0 = 1:0:0(对照),M1 = 1:1:0, M2 = 1:1:1。因子II,即PGPR的剂量分为3个水平:K1 = 10 ml/株,K2 = 20 ml/株,K3 = 30 ml/株。重复三次。观察资料以5%的方差进行分析。为了找出治疗之间的差异,在5%的水平上继续进行邓肯多重范围测试。结果表明,培养基组成和PGPR用量对可可幼苗生长无显著交互作用。土壤基质:羊粪:谷壳炭1:0:0和1:1:0,可可幼苗生长良好。PGPR剂量的可可幼苗生长相同。
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引用次数: 0
Pengaruh Penambahan Tepung Mokag Tehadap Tingkat Kesukaan Konsumen Pada Kerupuk Biji Durian Mokag面粉的影响影响消费者最喜欢的榴莲种子饼干水平
Pub Date : 2023-05-09 DOI: 10.33319/agtek.v24i1.128
Dwi Ari Cahyani
Crackers are a type of snack that is favored by consumers of all ages. Crackers can be consumed directly as a snack or as a side dish. One of the factors that determine the quality of crackers is the crispness. Durian is one of the many local fruits produced in Banjarnegara Regency. Durian consists of skin, flesh and seeds. When the durian season arrives, the seeds and skin of the durian become waste that is not utilized. The nutritional content of durian seeds which is quite a lot can be used as processed food that can be consumed by the community. Mocaf flour (Modified cassava flour) is a flour product derived from cassava which is processed using the principle of modifying cassava cells by fermentation. Based on the background of previous research results, it can be formulated the problem that underlies this research, namely how the right composition of durian seeds and mokaf flour and the length of time for boiling durian seeds to produce durian seed crackers are favored by consumers. This study aims to determine the level of consumer preference from the taste, color, texture and aroma of the durian seed crackers produced. This study used fresh durian seeds collected at durian sellers in the Sigaluh area, Banjarnegara Regency. The research was carried out at the Agricultural Product Processing Laboratory and Production Unit of the Banjarnegara Polytechnic Agroindustry Study Program. This study applies experimental research methods. The experimental design used was a completely randomized design with 3 replications. The hedonic test used 25 semi-trained panelists and the test results were analyzed using Anova. Furthermore, a follow-up test was used to determine whether there was a significant difference between the various treatments using the DMRT (Duncan Multiple Range Test) test. The results showed that the panelists preferred mokaf durian seed crackers which were processed with 100% durian seeds boiled by boiling for 30 minutes without the addition of mokaf flour. The panelists' preference for the color of the durian seed crackers was significantly different when the durian seeds were boiled for 30 minutes. While the aroma of the durian seed crackers produced is significantly different from the crackers by boiling for 30 minutes
饼干是一种深受各年龄段消费者喜爱的小吃。饼干可以直接作为零食或配菜食用。决定饼干质量的因素之一是脆度。榴莲是Banjarnegara Regency出产的众多当地水果之一。榴莲由果皮、果肉和种子组成。当榴莲的季节到来时,榴莲的种子和果皮就变成了废物,没有被利用。榴莲籽的营养成分相当丰富,可以作为加工食品供社区食用。Mocaf面粉(改性木薯粉)是一种从木薯中提取的面粉产品,利用发酵改造木薯细胞的原理进行加工。基于以往研究结果的背景,可以形成本研究的基础问题,即消费者对榴莲籽和摩卡夫粉的合适成分以及榴莲籽煮制榴莲籽饼干的时间长短的青睐。本研究旨在从榴莲籽饼干的口感、颜色、质地和香气等方面来确定消费者的偏好水平。本研究使用了从Banjarnegara reggency Sigaluh地区的榴莲销售商处收集的新鲜榴莲种子。这项研究是在Banjarnegara理工学院农业工业研究计划的农产品加工实验室和生产单位进行的。本研究采用实验研究方法。试验设计为完全随机设计,3个重复。享乐测试使用25名半训练的小组成员,测试结果使用方差分析。此外,采用DMRT (Duncan Multiple Range test)检验进行随访,以确定不同治疗之间是否存在显著差异。结果表明,专家组成员更喜欢将100%的榴莲籽煮沸30分钟,不添加莫卡夫面粉加工而成的莫卡夫榴莲籽饼干。当榴莲籽煮30分钟后,小组成员对榴莲籽饼干颜色的偏好有显著差异。而经过30分钟的煮制而成的榴莲酥,其香气与普通榴莲酥明显不同
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引用次数: 0
Pertumbuhan Stek Pucuk Mangga (Mangifera indica L.) terhadap Respon Konsentrasi IBA (Indole Butyric Acid) dan Macam Media Tanam
Pub Date : 2023-05-09 DOI: 10.33319/agtek.v25i1.130
Zainol Arifin Zainol Arifin, Ida Sugeng Suyani, Aprilia Hartanti
Mango (Mangifera indica L.) is a fruit plant that has long been known and has become a commodity that has high economic value and is a trade commodity between countries. Vegetative propagation technique is an alternative to reproduce this type of plant. This study aims to: 1) Determine the concentration of IBA (Indole Butyric Acid) which affects the growth of mango shoot cuttings (Mangifera indica L.). 2) Knowing the planting media that affect the growth of mango shoot cuttings (Mangifera indica L.). 3) To determine the interaction between the concentration of IBA (Indole Butyric Acid) and the planting medium which influences the growth of mango shoot cuttings (Mangifera indica L.). The research was carried out using Factorial Randomized Block Design (RBD) with 2 factors. The first factor was the concentration of IBA (Indole Butyric Acid) (0 ppm, 500 ppm and 1000 ppm) and the second factor was the planting medium (sand, husk charcoal and sand + husk charcoal) with 3 replications. The results of this study were 1) There was an effect of IBA (Indole Butyric Acid) concentration treatment on the growth of mango shoot cuttings (Mangifera indica L.). The effect occurred on the percentage of growing cuttings, days of shoot break, shoot length, and number of leaves. 2) There is an effect of growing media treatment on the growth of mango shoot cuttings (Mangifera indica L.). The effect occurred on the percentage of growing cuttings, shoot length and number of leaves. 3) There was no interaction between the treatment of IBA (Indole Butyric Acid) concentrations and the growing media on the growth of mango shoot cuttings (Mangifera indica L.).
芒果(Mangifera indica L.)是一种为人们所熟知的水果植物,已成为一种具有较高经济价值的商品,是国与国之间的贸易商品。无性繁殖技术是繁殖这类植物的另一种方法。本研究旨在:1)测定吲哚丁酸(IBA,吲哚丁酸)浓度对芒果嫩枝扦插生长的影响。2)了解影响芒果嫩枝扦插生长的种植介质。3)确定IBA(吲哚丁酸)浓度与种植介质的交互作用对芒果嫩枝扦插生长的影响。采用2因素因子随机区组设计(RBD)进行研究。第一个因素是IBA(吲哚丁酸)浓度(0 ppm、500 ppm和1000 ppm),第二个因素是种植介质(砂、果皮炭和砂+果皮炭),共3个重复。结果表明:1)吲哚丁酸(IBA)浓度处理对芒果扦插苗生长有影响。对生长插枝率、芽断天数、芽长和叶片数均有影响。2)不同培养基处理对芒果嫩枝扦插生长有影响。对扦插率、茎长和叶片数均有影响。3)吲哚丁酸(IBA)浓度处理与生长介质对芒果扦插苗生长无交互作用。
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引用次数: 0
Pengaruh Model Penanaman Turnera Subulata terhadap Populasi H. armigera dan B. tabaci Serta Musuh Alaminya pada Tanaman Tomat (L. esculentum Mill.) Turnera subuta的种植模式对H. armigera和B. tabaci及其天然敌人番茄作物的影响。
Pub Date : 2023-05-09 DOI: 10.33319/agtek.v25i1.133
Ajeng Faradhila Muninggar, Nanang Tri Haryadi
The tomato plant (L. esculentum mill) is a species of horticultural plant native to Latin America. It is one of the important horticultural plants and is included in the second largest vegetable after potatoes. Some of the main pests of tomato plants are B. tabaci and H. armigera which can lower production. Pest control using chemical pesticides can be reduced using growing refugia plants. This study was conducted to determine the effect of some models of reflux cultivation on natural enemy populations on tomato plants. This study used a Group Random Design consisting of 4 treatments: P0 (Control), P1 (Border Model), P2 (Strip Model), P3 (Random Model) each treatment was repeated 6 times. Research results show that the Border's reflux planting model has a good influence on the natural enemy population with the highest population obtained in the treatment of P1 (Border), with an average natural enemy population of 27 at most. This has a good effect on the decline of the pest population with the lowest average population obtained in the treatment of P1 (Border) and the highest pest population in the treatment of P0 (Control) at 2.85.  
番茄(L. esculentum mill)是一种原产于拉丁美洲的园艺植物。它是重要的园艺植物之一,是仅次于土豆的第二大蔬菜。影响番茄产量的主要害虫是烟粉虱和棉蚜。使用化学农药防治病虫害可以通过种植避难植物来减少。研究了几种回流培养模式对番茄植株天敌种群的影响。本研究采用组随机设计,共4个处理:P0(对照)、P1(边界模型)、P2(条形模型)、P3(随机模型),每个处理重复6次。研究结果表明,Border回流种植模式对天敌种群影响较好,P1 (Border)处理获得的天敌种群数量最高,平均天敌种群最多27个。这对害虫种群的下降有很好的效果,P1(边境)处理的平均种群数最低,P0(对照)处理的平均种群数最高,为2.85。
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引用次数: 0
Spesies Serangga Hama Padi dan Jagung serta Intensitas Serangannya di Kabupaten Lahat 稻米和玉米的一种昆虫,以及它对拉哈特摄政的攻击强度
Pub Date : 2023-05-09 DOI: 10.33319/agtek.v25i1.137
Novian Novian, Fitri Ramadhani
Insect pest attack on rice (Oryza sativa L.) and maize (Zea mays L.) could be potential in decrease production. This study aims to determine the insect pest species of rice and maize and attack intensity in Lahat District. This study was conducted using survey methods. The systematic random sampling methodology was adopted for sample population identification. Surveys were conducted in 3 subdistricts (Jarai, Pajar Bulan and Sukamerindu). Found three rice insect pests species. The third species was rice stem borer (Scirpophaga incertulas), leaf folder (Cnaphalocrosis medinalis) and rice bug (Leptocorisa sp). Found one maize insect pest species was fall armyworm (Spodoptera frugiperda). S. incertulas has attacked in 7 locations with low-intensity, Leptocorisa sp has attacked in 2 locations with low-intensity, C. medinalis has attacked in 1 location with low-intensity and S. frugiperda has attacked in 4 locations with low-intensity. Rice stem borer and fall armyworm can attack crop from the vegetative to generative phase.
水稻(Oryza sativa L.)和玉米(Zea mays L.)的虫害可能是减产的潜在原因。本研究旨在确定拉哈特地区水稻和玉米的害虫种类和侵害强度。本研究采用调查方法进行。样本总体鉴定采用系统随机抽样方法。在3个街道(Jarai、Pajar Bulan和Sukamerindu)进行了调查。发现三种水稻害虫。第三种是稻螟虫(Scirpophaga incertulas)、稻卷虫(Cnaphalocrosis medinalis)和稻蝽(Leptocorisa sp)。发现一种玉米害虫为秋粘虫(Spodoptera frugiperda)。锦丝蛾低强度攻击7个地点,细带绦虫低强度攻击2个地点,稻纹绦虫低强度攻击1个地点,frugiperda低强度攻击4个地点。水稻螟虫和秋粘虫从营养阶段到生殖阶段都可危害作物。
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引用次数: 0
Pertumbuhan dan Hasil Beberapa Varietas Padi Gogo Toleran Alumunium di Lahan Kering Masam Lampung Timur 在楠榜东部荒地上,Gogo耐铝水稻品种的生长和收获
Pub Date : 2023-05-09 DOI: 10.33319/agtek.v25i1.134
Priyadi, Rianida Taisa, Dulbari, Rizky Rahmadi, Fajar Rochman
Aluminum stress is a limiting factor for crop production on acid dry land with a low pH. The objectives of this study were to evaluate aluminum-tolerant upland rice varieties in acid dry land. The study was carried out using a completely randomized block design (RCBD) consisting of 8 varieties, namely IR64, Inpago 7, Dodokan, Dod-Pup1, Situ Bagendit, Situ Bg-Pup1, Batur, Batur-Pup1, and 4 strains, namely 19 (PB5)-2, 20 (PB8)-1, 21 (PB15)-1, and 22 (PB16)-1. The results showed that the Situ Bagendit variety with the Pup-1 locus gave the highest yield per plot compared to other varieties and lines, namely 287.5 g. These results also correlate with the ability of the variety to withstand aluminum stress, with a tolerance value of 3.00 (rather tolerant).
铝胁迫是低ph酸性旱地作物生产的限制因子。本研究的目的是评价酸性旱地旱地耐铝水稻品种。采用完全随机区组设计(RCBD)对8个品种(IR64、Inpago 7、Dodokan、Dod-Pup1、Situ Bagendit、Situ Bg-Pup1、Batur、Batur- pup1)和4个菌株(19 (PB5)-2、20 (PB8)-1、21 (PB15)-1和22 (PB16)-1)进行研究。结果表明,具有Pup-1位点的Situ Bagendit品种亩产最高,为287.5 g。这些结果也与品种承受铝胁迫的能力有关,公差值为3.00(相当耐受)。
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引用次数: 0
Analisis Nilai Tambah Agroindustri Gula Aren (Studi Kasus Pada CV. Putri Tunggal) di Desa Salupangkang Kecamatan Topoyo Kabupaten Mamuju Tengah
Pub Date : 2022-10-24 DOI: 10.33319/agtek.v23i2.121
Santi Susilawati
This study aims to: 1). This study aims to determine the process of processing palm sap into palm sugar in Salupangkang Village, Topoyo District, Central Mamuju Regency. 2). To find out the added value of palm sugar agroindustry in Salupangkang Village, Topoyo District, Central Mamuju Regency. This palm sugar agroindustry is one of the businesses that has developed in Salupangkang Village, Topoyo District, Central Mamuju Regency. This industry is expected to improve product quality, profitability, and added value. The object of this research is focused on the CV. Putri Tunggal. The informant determination technique was used to answer and provide information to researchers. The data collected includes primary data and secondary data. Data analysis was carried out using the value-added analysis format according to the method of Hayami et al. The results showed that the added value obtained in the palm sugar agroindustry was Rp. 792/Kg of raw materials with a ratio of Rp. 26.4%, Profit from palm sugar agroindustry is Rp. 786.25, with a profit rate of 26.20%. The added value produced means that the palm sugar agroindustry has succeeded in transforming palm juice into palm sugar products so that it has more value than palm juice itself.
本研究的目的是:1 .本研究的目的是确定马木州中央县东洋区萨路班康村棕榈汁液加工成棕榈糖的过程。2 .了解马木州中央县东洋区萨路班康村棕榈糖农业产业的附加值。这个棕榈糖农业产业是在中央马木珠县Topoyo区Salupangkang村发展起来的企业之一。该行业有望提高产品质量、盈利能力和附加值。本研究的对象集中在简历上。Putri Tunggal。采用举报人确定技术回答并向研究人员提供信息。收集的数据包括主要数据和次要数据。参照Hayami等人的方法,采用增值分析格式进行数据分析。结果表明,棕榈糖农工业的原料增加值为792卢比/Kg,占原料增值率26.4%;棕榈糖农工业的利润为786.25卢比,利润率为26.20%。所产生的附加价值意味着棕榈糖农业工业成功地将棕榈汁转化为棕榈糖产品,从而使其具有比棕榈汁本身更高的价值。
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引用次数: 0
Uji Toksisitas Jamur Metarhizium anisopliae terhadap Hama Ulat Krop Kubis Crocidolomia binotalis Zell. 甲藻菌对甘蓝、Crocidolomia、crootalis Zell虫胶虫害的甲藻毒性测试。
Pub Date : 2022-10-24 DOI: 10.33319/agtek.v23i2.116
Siska Agustina Pertiwi, Nanang Tri Haryadi
Cabbage head caterpillar Crocidolomia binotalis Zell. caused up to 79.81% damage to cabbage plants. Metarhizium anisopliae is an entomopathogenic fungus that is often used for pest control in the field because it is toxic to various phases of insect life. This study aimed to determine the toxicity ability of the fungus Metarhizium anisopliae in controlling the population of the cabbage head caterpillar Crocidolomia binotalis Zell. in the laboratory. The research was conducted at the Laboratory of Agrotechnology, Faculty of Agriculture, University of Jember. The study used a Completely Randomized Design with 5 treatments and 4 replications in order to obtain 20 experimental units. The treatments used in this study were as follows: A = Control (aquadest); B = density 104 conidia/ml; C = density 105 conidia/ml; D = 106 conidia/ml; and E = 107 conidia/ml. The results showed that in the laboratory test the density of the fungus Metarhizium anisopliae 107 conidia/ml caused the highest mortality of 92.50%, while the lowest mortality percentage was 22.50% in the treatment of 104 conidia/ml on 7 days of observation. The results of the LT50 calculation showed that the most effective density was 106 conidia/ml with an LT50 value on the 4th day. The most effective density of Metarhizium anisopliae, 106 conidia/ml, was recommended for use in population control of the cabbage head caterpillar Crocidolomia binotalis Zell. because it is capable of causing the death of 50% of the population of Crocidolomia binotalis Zell. with the fastest time of about 4 days.
大白菜头毛虫。对白菜植株的危害高达79.81%。绿僵菌(Metarhizium anisopliae)是一种昆虫病原真菌,由于它对昆虫生命的各个阶段都有毒性,因此经常用于田间害虫防治。本研究旨在研究金龟子绿僵菌对大白菜头毛虫种群的毒力。在实验室里。这项研究是在浙江大学农学院农业技术实验室进行的。本研究采用完全随机设计,5个处理,4个重复,共20个实验单位。本研究采用的处理如下:A =对照(aquadest);B =密度104个分生孢子/ml;C =密度105个分生孢子/ml;D = 106分生孢子/ml;E = 107分生孢子/ml。结果表明,在实验室试验中,绿僵菌密度为107分生菌/ml时,死亡率最高,为92.50%;观察7 d时,104分生菌/ml处理的死亡率最低,为22.50%。LT50计算结果表明,最有效密度为106个分生孢子/ml,第4天LT50值达到。建议绿僵菌的最有效浓度为106个分生菌/ml。因为它能够导致50%的双足鳄的死亡。最快4天左右。
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Eksakta Jurnal IlmuIlmu MIPA
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