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Journal : JOINT (Journal of Information Technology

Applying Transfer Learning ResNet-50 for Tracking and Classification of A Coral Reef in Development The Mobile Application with Scrum Framework Indriani
Journal of Information Technology Vol 4 No 2 (2022): JOINT (Journal of Information Technology)
Publisher : LPPM STMIK AMIK BANDUNG

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47292/joint.v4i2.90

Abstract

A Coral Reef has an important role in keeping a balanced ecosystem in the ocean. This research aims to develop a mobile application to track and classify to identify Coral Reefs with a presentation of information names of species, the type of classification of coral (hard or soft coral), accuracy, and area distribution that has been recorded before in certain areas. This research, utilized Flutter for deploying a mobile application, Deep Learning of Transfer Learning (TL) ResNet-50 for the classification of Coral Reefs, and the Google Cloud Platform used to deploy Rest API and deploy model TL ResNet-50 has been created, then the MongoDB database for storing data of the Coral Reef. A species of Coral Reef that could be classified to identify i.e. Acropora Clathrata, Acropora Florida, Cyphastrea Microphthalma, Diploastrea Heliopora, and Pachyseris Speciosa. A total dataset of a Coral Reef has 2197 images and is trained with TL ResNet-50 and it has resulted in an accuracy of 0.9594 or 96% for the classification of Corel Reef. We used the Scrum framework to produce a product in a short time and assist to manage process application development.
RANCANG BANGUN APLIKASI SISTEM PANTAU GULA DARAH DIABETES Indriani
Journal of Information Technology Vol 5 No 1 (2023): JOINT (Journal of Information Technology)
Publisher : LPPM STMIK AMIK BANDUNG

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Technology has a very important role in various fields, one of which is in the medical field. the use of technology in the medical field can be used to assist in the management of patient administration data up to medical examinations of patients related to medical data. Cases of diseases that require management of medical data on a routine scale, namely Diabetes Mellitus (DM). According to the International Diabetes Federation (IDF) Data Atlas for 2021, Indonesia is ranked 5th with the largest number of diabetics in the world by showing an increase in the number of sufferers almost doubling in the past two years, namely 19.46 million cases [1]. With this large number of cases, the management of Diabetes Mellitus (DM) is needed in patients regularly. Because the fundamental thing in the management of DM, especially type 2 DM is a change in lifestyle, including a good diet and regular exercise. The individual's ability to manage daily life, control, and reduce the impact of the disease suffered by patients is known as self-management. The main objective of the DM monitoring system in the management of DM is to regulate glucose levels within normal limits to reduce symptoms and prevent complications that occur in people with DM. The research method used in the development of this self-management application is the Scrum method. The research results obtained are an information system to monitor diabetes blood sugar that makes it easier for diabetics to monitor their health independently.
Co-Authors A Halim A. Hardiyanti A.Anggriani Abdillah, Muhammad Helmy Adi Purnama Agoes Dariyo AGUS RIYANTO Ahmad Ridhay Aini Auliana Amar Alim, Bahrul Aliyya Intan Misyilla Amelia Putri AMINULLAH Andi Dody May Putra Agustang Andi Ima Kesuma Andi Indriani Ibrahim Andriany, Anissa Rizky Angelika, Fransiska Angelita, Simthia Anggraeni. M, Andi Sri Dewi Aprilia Asri Arif Firmansyah Arimbi Arwin Arwin Rawin Arwin Sanjaya Atep Aulia Rahman Azizah Bagus Alit Prasetyo Baihaqi, M. 'Azizan 'Azmani Bella Patricia Candimadam Cheesa Priscilla Ronald Danial Debi Setiawan Diah Nadiatul Jannah DIAN LESTARI Dika Rizki Imania Dwiana, Nidia Nur Ega Via Ambarwati Erwin Abdul Rahim Esa Fauzi Eunike Polii Feriyanti, Yang Gusti Firmansyah Fitriah, Reski Giola, Sri Yulan Hajrah Halimah Tussadia Hanadiva Nauvalina Hasrun, Khusnul Khatimah Hasyim Herlina Heryahya, Andang Hidayati, Ririn Wahyu Hudayah Sulaiman Husain Sosidi Indah Fitriani Indriani, Kasil Sri Intan Islamia Ishwahyudi, Herry Joselyn Tiofanny Jufri Juraid Abdul Latief Khairuddin Khairuddin Khusnul Khatimah Hasrun Kusramdani, Rizky Kusumaningrum, Hesti Kyswantoro, Yunita Firdha Lasulika, Anita Lesbatta, Kezia Josawel Liana, Wendy Linawati, Sri Lestari Lukman Arsyad M.Richar Valentino Hermawan Mahendra Kurniawan Manurung Mahfud Gamar Mahfud, Chairul Rusyd Mahmud, Usamah Masliyana May putra Agustang, Andi Dody Mayalisa Diantamaela Meliana Sari Pasaribu Misnah Misnah Moh. Mirzan Mohi, Sri Yulin Muh Rijal, Muh Muhammad Afandi Muhammad Ali Jafar Muhammad Ansar, Muhammad Muhammad Ardiansyah Muhammad Ardiansyah Muhammad Billy Muhammad Nur Muhammad Obie Muis, Nurhasni Muliati Munandar, Teguh Aris Munirah Naima Najma, Siti Nantika Indah Sari Noordianty, Andina Syita Nor Faizah Kaeni1 Nov Irmawati Inda Novita Suadi Nur, Raybian Nurakhirawati Nurhidayah Nurlaela, Raden Siti Nurlaeli Nurul Fadilah Aswar Nusryam, Nursyam Prasetya, Yosef Lucy Dwi Rachman Saleh Rahmat Lapaduai Rahmawati, Linda Rahmina, Faza Alya Ramlawati Rasak, Muh. Sarib Abdul Rauzatul Umaina Ricardo Valentino Latuheru Ridha Ramana Risman, Kadar Risna Riza Vurnama Saharuddin Sahu, Fahmi Mahnularha Sahu, Rati Julianti Savitri, Mersya Nurina Seny mahara Seran, Ary Setiawan Shanty Sisrianti Imban Sitti Nur Halizah Sofia Solfiyeni Solfiyeni Sri Lestari Linawati St Junaeda Suhana Saputra, FAJAR Sunargo Suriyanti Suryadinata, Ningrum Syabilla Putri Atmawijaya Syahbudin Adam Syilfi Tatiana, Natiella Diva Torro, Supriadi Tumaruk, Andry Septian Syahputra Ujang Candra Irawan Umaya, Rahmi Veni Fatmawati Virginia, Alfanny Wa Windiyani Baharudin Widayanti, Erina Wisnu Sinar Pratama Yanti, Dewi Yuni Maulana Yurnaliza, Yurnaliza Yusman Yusniyanti Zubaida Rohmawati Zulistiawati, Fauziah