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Improving Adaptive Learning Rate With Backpropogation on Retail Rice Price Prediction in Traditional Markets Erwin Binsar Hamonangan Ompusunggu; Solikhun Solikhun; Iin Parlina; Sumarno Sumarno; Indra Gunawan
IJISTECH (International Journal of Information System and Technology) Vol 3, No 1 (2019): November
Publisher : Sekolah Tinggi Ilmu Komputer (STIKOM) Tunas Bangsa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30645/ijistech.v3i1.26

Abstract

Rice is the most important staple food and carbohydrate food in the world especially people in Indonesia. This study aims to predict the retail price of rice in traditional markets using backpropogation by improvising Adaptive Learning Rate to increase the value of accuracy. Data sources were obtained from the Central Statistics Agency (BPS) in 33 provinces in Indonesia for the retail price of rice in the traditional market (Rupiah / kg) for the past 6 years (2011-2016). The results of the study state that the improvised learning rate uses 2 models: 2-10-1 and 2-15-1 (LR= 0,1; 0,5; 0,9) that the best architectural models are 4-15-1 (LR= 0.9) with an accuracy of 82%, Training MSE 0,000999936, Testing MSE 0.016051433 and Epoch 20515. The results of this study are expected to provide input to the government in providing input on predictions of retail rice prices that have an impact on the stability of rice prices in Indonesia.
Pemberian Saran Untuk Mencari Kosakata Menggunakan Algoritma Brute Force Dan Steganografi Indra Gunawan; Sumarno Sumarno; Heru Satria Tambunan; Abdi Rahim Damanik
JUPITER (Jurnal Penelitian Ilmu dan Teknologi Komputer) Vol 13 No 2 (2021): JUPITER Edisi Oktober 2021
Publisher : Teknik Komputer Politeknik Negeri Sriwijaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.5281/3776.jupiter.2021.10

Abstract

Searching data in the computer system by using the data search tool can make it easier for users to search for data and information. In order to make it easier for users to search for data and information, it is necessary to modify and implement several algorithms or methods to provide additional features by providing vocabulary suggestions by matching strings that can be an alternative to the search for data and information. Brute force algorithm has a way of performing string searches by randomly searching from each string to find a matching string and which will be used to perform a data search, while the steganography algorithm has a way of working to insert objects, be it in the form of characters or images. Combining the two algorithms and combining each of its performance advantages, so as to provide suggestions in the process of searching for data and information through data search. The result is brute force algorithm will search the data by shifting from each string, so in doing the data search will take a short time while the steganography algorithm performs the storage of data that has been done matching in the process of searching for data that aims to search the next data.
Kombinasi Algoritma Caesar Cipher dan Algoritma RSA untuk pengamanan File Dokumen dan Pesan Teks Indra Gunawan
InfoTekJar : Jurnal Nasional Informatika dan Teknologi Jaringan Vol 2, No 2 (2018): InfoTekJar Maret
Publisher : Universitas Islam Sumatera Utara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30743/infotekjar.v2i2.266

Abstract

Pada saat sekarang ini, kemajuan teknologi dibidang ilmu komputer dan telekomunikasi sangatlah berkembang dan maju dengan pesat. Pengamanan data merupakan hal yang sangat penting untuk menjaga isi data yang penting dari pihak-pihak yang dapat merugikan dengan cara merusak data-data penting dari pemilik data. Dengan meningkatkan keamanan data menggunakan kombinasi algoritma, dapat menjaga keamanan data lebih terjamin dari serangan-serangan yang dapat membahayakan isi dari data yang tersimpan, terutama data dalam bentuk berkas dokumen dan pesan teks. Kombinasi algoritma yang digunakan untuk pengamanan data yang digunakan yaitu algoritma caesar cipher dan algoritma RSA. Jadi dengan menggunakan kombinasi algotitma caesar cipher dan algoritma RSA, tingkat pengamanan file dokumen dan pesan teks bisa lebih terjaga keaslian datanya.
Penerapan Algoritma AES 128-Bit dalam Pengamanan Data Kependudukan pada Dinas Dukcapil Kota Pematangsiantar Imelda Asih Rohani Simbolon; Indra Gunawan; Ika Okta Kirana; Rafiqa Dewi; S Solikhun
Journal of Computer System and Informatics (JoSYC) Vol 1 No 2 (2020): Journal of Computer System and Informatics (JoSYC) - Februari 2020
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (629.64 KB)

Abstract

Population data is information about the existence of someone in a country. The data can be accepted as validity through management in one of the government agencies. The issue of security and confidentiality of the data is something that is very important because it concerns the identity of a person, in order to avoid theft and manipulation of data it is necessary to apply a data security system. Cryptography is the study of mathematical techniques related to aspects of data and information security such as data validity, integrity, and data authentication. The Advanced Encryption Standard (AES) is one method used in data / information safeguards. The implementation of the AES algorithm in securing population data of the Population and Civil Registration Service shows that the method can produce messages that cannot be read or understood by humans (encryption) and produce the same message as the initial plaintext that was imputed (decryption)
Implementasi Moora Berbasis Web pada Penentuan Kelayakan Penerima Bantuan Siswa Miskin Aron Saputra Sirait; M. Safii; Indra Gunawan
SATESI: Jurnal Sains Teknologi dan Sistem Informasi Vol. 1 No. 1 (2021): April 2021
Publisher : Yayasan Pendidikan Penelitian Pengabdian ALGERO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/satesi.v1i1.2

Abstract

The Poor Student Assistance Program (BSM) is an aid from the government with the aim that poor children who excel are able to continue schooling. So that in order to minimize this assistance can be channeled properly on target, it is necessary to conduct a fairly strict selection based on the criteria that have been set. This study proposes the use of the website-based Moora method to overcome this problem. The MOORA method is very simple, stable, and powerful, even this method does not require an expert in mathematics to use it and does not require complicated mathematical calculations. The BSM assistance that will be discussed in this research is SD NEGERI 127696 Pematangsiantar City using 7 criteria, namely: Parent's Occupation, Income, Number of Dependents, Attendance, Last Semester Grades, Academic Achievement and Personality. The sample data used were 18 students. This study resulted in the highest value alternative on behalf of Ade Putri Mekaria Laila with an Optimization value of 2.22692. So it can be concluded that the Moora method can be used as a decision support method in the selection of BSM recipients.
Klasifikasi Rasa Susu Almond Berdasarkan Minat Pelanggan Menggunakan Algoritma C4.5 di Home Made MamiNia Ice Pematangsiantar Febriani; Indra Gunawan; Rafiqa Dewi; Dedy Hartama; Muhammad Ridwan Lubis
SATESI: Jurnal Sains Teknologi dan Sistem Informasi Vol. 1 No. 2 (2021): Oktober 2021
Publisher : Yayasan Pendidikan Penelitian Pengabdian ALGERO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54259/satesi.v1i2.33

Abstract

Almond milk is a plant-based milk drink made from almonds. Almond juice has a paler color and a thicker texture than regular milk. As for the benefits of almond milk in the world of health, namely to increase breast milk production, prevent high blood pressure, strengthen immunity, protect bone health, maintain baby's heart health, prevent free radicals, facilitate digestion, make skin bright after childbirth. Data mining is part of the Knowledge Discovery in Database (KDD) process stage. Therefore, the authors provide a classification solution in Data Mining is done using the Algorithm C4.5. With the Algorithm C4.5 you will get a Decision Tree that is easy to understand and easy to understand. Thus, it can help the owner determine the almond milk production plan that is most in demand and without worrying about excess goods or shortages of ingredients.
Pemanfaatan Informasi dan Teknologi Untuk Mengelola Data Pada Masjid Al-Ihsan Pintu Air – Kota Pematangsiantar Indra Gunawan; Sumarno Sumarno; Heru Satria Tambunan
ABDIMASKU : JURNAL PENGABDIAN MASYARAKAT Vol 5, No 1 (2022): Januari 2022
Publisher : LPPM UNIVERSITAS DIAN NUSWANTORO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33633/ja.v5i1.290

Abstract

 Setiap aktifitas-aktifitas yang dilakukan oleh Pengurus Masjid telah diatur dan dituangkan dalam peraturan Menteri Agama Nomor 54 Tahun 2006 mengenai suatu bentuk struktur organisasi kepengurusan organisasi dan tata kerja Badan Kesejahteraan Masjid (BKM). Dengan adanya regulasi yang telah ditetapkan oleh Pemerintah, maka setiap jama’ah Masjid bersedia dan siap menerima amanah dan tugas yang diarahkan oleh Pemerintah dalam hal sebagai kepengurusan Masjid. Untuk pengolahan data Masjid, sudah saatnya memanfaatkan sebuah informasi dan teknologi agar pengelolaan data dan penyampaian informasi tentang Masjid dapat dilakukan dengan cepat dan tepat. Agar dalam pendataan dapat dilakukan dengan mudah, maka diperlukan beberapa insfrastruktur untuk membangun sarana dan prasarana Informasi dan Teknologi melalui layanan internet untuk pengaksesan Informasi yang semakin cepat dan tepat. Maka dengan adanya layanan ini, untuk memberikan Sharing Informasi tentang Masjid kepada Jama’ah Masjid dapat dilakukan dari manapun dan kapan pun selama masih terhubungnya jaringan koneksi internet dengan media smarthphone dan Komputer.Every activities carried out by the Board of Mosques has been regulated and set forth in the Regulation of the Minister of Religious Affairs No. 54 of 2006 concerning a form of organizational structure of organizational management and work procedures of “Badan Kesejahteraan Masjid” (BKM). With the regulation that has been set by the Government, then every mosque jama'ah is willing and ready to accept the mandate and duties directed by the Government in terms of the management of the Mosque. For the processing of mosque data, it is time to utilize information and technology so that data management and information delivery about the Mosque can be done quickly and appropriately. In order for the data collection to be done easily, it is necessary to build information and technology facilities and infrastructure through internet services for faster and more precise access to information. So with this service, to provide Information Sharing about mosques to Jama'ah Mosque can be done from anywhere and anytime as long as the internet connection network is connected with smarthphone media and Computers.
Sistem Pendukung Keputusan Menentukan Aparatur Sipil Negara Terbaik Pada Dinas Pengelolaan Sumber Daya Air Unit Pelaksana Teknis Dinas dengan Metode Simple Additive Weighting Sumarno Sumarno; Indra Gunawan; Heru Satria Tambunan
Jurnal Sistem Komputer dan Informatika (JSON) Vol 1, No 1 (2019): September 2019
Publisher : STMIK Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (367.079 KB) | DOI: 10.30865/json.v1i1.1377

Abstract

The Water Resources Management Agency has the main duty to organize some district government affairs in the field of water resources management based on the principle of autonomy which becomes the authority, deconcentration and assistance duty and other tasks in accordance with the policy stipulated by the Regent based on the applicable laws and regulations. The performance appraisal undertaken in this agency is intended for the Civil State Apparatus. the assessment process is carried out for measuring and improving the performance of the State Civil Apparatus so as to encourage these employees to work better. From the assessment of the superior can be determined the best employee or promotion position. The performance appraisal process conducted by the culture and tourism office is still done manually, so the performance calculation tends to be subjective and takes a long time. Therefore, in order that the process of appraising employee performance becomes more objective and practical, it should be done computerized by developing an application that implements the right methods. This subjectivity can be overcome with decision support system using Simple Additive Weighting (SAW) method based on existing assessment criteria. The end result of research is the rank of employee value that can be a consideration for decision makers in the determination of promotions as well as an encouragement for employees to work better and productive.
Penerapan Data Mining Untuk Pengelompokan Minat Konsumen Terhadap Pengguna Jasa Pengiriman Pada PT. Jalur Nugraha Ekakurir (JNE) Pematangsiantar Rudi Wardana Nasution; Suhada Suhada; Ika Okta Kirana; Indra Gunawan; Ika Purnama Sari
Resolusi : Rekayasa Teknik Informatika dan Informasi Vol. 1 No. 4 (2021): RESOLUSI Maret 2021
Publisher : STMIK Budi Darma

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

Abstract

Datamining is a method for finding knowledge in a large enough data pile by the process of digging and analyzing a very large amount of data in obtaining something that is true, new and useful so that it can be found in a pattern or pattern in the data. Customer service in general is every activity intended or intended to give satisfaction to customers, through this service the wishes and needs of customers can be met. In the Indonesian Dictionary explained that service is an attempt to serve the needs of others, while serving is to help prepare (help what someone needs). essentially service is a series of activities that constitute a process. As the service process takes place routinely and continuously covers the entire life of people in the community, the process of meeting needs through the activities of others including JNE is also a company that offers services engaged in shipping and logistics based in Jakarta, Indonesia. The official name is Tiki Path Nugraha Ekakurir (Tiki JNE) K-Means Algorithm is an iterative clustering algorithm that partitions data sets into a number of K clusters that have been set at the beginning.
Perancangan Alat Monitoring Pendeteksi Suara di Ruangan Bayi RS Vita Insani Berbasis Arduino Menggunakan Buzzer Handri Al Fani; Sumarno Sumarno; Jalaluddin Jalaluddin; Dedy Hartama; Indra Gunawan
JURNAL MEDIA INFORMATIKA BUDIDARMA Vol 4, No 1 (2020): Januari 2020
Publisher : STMIK Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/mib.v4i1.1750

Abstract

Mining age and technology have led to the emergence of an innovation that can help facilitate human activities, especially for parents in controlling and looking after babies. By implementing a sound monitoring system in the baby room based on the Arduino Atmega 328 microcontroller which functions to detect noise. Data from the voice sensor is processed by Arduino via a pin. So Arduino will give instructions to Buzzer to send alarm notifications
Co-Authors Abdi Rahim Damanik Abdi Rahim Damanik Adinda Febiola Aldi Lesmana Alisa Putri Amanda Nasution Aprillya Zahra Iswandy Lubis Armanda Afridan Aron Saputra Sirait Arrijal Fadillah Arrijal Fadillah Mz Nasuttion Auralia Izmi Budi Paul Sitompul Clara Marsella Pakpahan Pakpahan Daniel Marpaung Dava Ardiansyah Rangkuti Dava Setyawan Hadi Davin Adyatma Dedy Hartama Dedy Hartama Dewi, Rafiqa Efti Sara br Haloho Erwin Binsar Hamonangan Ompusunggu Eva Sortariani Situmorang Ewin Irwansyah Fahmi Firzada Fahriya Ardiningrum Febriani Fernando Siahaan Gery Al Ghazali Handri Al Fani Haya Atiqah Tampubolon Heru Satria Tambunan Heru Satria Tambunan Iin Parlina Ika Okta Kirana Ika Purnama Sari Imelda Asih Rohani Simbolon Irfan Aprianda Jalaluddin Jalaluddin Jeremi Sibarani Khaswa Giovani Simanungkalit Kris Sandi Kusnanda Kristin Juni Harni Sinaga Luvita Yolanda Hutabarat M Ihsan Raditya M Safii M. Fahri H Damanik M. Inaka Akbar Lubis M. Safii Meta Wulansari Malau Michael Orlando A. Purba Michael Purba Muhammad Ridwan Lubis Nabil AlFahri Novri Azzahra Batubara Novri Azzahra Batubara P.A.M. Zidane R.W.P.P.Zer Poningsih Poningsih Putri Gracia Sianipar Putri Intan Gracia Sianipar Radiftiya Indraswira Ratih Manalu Retno Ajeng Kartika Said Rifky Adriansyah Rudi Wardana Nasution S Solikhun Sany Sugara Sarah Annisa Zahwaa Sintia Rohani Sintia Rohani Hutabarat Solikhun Solikhun Solikhun Solikhun Suci Ananda Suhada Suhada Suhada Suhada Sumarno Sumarno Sumarno Sumarno Sumarno Sumarno Sumarno Surya Darma Susi Fitryah Damanik Syafri Maradu Manurung Thalita Nazwa Aulia Tirmidzi Firmansyah Titin Handayani Sinaga Wanto, Anjar Widodo Saputra Widya Tri Charisma Gultom Wilman Arif Telaumbanua Wira Handika Zulaini Masruro Nasution