Text Mining Based Process Identification and Business Process Mapping from Job Description Documents

• Autorzy: Rika Yunitarini , Muhamad Afif Effindi
• Języki publikacji: EN

Abstrakty

EN

Indonesia is widely known as a country with rich biodiversity. Medicinal plants that thrive in Indonesia are utilized as traditional medicine locally known as "jamu". One of the islands famous for jamu production is Madura Island. As a well-known jamu producer, Madura Island are facing problems related to jamu production. Procurement of medicinal plants is not well controlled. There are no reports of spices procurement and production. When there is an increase in demand or sale of certain jamu, the stock of jamu is commonly inadequate/insufficient This may result in order cancellation. The solution to this problem is to create a production forecasting information system by using single exponential smoothing. The data used is a weekly report on the number of sales of 3 types of jamu from August to October 2024. Mean Absolute Percentage Error (MAPE) testing using an alpha value of 0.1 to 0.9 resulted in "high" accuracy and the forecasted values were close to the actual data values. (original abstract)

Słowa kluczowe

EN

Production of medicines; Forecasting methods; Information system

PL

Produkcja leków; Metody prognozowania; System informacyjny

• Czasopismo: Management and Production Engineering Review
• Rocznik: 2024
• Tom: 15
• Numer: nr 1
• Strony: 90--99

Twórcy

autor

Rika Yunitarini

• University of Trunojoyo Madura, Indonesia

autor

Muhamad Afif Effindi

• University of Trunojoyo Madura, Indonesia

Bibliografia

• Abidin, Z., Indriani, N. (2024). Jamu Herbal untuk Meningkatkan Imunitas Tubuh di Masa Pandemi Covid-19. Jurnal Pembelajaran Pemberdayaan Masyarakat (JP2M), 2(2), 106-110.
• Afendi, F.M., Ono, N., Nakamura, Y., Nakamura, K., Darusman, L.K., Kibinge, N., Kanaya, S. (2013). Data mining methods for omics and knowledge of crude medicinal plants toward big data biology. Computational and Structural Biotechnology Journal, 4(5), e201301010.
• Amalia, F.A., Aprianingsih, A. (2017). Business model of jamu as Indonesian traditional herbal medicine in new economy. The Asian Journal of Technology Management, 10(1), 19.
• Anggoro, D., Wulandari, W. (2019). Forecasting Demand Dengan Metode Single Exponential Smoothing Untuk Analisa Jumlah Penjualan Obat Ternak. Simposium Nasional Ilmiah & Call for Paper Unindra (Simponi), 1(1).
• Arifin, Z., Yuliawati, F., Syafrawi, F.N.U. (2016). IbM home industri jamu tradisional Madura untuk meningkatkan daya saing di Kabupaten Pamekasan. JDinamika: Jurnal Pengabdian Masyarakat, 1(2), 92-102.
• Chaerunnisa, N., Momon, A. (2024). Perbandingan Metode Single Exponential Smoothing Dan Moving Average Pada Peramalan Penjualan Produk. Jurnal Rekayasa Sistem Industri, J. Rekayasa Sist. Ind., 6(2), 101-106.
• Chatfield, K., Salehi, B., Sharifi-Rad, J., Afshar, L. (2018). Applying an ethical framework to herbal medicine. Evidence-based Complementary and Alternative Medicine, 2018.
• Dar, R.A., Shahnawaz, M., Qazi, P.H. (2017). General overview of medicinal plants: A review. The Journal of Phytopharmacology, 6(6), 349-351.
• de Oliveira, E.M., Oliveira, F.L.C. (2018). Forecasting mid-long term electric energy consumption through bagging ARIMA and exponential smoothing methods. Energy, 144, 776-788.
• Dharmawan, A., Aji, G.G. (2018). Madurese cultural communication approach. In Journal of Physics: Conference Series (Vol. 953, No. 1, p. 012195). IOP Publishing.
• Fuji, N. (2020). Manfaat Empon-Empon untuk Kesehatan, Tingkatkan Imunitas Tubuh.
• Gunawan, R., Mustofa, K. (2017). Finding Knowledge from Indonesian Traditional Medicine using Semantic Web Rule Language. International Journal of Electrical & Computer Engineering (2088-8708), 7(6).
• Gustriansyah, R., Suhandi, N., Antony, F., Sanmorino, A. (2019, March). Single exponential smoothing method to predict sales multiple products. In Journal of Physics: Conference Series (Vol. 1175, No. 1, p. 012036). IOP Publishing.
• Hidayat, K. (2018). Modeling Information System for Agroindustry of Jamu Madura. Teknika: Engineering and Sains Journal, 2(1), 47-52.
• Ikawati, Y. (2018). Strategi Pemasaran Produk Jamu pada Perusahaan Jamu Bisma Sehat Kabupaten Sukoharjo.
• Karamina, H., Supriyadi, S., Yasin, D.D.F., Kamhar, M.Y., Astuti, F.K. (2020). Pemanfaatan dan Penanaman Tanaman Obat Keluarga (TOGA) Menuju Keluarga Sehat Pada Ibu Pemberdayaan Kesejahteraan Keluarga (PKK). Jurnal Inovasi Hasil Pengabdian Masyarakat (JIPEMAS), 3(2), 120-127.
• Kemenperin (2015). Kemenperin Optimis Industri Jamu Tembus Proteksi Ekspor. 27 Mei 2024, https://kemenperin.go.id/artikel/12152/Kemenperin.
• La Fua, J. (2020). Jahe Peningkat Sistem Imun Tubuh di Era Pandemi Covid-19 di Kelurahan Kadia Kota Kendari: Ginger Improves the Body's Immune System During a Pandemic Covid-19 in a Village in Kendara City. Jurnal Mandala Pengabdian Masyarakat, 1(2), 54-61.
• Liem, A., Rahmawati, K.D. (2017). The meaning of complementary, alternative and traditional medicine among the Indonesian psychology community: A pilot study. Journal of integrative medicine, 15(4), 288-294.
• Lusiana, A., Yuliarty, P. (2020). Penerapan Metode Peramalan (Forecasting) pada Permintaan Atap di PT X. Industri Inovatif: Jurnal Teknik Industri, 10(1), 11-20.
• Makridakis, S., Wheelwright, S.C., McGee, V.E. (1999). Metode dan Aplikasi Peramalan Edisi Kedua Jilid Satu.
• Margarethy, I., Yahya, Y., Salim, M. (2019). Kearifan lokal dalam pemanfaatan tumbuhan untuk mengatasi malaria oleh pengobat tradisional di Sumatera Selatan. Journal of Health Epidemiology and Communicable Diseases, 5(2), 40-48.
• Nazim, A., Afthanorhan, A. (2014). A comparison between single exponential smoothing (SES), double exponential smoothing (DES), holt's (brown) and adaptive response rate exponential smoothing (ARRES) techniques in forecasting Malaysia population. Global Journal of Mathematical Analysis, 2(4), 276-280.
• Ostertagová, E., (2011). Modelling of Mechanical and Mechatronic systems,Technical University of Košice, Faculty of Electrical Engineering and Informatics, Department of Mathematics and Theoretical Informatics, Nemcovej 32, 042 00 Košice, Slovak republic.
• Pan, S.Y., Zhou, S.F., Gao, S.H., Yu, Z.L., Zhang, S.F., Tang, M.K., Ko, K.M. (2013). New perspectives on how to discover drugs from herbal medicines: CAM's outstanding contribution to modern therapeutics. Evidence-Based Complementary and Alternative Medicine, 2013.
• Pertiwi, R., Notriawan, D., Wibowo, R.H. (2020). Pemanfaatan tanaman obat keluarga (toga) meningkatkan imunitas tubuh sebagai pencegahan covid-19. Dharma Raflesia: Jurnal Ilmiah Pengembangan Dan Penerapan IPTEKS, 18(2), 110-118.
• Prabhakaran, D., Jeemon, P., Roy, A. (2016). Cardiovascular diseases in India: current epidemiology and future directions. Circulation, 133(16), 1605-1620.
• Purwanti, E., Mahmudati, N., Faradila, S.F., Fauzi, A. (2020, April). Utilization of plants as traditional medicine for various diseases: Ethnobotany study in Sumenep, Indonesia. In AIP Conference Proceedings, 2231(1).
• Riswan, S., Sangat-Roemantyo, H. (2002). Jamu as traditional medicine in Java, Indonesia. South Pacific Study, 23(1), 1-10.
• Rodrigues, E., Barnes, J. (2013). Pharmacovigilance of herbal medicines: the potential contributions of ethnobotanical and ethnopharmacological studies. Drug safety, 36, 1-12.
• Rohaniyah, J. (2016). The Study of Madurese Social Dialect. Wacana Didaktika, 4(2), 102-107.
• Royhan, A., Rum, M. (2022). Analisis nilai tambah dan business model canvas UKM Jamu Madura (Studi kasus UKM Al-Manshurien Kamal, Bangkalan). Agriscience, 3(2), 443-461.
• Satriyati, E. (2017). Menjaga tradisi minum jamu Madura dengan penyampaian pesan interpersonal kesehatan antara peramu dan pengguna. DIMENSI-Journal of Sociology, 10(2).
• Sumarni, W., Sudarmin, S., Sumarti, S.S. (2019, October). The scientification of jamu: a study of Indonesian's traditional medicine. In Journal of Physics: Conference Series, 1321(3), 032057. IOP Publishing.
• Susanto, B., Situmorang, H.Y., Virginia, G. (2019, March). RDFS-based information representation of Indonesian traditional jamu. In Lecture Notes in Engineering and Computer Science: Proceedings of The International MultiConference of Engineers and Computer Scientists, 13-15.
• Wahidah, B.F. (2013). Etnobotani Tumbuhan Obat yang Dimanfaatkan oleh Masyarakat Kecamatan Tompobulu Kabupaten Gowa Sulawesi Selatan [UIN Alauddin].
• Walonoski, J., Scanlon, R., Dowling, C., Hyland, M., Ettema, R., Posnack, S. (2018). Validation and testing of fast healthcare interoperability resources standards compliance: Data analysis. JMIR Medical Informatics, 6(4), e10870.
• Widyawaruyanti, A., Zaidi, S.F.H., Awale, S., Kadota, S. (2007). Traditional medicine of Madura island in Indonesia. Journal of traditional medicines, 24(3), 90-103.
• Woerdenbag, H.J., Kayser, O. (2014). Jamu: Indonesian traditional herbal medicine towards rational phytopharmacological use. Journal of herbal medicine, 4(2), 51-73.
• Yang, D.H., Kang, J.H., Park, Y.B., Park, Y.J., Oh, H.S., Kim, S.B. (2013). Association rule mining and network analysis in oriental medicine. PLOS one, 8(3), e59241.
• Zhao, X., Li, X., Yang, W., Feng, Q., Zhou, Y., Wang, Q. (2018). Primary health information standard system based on semantic interoperability. BMC medical informatics and decision making, 18(5), 119-127.

Identyfikatory

DOI

10.24425/mper.2024.149992