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Geographically Weighted Regression Modeling with Adaptive Gaussian Kernel Weighting on GRDP in Indonesia 利用自适应高斯核加权对印度尼西亚 GRDP 进行地理加权回归建模
Pub Date : 2024-06-11 DOI: 10.35799/jis.v24i2.50366
Frangly Elviano Tangka, Djoni Hatidja, W. Weku
The purpose of this study is to determine the variables that affect Gross Regional Domestic Product (GRDP) in Indonesia in 2022 using Geographically Weighted Regression (GWR) with Adaptive Gaussian kernel weighting function. The data used in this study uses secondary data taken from the website of the Central Bureau of Statistics.  The variables used are gross regional domestic product of 34 provinces in Indonesia (Y, in billion rupiah), labor force participation rate (X1, in %), foreign investment (X2, in million dollars), open unemployment rate (X3, in %) and human development index (X4, in %).  Data were analyzed using GWR with adaptive gaussian kernel weighting function. GRDP in all provinces on the island of Sumatra (11 provinces), DKI Jakarta province, Banten province, and West Kalimantan province are influenced by foreign investment (X2) and human development index (X4).  Meanwhile, GRDP in the other 19 provinces is only influenced by foreign investment (X2).  GWR model with adaptive gaussian kernel weighting function is formed differently for each province in Indonesia.Keywords: Adaptive gaussian kernel; GWR; gross regional domestic product
本研究的目的是利用带有自适应高斯核加权函数的地理加权回归(GWR)确定影响2022年印度尼西亚地区国内生产总值(GRDP)的变量。本研究使用的数据来自中央统计局网站的二手数据。 使用的变量包括印尼 34 个省的地区国内生产总值(Y,单位为十亿印尼盾)、劳动力参与率(X1,单位为%)、外商投资(X2,单位为百万美元)、公开失业率(X3,单位为%)和人类发展指数(X4,单位为%)。 数据采用自适应高斯核加权函数 GWR 进行分析。苏门答腊岛上所有省份(11 个省)、雅加达省、万丹省和西加里曼丹省的 GRDP 受外商投资(X2)和人类发展指数(X4)的影响。 而其他 19 个省的 GRDP 仅受外国投资(X2)的影响。 印尼各省的自适应高斯核加权函数 GWR 模型的形成方式各不相同:自适应高斯核;GWR;地区生产总值
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引用次数: 0
Antioxidant Activity of Virgin Coconut Oil Emulsion Drink with The Addition of Cinnamon (Cinnamomum burmanii) 添加肉桂(Cinnamomum burmanii)的初榨椰子油乳液饮料的抗氧化活性
Pub Date : 2024-04-13 DOI: 10.35799/jis.v24i1.52832
G. S. Djarkasi, M. Sumual, Lana E. Lalujan, Ambar Kurnia, Jeanet Rotulung
ABSTRACTThe aims of this study were to analyse the antioxidant activity and to determine the maximum concentration of cinnamon extract that can improve sensory attributes of VCO emulsion drink. The research method used is a completely randomized design (CRD) with five concentrations of cinnamon extract, i.e., 0% (P1), 2% (P1), 4% (P2), 6% (P3), and 8% (P3). Each treatment was triplicated. The results showed that all treatments exhibited stable emulsion with 0% creaming index. VCO emulsion drink with cinnamon extract contained total phenol ranged from 19.88 mg GEA/100 g to 28.58 mg GEA/100 g, with increasing antioxidant activity, expressed as percentage of inhibition, where P1: 80.35%; P1: 85.59%; P2: 86.38%, P3: 87.43%, and P4: 88.54%, respectively. It was concluded that cinnamon extract could increase the antioxidant activity of VCO emulsion drinks. Increasing percentage of cinnamon extract can increase the total phenol content, hence increase the inhibitory power on the formation of peroxide compounds. The addition of 6% cinnamon is the maximum limit that can improve the panellists’ liking for the overall sensory attributes of the VCO emulsion drink.Keywords: Antioxidant activity; cinnamon; VCO emulsion
摘要本研究的目的是分析肉桂提取物的抗氧化活性,并确定能改善 VCO 乳状饮料感官属性的最大肉桂提取物浓度。采用的研究方法是完全随机设计(CRD),肉桂提取物有五种浓度,即 0%(P1)、2%(P1)、4%(P2)、6%(P3)和 8%(P3)。每个处理均重复三次。结果表明,所有处理的乳液都很稳定,起泡指数为 0%。含有肉桂提取物的 VCO 乳状液饮品的总酚含量从 19.88 毫克 GEA/100 克到 28.58 毫克 GEA/100 克不等,抗氧化活性不断提高,以抑制百分比表示,其中 P1:80.35%;P1:85.59%;P2:86.38%;P3:87.43%;P4:88.54%。结论是肉桂提取物可以提高 VCO 乳液饮料的抗氧化活性。增加肉桂提取物的比例可以增加总酚含量,从而提高对过氧化物形成的抑制能力。6%的肉桂添加量是能提高评委对VCO乳化饮料整体感官属性的喜爱程度的最大限度:抗氧化活性;肉桂;VCO 乳液
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引用次数: 0
Groundwater Study Using Vertical Electrical Sounding (VES) Data Based on Resistivity and Porosity of Rocks in Kampung Melayu, Bengkulu City 利用基于明古鲁市甘榜美拉裕岩石电阻率和孔隙度的垂直电探测 (VES) 数据进行地下水研究
Pub Date : 2024-04-12 DOI: 10.35799/jis.v24i1.54133
Tella Dwi Syaputri, Suhendra Suhendra, Halauddin Halauddin, Liza Lidiawati, Risma Nurhidayah
This research aims to identify groundwater based on the value of resistivity and porosity of rocks, which are important parameters in the management of groundwater resources and Development Planning in the region. This groundwater research using Vertical Electrical Sounding (VES) data based on the value of resistivity and porosity of rocks was carried out by measuring resistivity using the (VES) method at 20 sounding points located in Kampung Melayu District, Bengkulu City. The VES method is one of the approaches in the geoelectric method to determine the lithological characteristics of subsurface rocks. Resistivity Data obtained were then inverted and analyzed and interpreted to obtain lithology of subsurface rocks and groundwater level distribution in Kampung Melayu, Bengkulu City. The results showed the presence of groundwater based on low resistivity anomaly values with a range of values from 5 to 30 meters in the West and 10 to 50 meters in the East, with resistivity values ranging between 5 Ω.m up to 45 Ω.m. This research is expected to make a significant contribution to the management of groundwater resources in the District of Kampung Melayu, Bengkulu City and can be the basis for development planning in the area. In addition, it is hoped that the results of this research can be a reference for further research in the field of hydrogeology and groundwater modeling.Keywords: Aquifer; geoelectricity; groundwater; porosity; resistivity
本研究旨在根据岩石的电阻率和孔隙率值确定地下水,这些参数是该地区地下水资源管理和发展规划的重要参数。本地下水研究使用基于岩石电阻率和孔隙度值的垂直电探测(VES)数据,在位于明古鲁市甘榜美拉裕区的 20 个探测点使用(VES)方法测量电阻率。VES 法是地质电法中确定地下岩石岩性特征的方法之一。对获得的电阻率数据进行反演、分析和解释,以获得明古鲁市甘榜美拉裕地区地下岩石的岩性和地下水位分布。结果表明,根据低电阻率异常值,西部地区存在 5 至 30 米的地下水,东部地区存在 10 至 50 米的地下水,电阻率值从 5 Ω.m 到 45 Ω.m 不等。这项研究有望为明古鲁市甘榜美拉裕地区的地下水资源管理做出重大贡献,并可作为该地区发展规划的基础。此外,还希望本研究成果能够为水文地质和地下水建模领域的进一步研究提供参考:含水层;地电;地下水;孔隙度;电阻率
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引用次数: 0
Susceptible-Infected-Recovered Model of Mathematics Anxiety Behavior on Students' Mathematics Study Results at Aquino Catholic High School Amurang 阿穆朗阿基诺天主教高中学生数学学习成绩的数学焦虑行为 "易感-感染-恢复 "模型
Pub Date : 2024-04-11 DOI: 10.35799/jis.v24i1.51387
Gabriella Setligt, C. Montolalu, Y. Langi, J. Kekenusa, Jantje D Prang, M. Mananohas, Charles E. Mongi
This study aims to see the spread of mathematics anxiety behavior on the results of students' mathematics studies at Aquino Catholic High School Amurang by using the SIR (Susceptible-Infected-Recovered) mathematical model. A total of 88 samples were collected and categorized into three groups based on predetermined criteria. These groups consisted of 47 students categorized as susceptible, 27 as infected, and 14 as recovered. The parameters in this study measure the rate of change within these three groups over a 365-day period, equivalent to one year. Two equilibrium points are obtained that can interpret populations free from math anxiety behavior or endemic math anxiety behavior. The stability analysis of the two equilibrium points shows that the equilibrium point free from math anxiety behavior is locally asymptotically stable. Additionally, this study also reveals that math anxiety behavior will disappear in less than 40 days through the basic reproduction number (Ro) obtained, which is 0.99 or less than 1.Keywords: Amurang; mathematics anxiety; SIR model
本研究旨在通过使用 SIR(易感-感染-恢复)数学模型,了解数学焦虑行为对阿穆朗阿基诺天主教高中学生数学学习成绩的影响。研究共收集了 88 个样本,并根据预先确定的标准将其分为三组。其中 47 名学生为易感人群,27 名学生为感染人群,14 名学生为康复人群。本研究的参数测量的是这三个组别在 365 天(相当于一年)内的变化率。得出的两个平衡点可以解释没有数学焦虑行为或数学焦虑行为流行的人群。对这两个平衡点的稳定性分析表明,无数学焦虑行为的平衡点是局部渐近稳定的。此外,本研究还通过获得的基本繁殖数(Ro)(0.99或小于1)揭示了数学焦虑行为将在40天内消失:阿慕朗;数学焦虑;SIR 模型
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引用次数: 0
Assimilate Partition of Potato (Solanum tuberosum L.) as Response to Combination of Paclobutrazol and Nitrogen 马铃薯(Solanum tuberosum L.)对五氯硝基苯唑和氮的同化分配反应
Pub Date : 2024-04-09 DOI: 10.35799/jis.v24i1.52823
S. Runtunuwu, Edy F. Lengkong, Stella Tulung, Deisire N.S. Darus, Riung Tumambo
Increasing the productivity of potato (Solanum tuberosum L.) can be done by increasing biological production (biomass) and the ability to convert (partition) assimilate/photosynthate into economic results (tubers). The aim of this research is to find a better combination of paclobutrazol (PBZ) application and nitrogen (N) fertilization for tuber partition assimilate of potato. The experiment was conducted in Randomized Block Design (RBD) with three replications. The treatment was consists of  nine combinations of PBZ treatments and N  fertilization as follows: 1) 3 kg PBZ/ha + 200 kg N/ha, 2) 3 kg PBZ/ha + 250 kg N/ha, 3) 3 kg PBZ/ha + 300 kg N/ha, 4) 3,5 kg PBZ/ ha + 200 kg N/ha, 5) 3,5 kg PBZ/ha + 250 kg N/ha, 6) 3,5 kg PBZ/ha + 300 kg N/ha, 7) 4 kg PBZ/ha + 200 kg N/ha, 8) 4 kg PBZ/ha + 250 kg N/ha, 9) 4 kg PBZ/ha + 300 kg N/ha. The research results showed that at the beginning of growth up to 42 DAP (day after plan), the assimilate (dry material) was directed towards stem and leaf (shoot) growth. Next, at 56 DAP to 84 DAP the assimilate is allocated for tuber growth. The combination of 4 kg PBZ/ha + 200 kg N/ha produces the largest tuber weightKeywords: Potato (Solanum tuberosum L);  nitrogen; paclobutrazol; partition assimilate
提高马铃薯(Solanum tuberosum L.)的生产力可以通过增加生物产量(生物量)和将同化物/光合成代谢物转化(分配)为经济成果(块茎)的能力来实现。本研究的目的是找到施用吡唑醚菌酯(PBZ)和氮肥的更好组合,以提高马铃薯块茎的分区同化能力。试验采用随机区组设计(RBD),三次重复。处理由以下九种 PBZ 处理和氮肥组合组成:1) 3 千克 PBZ/ha + 200 千克氮肥/公顷;2) 3 千克 PBZ/ha + 250 千克氮肥/公顷;3) 3 千克 PBZ/ha + 300 千克氮肥/公顷;4) 3,5 千克 PBZ/ha + 200 千克氮肥/公顷;5)3.5 公斤 PBZ/ha + 250 公斤 N/ha,6) 3.5 公斤 PBZ/ha + 300 公斤 N/ha,7) 4 公斤 PBZ/ha + 200 公斤 N/ha,8) 4 公斤 PBZ/ha + 250 公斤 N/ha,9) 4 公斤 PBZ/ha + 300 公斤 N/ha。研究结果表明,在生长初期至 42 DAP(计划后第二天),同化物(干物质)主要用于茎和叶(芽)的生长。接下来,在 56 DAP 到 84 DAP 期间,同化物被分配给块茎的生长。4千克PBZ/公顷+200千克氮/公顷的组合产生的块茎重量最大:马铃薯(Solanum tuberosum L);氮;矮壮素;分配同化物
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引用次数: 0
Comparison of Stock Prediction Using ARIMA Model with Multiple Interventions of Step and Pulse Functions 使用具有阶跃函数和脉冲函数多重干预的 ARIMA 模型进行股票预测的比较
Pub Date : 2024-03-17 DOI: 10.35799/jis.v24i1.51269
Muh. Qodri, U. Mukhaiyar, Vira Ananda, Siti Maisaroh
Stock price predictions based on technical analysis using historical data help investors determine the optimal time to buy or sell shares with the aim of achieving maximum profits. The aim of this research is to compare the results of Kimia Farma's share price predictions using the ARIMA model with intervention analysis of two variables at once, namely the pulse function and the step function. This is the novelty of this research. The data used in this research is daily data on Kimia Farma shares from the period 16 April 2018 to 14 April 2023. The best model produced is ARIMA (0,1,1) with intervention, shown by a MAPE value of 0.3356% and an RMSE of 0.3356%. 4.03. Kimia Farma's share price prediction for the next five days is 906.5548; 905.7875; 905.0206; 904.2542; 903.4882 rupiah. An increase in share prices occurred after the intervention in the period 15 April 2023 to 19 April 2023.Keywords: ARIMA; intervention model; step and pulse function; kimia farma
基于历史数据技术分析的股价预测有助于投资者确定买入或卖出股票的最佳时机,从而获得最大利润。本研究的目的是比较 Kimia Farma 利用 ARIMA 模型同时对两个变量(即脉冲函数和阶跃函数)进行干预分析预测股价的结果。这是本研究的新颖之处。本研究使用的数据是 Kimia Farma 股票从 2018 年 4 月 16 日至 2023 年 4 月 14 日期间的每日数据。产生的最佳模型是有干预的 ARIMA(0,1,1),表现为 MAPE 值为 0.3356%,RMSE 为 0.3356%。4.03.Kimia Farma 未来五天的股价预测分别为 906.5548;905.7875;905.0206;904.2542;903.4882 卢比。干预后,2023 年 4 月 15 日至 2023 年 4 月 19 日期间的股价出现上涨:ARIMA;干预模型;阶跃和脉冲函数;Kimia Farma
{"title":"Comparison of Stock Prediction Using ARIMA Model with Multiple Interventions of Step and Pulse Functions","authors":"Muh. Qodri, U. Mukhaiyar, Vira Ananda, Siti Maisaroh","doi":"10.35799/jis.v24i1.51269","DOIUrl":"https://doi.org/10.35799/jis.v24i1.51269","url":null,"abstract":"Stock price predictions based on technical analysis using historical data help investors determine the optimal time to buy or sell shares with the aim of achieving maximum profits. The aim of this research is to compare the results of Kimia Farma's share price predictions using the ARIMA model with intervention analysis of two variables at once, namely the pulse function and the step function. This is the novelty of this research. The data used in this research is daily data on Kimia Farma shares from the period 16 April 2018 to 14 April 2023. The best model produced is ARIMA (0,1,1) with intervention, shown by a MAPE value of 0.3356% and an RMSE of 0.3356%. 4.03. Kimia Farma's share price prediction for the next five days is 906.5548; 905.7875; 905.0206; 904.2542; 903.4882 rupiah. An increase in share prices occurred after the intervention in the period 15 April 2023 to 19 April 2023.\u0000Keywords: ARIMA; intervention model; step and pulse function; kimia farma","PeriodicalId":17715,"journal":{"name":"JURNAL ILMIAH SAINS","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140235104","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Performa Kernel pada Model Geographically Weighted Regression untuk Menentukan Faktor-faktor Yang Mempengaruhi Indeks Pembangunan Manusia di Provinsi Sulawesi Selatan 确定南苏拉威西省人类发展指数影响因素的地理加权回归模型的核性能
Pub Date : 2023-10-31 DOI: 10.35799/jis.v23i2.48867
Angelia Fransisca Adatunaung, Djoni Hatidja, Winsy Christo Deilan Weku
Penelitian ini bertujuan untuk menentukan performa kernel dengan memilih model terbaik dari tiga jenis kernel yang berbeda dan menentukan faktor-faktor yang mempengaruhi Indeks Pembangunan Manusia (IPM) di Provinsi Sulawesi Selatan dengan menggunakan model GWR. Pada penelitian ini memakai data sekunder dari Badan Pusat Statistik Provinsi Sulawesi Selatan dengan variabel independen yaitu IPM (Y) dan variabel dependen yaitu umur harapan hidup (UHH) (X1), pengeluaran perkapita (X2) dan produk domestik regional bruto (PDRB) (X3) serta nilai longitude dan latitude yang diperoleh dari aplikasi google maps. Metode yang dilakukan dalam penelitian ini yaitu metode GWR dan kernel yang dipakai yaitu kernel gaussian, kernel bisquare dan kernel tricube. Hasil penelitian ini menunjukkan bahwa model terbaik yang dapat digunakan yaitu model GWR dengan kernel tricube dengan nilai AIC = 81,5543700 dan R2 = 90,67 persen. Model GWR kernel tricube mampu menentukan faktor-faktor yang mempengaruhi indeks pembangunan manusia di Sulawesi Selatan tahun 2022. Kata Kunci: Geographically Weighted Regression; indeks pembangunan manusia; kernel tricube
本研究旨在确定内核性能最好的选择模型的三种不同的内核和决定因素影响人类发展指数(IPM)在南苏拉威西省用GWR模型。在这研究手上戴着的二级数据中心统计,南苏拉威西省机构的从属的IPM (Y)和可变自变量岁预期寿命(啊)(X1),人均支出(xn)和地区国内生产总值(PDRB) (X3)和经度和纬度的价值来自谷歌地图应用程序。本研究采用的方法是GWR方法和使用的内核即gaussian内核、biquare内核和tri立方体内核。这项研究的结果表明,最好的GWR模型与AIC值为81,5543700和R2 = 90.67%的立方体内核一起使用。GWR kernel模型可以确定影响南苏拉威西社会发展指数的因素。关键词:Geographically Weighted Regression;人类发展指数;内核tricube
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引用次数: 0
Uji Aktivitas Tabir Surya Ekstrak Metanol, Fraksi N-Heksana, Etil Asetat Dan Metanol-Air Daun Keledang (Artocarpus lanceifolius Roxb) Secara In Vitro 对甲醇提取物、N-Heksana馏分、乙基乙醇和额叶叶子露(Artocarpus branifolius Roxb)的防晒油活动进行测试
Pub Date : 2023-10-31 DOI: 10.35799/jis.v23i2.51543
Eva Marliana, Novia Rahmawati Isyahro, Nanang Tri Widodo
Uji aktivitas tabir surya dari daun keledang (Artocarpus lanceifolius Roxb.) secara in vitro telah dilakukan. Penelitian ini bertujuan untuk mengetahui sifat tabir surya ekstrak metanol, fraksi n-heksana, etil asetat dan metanol-air dari daun keledang. Metode yang digunakan secara in vitro menggunakan spektrofotometer UV-Vis. Berdasarkan hasil uji fitokimia diketahui bahwa ekstrak metanol mengandung flavonoid, fenolik dan steroid/ triterpenoid. Fraksi n-heksana mengandung steroid/triterpenoid dan kuinon. Fraksi etil asetat mengandung flavonoid, fenolik, steroid/triterpenoid dan kuinon. Fraksi metanol-air mengandung flavonoid dan fenolik. Ekstrak metanol, fraksi n-heksana, etil asetat dan metanol-air juga menunjukkan adanya aktivitas tabir surya, berdasarkan nilai SPF (Sun Protection Factor) pada konsentrasi 25; 50; 100; 150; 200 dan 250 mg/L. Ekstrak metanol memiliki nilai SPF secara berturut adalah 4,44; 7,36; 15,15; 22,47; 31,25 dan 37,31 (minimal-ultra). Fraksi n-heksana memiliki nilai SPF secara berturut adalah 1,37; 2,23; 5,07; 7,51; 10,01 dan 12,74 (minimal-maksimal). Fraksi etil asetat memiliki nilai SPF secara berturut adalah 3,32; 7,20; 13,03; 19,54; 25,97 dan 30,60 (minimal-ultra). Fraksi metanol-air memiliki nilai SPF berturut adalah 5,23; 10,87; 21,48; 30,89; 36,01 dan 38,52 (sedang-ultra). Nilai SPF meningkat seiring dengan dengan peningkatan konsentrasi karena semakin tinggi konsentrasi maka semakin banyak senyawa aktif tabir surya yang terkandung dalam ekstrak dan fraksi tersebut. Pada daun keledang, fraksi metanol-air memiliki aktivitas tabir surya tertinggi diikuti ekstrak metanol, fraksi etil asetat dan fraksi n-heksana. Daun keledang berpotensi sebagai bahan tabir surya. Kata kunci: Artocarpus lanceifolius; in vitro; tabir surya
采用vitro技术对盆景叶(红斑叶冠)的防晒活动进行了测试。研究的目的是确定甲醇提取物、n-heksana、醋酸乙酯和英勇的荷叶防晒液的性质。采用体外方法的方法是采用uv - vim光谱仪。根据植物化学试验的结果,甲醇提取物中含有类黄醇、酚类和类固醇/三硝基胺。n-heksana的微量成分含有类固醇/triterpenoid和kuinon。醋酸盐的乙基微量成分含有类黄酮、苯酚、类固醇/三甲酸盐和二恶英。英雄水组分含有类黄和醇。甲醇提取物,n-heksana,乙基乙醇和英勇空气也显示出防晒液的活动,基于浓度为25的SPF (Sun Protection Factor);50;100;150;200毫克/ 250毫克。甲醇提取物的连续ph值为4.44;7,36;15,15;22.47;31和3731。n-heksana的连续得分为1.37分;2,23;5.07;7,51;10.01和12.74。醋酸乙基中连续存在SPF值3.32;7,20;13.03;19.54;25.97和3060。英雄军团的SPF连续分数是5.23分;10.87;21.48;30.89;36,01和38.52。SPF值增加随着随着浓度的增加,因为高浓度化合物就越多关于这些防晒霜和提取物成分中包含的活动。在浑然的叶子中,英雄水的成分有最高的防晒霜,其次是甲醇、乙醇和n-heksana的成分。潜在keledang叶子作为一种防晒霜。关键词:阿托卡普兰开福留斯;体外;防晒霜
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引用次数: 0
Penerapan Regresi Nonparametrik Spline dan Deret Fourier Untuk Memodelkan Produk Domestik Regional Bruto di Indonesia 应用样条线和傅立叶序列非参数回归建立印度尼西亚地区生产总值模型
Pub Date : 2023-10-30 DOI: 10.35799/jis.v23i2.48868
Marklif Esriy Mocodompis, Deiby Tineke Salaki, Djoni Hatidja
Tujuan penelitian ini adalah memodelkan PDRB (Produk Domestik Regional Bruto) di Indonesia dengan regresi nonparametrik spline dan Deret Fourier. Data yang digunakan adalah PDRB 34 Provinsi di Indonesia dengan variabel prediktor tingkat partisipasi angkatan kerja, investasi penanaman modal asing, pendapatan asli daerah, upah minimum provinsi, dan indeks pembangunan manusia. Pada regresi nonparametrik spline dilakukan penentuan titik knot yang paling optimal dengan satu sampai tiga titik, sehingga didapatkan titik knot yang paling optimal adalah dengan tiga titik knot berdasarkan nilai GCV (Generalized Cross Validation) paling minimum. Pada regresi nonparametrik Deret Fourier dilakukan perhitungan satu sampai tiga titik osilasi, didapat titik osilasi optimal adalah tiga osilasi berdasarkan nilai GCV paling minimum. Maka model regresi nonparametrik spline yang terbaik menggunakan tiga titik knot dan untuk Deret Fourier menggunakan tiga titik osilasi, dalam memodelkan PDRB di Indonesia. Kata Kunci: Deret Fourier; regresi nonparametrik; spline; titik knot
本研究的目的是为印度尼西亚的PDRB(国内区域生产总值)建模,对spline和Fourier进行非线性回归。所使用的数据包括印度尼西亚的PDRB 34个省份,这些省份的预测率、外国投资、本土地区收入、省级工资和人口发展指数。在spline的非线性回归中,用1到3个点来确定最理想的点,因此,根据GCV的最低值(广义交叉验证),获得最优点为3个点。在傅立尔非线性指数回归中计算出1到3个振荡,最佳振荡得分为最低的GCV值3个振荡。因此,我们最好的非线性指数回归模型使用3个结,用于Deret Fourier使用3个振荡点,在印度尼西亚的PDRB模型中。关键词:nonparametrik回归;spline;分节
{"title":"Penerapan Regresi Nonparametrik Spline dan Deret Fourier Untuk Memodelkan Produk Domestik Regional Bruto di Indonesia","authors":"Marklif Esriy Mocodompis, Deiby Tineke Salaki, Djoni Hatidja","doi":"10.35799/jis.v23i2.48868","DOIUrl":"https://doi.org/10.35799/jis.v23i2.48868","url":null,"abstract":"Tujuan penelitian ini adalah memodelkan PDRB (Produk Domestik Regional Bruto) di Indonesia dengan regresi nonparametrik spline dan Deret Fourier. Data yang digunakan adalah PDRB 34 Provinsi di Indonesia dengan variabel prediktor tingkat partisipasi angkatan kerja, investasi penanaman modal asing, pendapatan asli daerah, upah minimum provinsi, dan indeks pembangunan manusia. Pada regresi nonparametrik spline dilakukan penentuan titik knot yang paling optimal dengan satu sampai tiga titik, sehingga didapatkan titik knot yang paling optimal adalah dengan tiga titik knot berdasarkan nilai GCV (Generalized Cross Validation) paling minimum. Pada regresi nonparametrik Deret Fourier dilakukan perhitungan satu sampai tiga titik osilasi, didapat titik osilasi optimal adalah tiga osilasi berdasarkan nilai GCV paling minimum. Maka model regresi nonparametrik spline yang terbaik menggunakan tiga titik knot dan untuk Deret Fourier menggunakan tiga titik osilasi, dalam memodelkan PDRB di Indonesia. Kata Kunci: Deret Fourier; regresi nonparametrik; spline; titik knot","PeriodicalId":17715,"journal":{"name":"JURNAL ILMIAH SAINS","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-10-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136105227","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fotodegradasi Rhodamin B Menggunakan Komposit Perak Fosfat- Hidroksiapatit dari Tulang Ikan Cakalang (Katsuwonus pelamis) 红斑菌B使用一种磷酸银复合材料
Pub Date : 2023-10-29 DOI: 10.35799/jis.v23i2.50469
Lusiana Eka Sari, Audy D. Wuntu, Max R.J. Runtuwene, Lidya Irma Momuat
Hidroksiapatit (HAp) yang diperlakukan dengan perak dapat menghasilkan perak fosfat (Ag3PO4) yang merupakan material semikoduktor dan dapat mendegradasi pewarna sintetik. Penelitian ini dikerjakan dengan tujuan mensintesis suatu komposit dengan komponen utama HAp dari tulang ikan cakalang (Katsuwonus pelamis) dan Ag3PO4 yang kemudian digunakan untuk mendegradasi pewarna sintetik rhodamin B (RB) dalam larutan dengan pelarut air. Karakterisasi material yang dihasilkan dikerjakan menggunakan teknik-teknik Difraksi Sinar-X (XRD), Mikroskopi Pemindaian Elektron bersama dengan Sinar-X Disperesi Energi (SEM-EDX), dan Spektroskopi Infra Merah Fourier-Transform (FTIR). Fotodegradasi rhodamin B diuji di bawah radiasi sinar tampak dengan variasi jumlah komposit dan intensitas penyinaran. Hasil karakterisasi menunjukkan terbentuknya komposit Ag3PO4/Hap dan uji fotodegradasi memperlihatkan bahwa semakin besar jumlah fotokatalis dan intensitas cahaya yang digunakan, semakin banyak pewarna sintetik yang terdegradasi. Kata kunci: Ag3PO4; fotodegradasi; hidroksiapatit; rhodamin B; tulang ikan cakalang
使用银治疗的氢这项研究的目的是合成一种有机芦荟(Katsuwonus pelamis)和Ag3PO4的复合材料,这种复合材料后来被用于在水溶剂中分解罗丁B (RB)合成染料。所生产的物质特征特征采用了x射线衍射技术、电子扫描与能量折射率x射线结合的微咖啡和光谱仪(FTIR)。鲍比在可见辐射下接受了辐射测试,其强度和复合复合强度的变化。我们的尸检结果显示,Ag3PO4/Hap复合材料的形成和光质降解测试表明,使用的光质和光能强度越多,降解的合成染料就越多。关键词:Ag3PO4;fotodegradasi;hidroksiapatit;rhodamin B;鲣鱼骨头
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