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PEMETAAN DAERAH BERDASARKAN JENIS USAHA UMKM DENGAN ALGORITMA K-MEANS DI JAWA BARAT Hendrik, Hendrik; Mulyana, Teady Matius Surya
JTIKA (Jurnal Teknik Informatika, Komputer dan Aplikasinya) Vol 5 No 2 (2023): September 2023
Publisher : Program Studi Teknik Informatika, Fakultas Teknik, Universitas Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29303/jtika.v5i2.223

Abstract

Usaha mikro, kecil, dan menengah (UMKM) adalah usaha ekonomi produktif yang dimiliki perorangan, dan jumlah UMKM banyak tersebar di Provinsi Jawa Barat tergolong banyak, dan terdapat banyak jenis usahanya, seperti usaha akseksoris, border, batik, mebel, dan lainnya, Oleh karena itu akan menyebabkan susahnya pemerintah untuk pengelompokan data-data pelaku usaha mikro, kecil, dan menengah. Ruang lingkup penelitian, yaitu usaha mikro, kecil dan menengah (UMKM) yang terdapat pada Provinsi Jawa Barat. Dan serta tujuan dari penelitian ini yaitu untuk mengetahui nilai k yang optimal dari dataset yang digunakan, serta mengetahui tingkat akurasi dari setiap klatser. Metode dan algoritma yang akan digunakan dalam penelitian kali ini, yaitu algortima K-means dan metode Elbow. Dari hasil penerapannya, Metode K-Means dapat mengklasterkan dataset usaha mikro, kecil, dan menengah (UMKM) di Jawa Barat dengan mendapatkan hasil cluster mulai cari C1, C2, C3, C4, C5 dengan jumlah anggota dari 3, 57, 44, 40, dan 18 anggota. Berdasarkan dari hasil pengklasteran di ketahui bahwa C1 merupakan tingkat umkm yang sedang, C2 merupakan tingkat umkm sangan rendah, C3 merupakan tingkat umkm yang rendah, C4 merupakan tingkat umkm yang tinggi, dan C5 merupakan tingkat umkm yang sangat tinggi. Hasil perhitungan dari metode elbow didapatkan nilai K optimal dari dataset yaitu 5.
Nonverbal Communication, Interpersonal Relationships, Gestures, Postures, Proxemics. Sjoraida, Diah Fatma; Nugraha, Aat Ruchiat; Guna, Bucky Wibawa Karya; Ali, Makhrus; Arifin, Andi Harmoko; Nomleni, Anton PW; Hendrik, Hendrik; Pasaribu, Daniel
eScience Humanity Journal Vol 4 No 2 (2024): eScience Humanity Journal Volume 4 Number 2 May 2024
Publisher : Asosiasi Ide Bahasa Kepri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37296/esci.v4i2.179

Abstract

This study aims to explore the role of nonverbal communication in interpersonal relationships, with a focus on gestures, postures, and proxemics (physical distance between individuals). Nonverbal communication, which includes body movements, body language, as well as the use of personal space, has a significant impact on the understanding and dynamics of relationships between individuals. The study uses observation and in-depth interview methods to identify patterns of nonverbal communication in daily interactions. The results showed that gestures, postures, and proxemics can affect the way people respond to and understand each other, thereby strengthening or weakening interpersonal relationships. This research contributes to a deeper understanding of the importance of nonverbal elements in building effective and harmonious communication in various social contexts.
PERBANDINGAN METODE OPTIMASI PENENTUAN SENTROID AWAL PADA ALGORITMA K-MEANS MENGGUNAKAN ELBOW PSO DAN SSE Muhamad Rodi; Hendrik, Hendrik; Amir Bagja; M Nurul Wathani; Zaenul Amri
Jurnal Informatika Teknologi dan Sains (Jinteks) Vol 6 No 4 (2024): EDISI 22
Publisher : Program Studi Informatika Universitas Teknologi Sumbawa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51401/jinteks.v6i4.4803

Abstract

The increasing volume and complexity of data present challenges in big data processing, particularly in manually identifying data patterns and relationships. In data mining, clustering methods such as the K-Means algorithm are widely used to group data based on similar characteristics. However, K-Means’ reliance on random initial centroid selection can yield suboptimal clustering results. This study aims to compare the evaluation results and iteration time of three optimization methods—Elbow, Particle Swarm Optimization (PSO), and Sum of Square Error (SSE)—on the K-Means algorithm. The dataset used is the Online Retail II dataset from the UCI Machine Learning Repository. The Davies-Bouldin Index (DBI) method is used as an evaluation tool to assess the validity of the formed clusters. Based on the analysis results, the Elbow and SSE optimization methods achieved a DBI score of 0.8500 with faster iteration times compared to PSO. Meanwhile, the PSO method provided the best DBI score of 0.7376, although it required significantly longer iteration time. The results of this study are expected to serve as a reference for selecting an appropriate optimization method for the K-Means algorithm based on time requirements and clustering evaluation outcomes.
FEASIBILITY ANALYSIS OF SHRIMP PASTE PROCESSING BUSINESS IN TANJUNG PASIR VILLAGE, TANAH MERAH SUB-DISTRICT, INDRAGIRI HILIR REGENCY, RIAU PROVINCE Afandy, Muhammad; Arief, Hazmi; Hendrik, Hendrik
Asian Journal of Aquatic Sciences Vol. 7 No. 3 (2024): December
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat Universitas Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31258/ajoas.7.3.366-373

Abstract

The fishery product processing industry has become an important economic sector, especially in maritime countries like Indonesia. One processing business with great potential in Indonesia is rebon shrimp paste. The shrimp paste processing business has developed in Tanjung Pasir Village. The processor can produce shrimp paste with ±1,500kg/month of raw materials. This study aims to calculate the total investment, revenue, and profit and analyze the feasibility of the shrimp paste processing business in Tanjung Pasir Village. The survey method was used, and interviews were conducted with ten shrimp paste processing business owners. Data analysis used is an investment, revenue, profit, and business feasibility with Revenue Cost Ratio (RCR), Payback Period of Capital (PPC), and Financial Rate of Return (FRR) criteria. The results showed that the total investment of the shrimp paste processing business using a 6-bag corrugated net amounted to IDR 62,161,000, 3 bags to IDR 51,452,300, and two bags to IDR 48,028,750. Using a 6-bag corrugated net, gross revenue per year amounted to IDR 133,605,000, three bags to IDR 96,063,600, and 2 bags to IDR 72,206,250. Profit per year using a 6-bag corrugated net is IDR60,735,500, 3-bag is IDR 39,751,650, and 2-bag is IDR25,669,250. The RCR value of a shrimp paste processing business using a 6-bag corrugated net is 1.8, 3-bag is 1.7, and 2-bag is 1.6. PPC value for the 6-bag corrugated net for 1 year, 3-bag for 1 year, 4 months, and 2-bag for 1 year, 11 months. The FRR value for 6-bag corrugated net is 97.71%, 3-bag 77.26% and 2-bag 53.45%.
SUSTAINABILITY OF VANAME SHRIMP (Litopenaeus vannamei) FARMING IN BANTAN DISTRICT BENGKALIS REGENCY, RIAU Hutasuhut, Wilda Rizkiyah; Hendrik, Hendrik; Arief, Hazmi
Asian Journal of Aquatic Sciences Vol. 7 No. 3 (2024): December
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat Universitas Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31258/ajoas.7.3.412-421

Abstract

Bantan district is one of the districts on the coast of Bengkalis Regency, which has great potential to contribute to vaname shrimp production through intensive technology pond-based farming activities. This study aims to assess the sustainability status of vaname shrimp farming in the Bantan District. The data processing and data analysis were performed using Multi-Dimensional Scaling (MDS); the ordination process is performed using the ordination technique called Rapid Appraisal for Shrimp Farm (Rap-SF), which is a modification of Rap-FISH Rapid Appraisal for fisheries (Rapfish) using five dimensions namely ecological, economic, social, institutional, and technological. The research results show the sustainability index of the ecological dimension with a value of 47.27 (less sustainable), the economic dimension with a value of 59.55 (quite sustainable), the social dimension 52.88 (quite sustainable), the institutional dimension 47.10 (less sustainable) and the technological dimension 63.35 (quite sustainable). Technological and economic dimensions have a considerable influence on the sustainability of vaname shrimp farming in the Bantan District
ANALYSIS OF STRIPED CATFISH (Pangasianodon hypophthalmus) HATCHERY BUSINESS AT THE TUNAS MUDA FISH FARM PEOPLE'S HATCHERY UNIT IN KUOK DISTRICT KAMPAR REGENCY RIAU PROVINCE Rahmaditullah, Rahmaditullah; Hendrik, Hendrik; Zulkarnaini, Zulkarnaini
Asian Journal of Aquatic Sciences Vol. 5 No. 3 (2022): December
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat Universitas Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31258/

Abstract

Kampar Regency is one of the largest producers of catfish cultivation in Riau Province, where in 2020 the total production can reach 32,401 tons. The catfish cultivation business has the largest increase every year compared to other fish farming businesses, thereby increasing the demand for catfish seeds from the people's hatchery business (UPR). UPR Tunas Muda Fish Farm is a striped catfish hatchery located in Kuok District, Kampar Regency, Riau Province. This hatchery business needs to be developed for its business in order to increase production yields even more. To develop this business, it is necessary to first know the feasibility level of the business. This research can be used as a study to determine the feasibility level of this hatchery business by analyzing an investment, profits, and Calculation of Revenue Cost of Ratio (RCR), Financial Rate of Return (FRR), and Payback Period of Capital (PPC). This research was conducted on 23 May – 05 June 2021 at UPR Tunas Muda Fish Farm. The method used in this research is the case study method. Respondents taken in this study were owners and all workers. The results showed that the total investment invested in this hatchery business was Rp.291.170.000. The annual profit earned is Rp.142.654.000. The RCR value obtained is 1.4, the FRR value obtained is 49%, and the PPC value obtained is 17 production periods or 2.1 years.
ANALYSIS OF PRODUCTION AND INCOME OF CATFISH SALI BUSINESS IN KOTO MASJID VILLAGE, KAMPAR REGENCY RIAU PROVINCE Hendrik, Hendrik
Asian Journal of Aquatic Sciences Vol. 5 No. 2 (2022): August
Publisher : Lembaga Penelitian dan Pengabdian Kepada Masyarakat Universitas Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31258/

Abstract

Catfish is one of the freshwater fish commodities that has fast growth and has high economic value. This fish is consumed in both fresh and processed form, where one of the processed fish that is in high demand is catfish sali. This research was conducted in Koto Masjid Village in December 2021. The purpose of the study was to determine the production, income and profits of the catfish sale business. The method used in this study is a survey method, data analysis is carried out by analyzing income and profits. Respondents in the study were catfish sali entrepreneurs, catfish cultivators, traders and community members who helped the broiler business. The results showed that the production of catfish sali has increased every year where in 2020 it increased by 3.64% compared to the previous year and in 2021 it increased by 32.4%. This situation causes the income and profits received by the catfish sali entrepreneurs to continue to increase along with the increase in the amount of production. The increase in profits was due to the increasing number of production while production costs did not increase.
Pendampingan Masyarakat dalam Pemanfaatan Nipah (Nypa spp) di Kabupaten Indragiri Hilir Provinsi Riau Bathara, Lamun; Nugroho, Firman; Hendrik, Hendrik; Nasution, Tio Affandi; Kornita, Sri Endang; Isbah, Ufira
Journal of Rural and Urban Community Empowerment Vol. 6 No. 1 (2024): Oktober
Publisher : Fakultas Perikanan dan Kelautan Universitas Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31258/jruce.6.1.78-84

Abstract

Pengabdian pada masyarakat ini dilaksanakan pada tahun 2024 di Kabupaten Indragiri Hilir dengan tujuan memberikan pemahaman tentang potensi dan manfaat nipah serta membentuk atau memperkuat kelompok usaha berbasis nipah. Pelaksanan dan metode yaitu pembukaan, pembahasan terkait pemanfaatan nipah, tanya jawab, feedback dan penutup. Hasil yang diperoleh dari kegiatan yang dilakukan adalah Kabupaten Indragiri Hilir memiliki lahan rawa-rawa yang sangat sesuai untuk pengembangan tanaman nipah. Nipah sudah lama dimanfaatkan oleh masyarakat setempat, terutama untuk bahan bangunan, anyaman, dan pangan. Namun, pemanfaatan nipah masih bersifat tradisional dan belum optimal. Kegiatan pendampingan masyarakat dilakukan untuk meningkatkan pengetahuan dan keterampilan dalam budidaya, pengolahan, dan juga pemasaran produk nipah. Pelatihan dan demonstrasi praktik diberikan terkait karakteristik dan ekologi nipah, bagian-bagian nipah yang dapat dimanfaatkan, potensi industri nipah, teknik budidaya dan pengelolaan nipah, tantangan dan kendala, aspek sosial-ekonomi, dan inovasi dan teknologi. Secara keseluruhan dapat disimpulkan bahwa kegiatan pendampingan masyarakat memberikan dampak positif dalam peningkatan pemanfaatan nipah secara optimal dan berkelanjutan di Kabupaten Indragiri Hilir, Provinsi Riau.
Analysis of Supply Chain Pattern and Added Value of Processed Catfish (Clarias sp) Agroindustry in Hangtuah Village, Perhentian Raja Sub District, Kampar Regency, Riau Province Silaban, Yunita Feronika Br.; Hendrik, Hendrik; Yolandika, Clara
Jurnal Perikanan dan Kelautan Vol. 29 No. 2 (2024): June
Publisher : Faculty of Fisheries and Marine, Universitas Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31258/jpk.29.2.204-210

Abstract

Hangtuah Village is known as "Kampung Lele"; one of the business actors who run the catfish processing business is the Mina Sejahtera Group. This research was conducted in October 2023 in Hangtuah Village, Perhentian Raja District, Kampar Regency, Riau Province. This research aims to identify the supply chain pattern for catfish crackers and analyze the added value of catfish crackers in the Mina Sejahtera Group. The research method uses a survey method, and data is analyzed qualitatively and quantitatively. The research results show that the supply chain actors consist of partner farmers as suppliers of raw materials for catfish, the Mina Sejahtera Group as business actors and processors of catfish crackers, and consumers as buyers. Supply chain flows include product flows, financial flows, and information flows. The condition of the supply chain for catfish crackers in Hangtuah Village is based on the Food Supply Chain Network (FSCN) approach, which is seen from the supply chain targets, supply chain structure, supply chain entities, supply chain management, supply chain resources, and supply chain business processes that have been integrated with Good. The added value of processing catfish crackers is IDR 11.600/kg with a value-added ratio of 45,3%. The average profit given in the catfish processing process is IDR 5.600/kg or 48,2% of the product's added value, meaning that every kilogram of fresh catfish raw material processed can provide a profit of IDR 5,600/kg in added value.
Analysis of the Floating Net Cage Business for Tilapia (Oreochromis niloticus) at Lake Maninjau Nagari Tanjung Sani, Tanjung Raya District, West Sumatra Province Harahap, Stepandi; Hendrik, Hendrik; Yanti, Chicka Willy
Jurnal Perikanan dan Kelautan Vol. 29 No. 2 (2024): June
Publisher : Faculty of Fisheries and Marine, Universitas Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31258/jpk.29.2.217-221

Abstract

Lake Maninjau has been developed with the floating net cage (KJA) system for aquaculture. In 2020, the number of KJA decreased by 0,03%, but in 2021, the number of KJA increased by 9,5%; this shows that the cultivator community still maintains the tilapia KJA business. This situation makes the author want to know the investment amount, income, and business. This situation makes the author want to know the investment amount, income, and business feasibility. The method used was a survey, while the respondents were determined deliberately on five KJA cultivators with ten bags and five KJA cultivators with 20 bags. The results showed that the KJA with ten bags had an investment of IDR 626,864,000, an IDR 825,600,000/year income, and an IDR 227,346,334/ year profit. Meanwhile, KJA has 20 bag units, an investment of IDR 1,276,100,000, an income of IDR 1,684,800,000/year, and IDR 490,695,668/ year. Based on the analysis results, the investment criteria were obtained for KJA with 10 RCR bag units (1.38), FRR (36.26), PPC (2.76) and for KJA with 20 RCR bag units (1.41), FRR (38, 45), PPC (2.60). The calculation of the RCR is more than 1, the FRR is greater than the BRI bank interest rate of 6.4%, the PPC is less than the maximum time required, and the economic life of the equipment used for the tilapia KJA business is two years and seven months, then the KJA fish business tilapia worth to run.
Co-Authors AA Sudharmawan, AA Aat Ruchiat Nugraha Abdul Aziz Aco Tang Afandy, Muhammad Agung Imaduddin, Agung Ahmad, Hasnia Ajizah, Nur Akbar, Ari Yustisia Alfitri Alfitri Ali, Makhrus Amalia, Inda Amelia Atika Amir Bagja Andi Harmoko Arifin Andika Widya Pramono Andoko, Dewanto Andry Stepahnie Titing Anshoriyah, Sofiyatul Anton PW Nomleni Ardiansyah, Rio Ardiyan Saptawan Arpandjam'an arpandjam'an, arpandjam'an Arpandjaman, Arpandjaman Asmita Christiany Kombong Auliah, Rezki Aulizar Arfan Awan Santosa Baso Intang Sappaile, Baso Intang Bayu Herdianto Cahyono, Andhik Budi Cahyono, Andhik Budi Chicka Willy Yanti Cintia Marendeng, Olivia Ciptasari, Nurhayati Indah Clara Yolandika Daniel Pasaribu Deglas, Welly Deni Ahmad Jakaria Desak Eka Susanawati Diah Fatma Sjoraida Diah Isnaini Asiati Dimas Fajar Imanto Durahim, Darwis Elfrida Ratnawati Eliza, Detha Fadhlan Failusuf Salam Fareski, Fahri Febriana, Eni Fernando, Putri Deniya Firman Nugroho Fitri Kumalasari, Fitri Fredy Saputra, M. Khalid Galuh Hartinah Gazali Lembah Guna, Bucky Wibawa Karya Hakim, Supartina Hanif Hanif Harahap, Stepandi Hasbiah Hasbiah, Hasbiah Hastiani Haulah, Suci Hazmi, Arief Heri Nugraha Hermawan, Asep Dadan Hery Widijanto Hutasuhut, Wilda Rizkiyah Ilwandri, Ilwandri Insani, Fahrul Irving Vitra Paputungan Irwan Novianto Islam, Fahrul Isro’iyah, Latifatul Izzeti, Nadira Juli Jamnasi Juniati Juniati Junita Fabanjo, Ivonne Kalemben, Estevani Khaeril, Khaeril Lamun Bathara Lexy Kareba Liliana Puspa Sari Lunatri, Andi M. Nurul Wathani Madehang, Madehang Mahdi, Nurzakia Malau, Ira Mawar Marchelina Rante Mardiana Panggabean, Ellis Marini, Roberth Ruland Martin Martin Ma’arif, Ahmad Fahruddin Meidina, Indira Millati, Rida' Milliana Moh Tahhir Moningkey, Shirley Moureen, Moureen Muhamad Stiadi Munthe, Desi Natalia Nasution, Tio Afandi Nasution, Tio Affandi Nengyanti Nengyanti, Nengyanti Niar Astaginy Niluh Desy Purnamasari Nono Darsono, Nono Novi Andriati Novi Wahyu Hidayati Nur Hidayati Nur Kholis Nur Kholis Nurhayati Usman NURUL ANNISA Pakpahan, emma martina Pararuk, Ririn Lestari Parmi, Parmi Prasetyo, Agus Budi priandana, eka rakhman Pristi Sahida, Adelia Octora Putri Anggraeni R. Teduh Dirgahayu Rahmad Subekti Rahmaditullah, Rahmaditullah Ramba , Yonathan Ramba, Yonathan Rara' Damba, Mitra Ridar Hendri Rismawati, Dea Rizki, Hafizri Deni Rizky, Hafizri Deni RR. Ella Evrita Hestiandari Safuan Safuan Salsabila Purnamasari Santosa, Tomi Apra Sarania, Laura Satrio Herbirowo, Satrio Sefrin Siang Tangkearung Setiaji, Hari Shafira Syakhnur Silaban, Yunita Feronika Br. Silitonga, Rahmi Julita Hotmaria Br. Silitubun, Evaristus Sitorus, Jenti Sjroida, Diah Fatma Soeryani, R Wianti Soesaptri Oediyani Sri Endang Kornita SRI RAHAYU Sudibio, Sudibio sudirman palaloi Sudirman Sudirman Sugiarti, Viki Sumanik, Ermi Dikta Supirno, Supirno Susanna Vonny N. Rante Sutrisnawati, Ika Suwardiman, Suwardiman Suwarno, Tri Syahid, Adi Noer Tadius Tamba, Orita Nadia Tamba, Wilton Teady Matius Surya Mulyana, Teady Matius Teduh Dirgahayu Teduh Dirgahayu Tince Sofyani Tititing, Andri Stepahnie Tongam E Panggabean Topanus Tulak Tulak, Harmelia Ufira Isbah Ulfa Amalia Nur Fatimah Unggul Priyadi Utami, Kurniati Dwi Utami, Lusia Savitri Setyo Veli Sungono Waani, Marciano Antaricksawan Wahyu Mayangsari Windarsyah Windarsyah Wisran Wiwik Handayani Yanti Andriani, Neneng Yeoh, Rudiyo Yudomustafa, Fakhruddin Yulianda, Eni Yuslinda, Yuslinda Zaenul Amri Zulkarnain Zulkarnain