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Comparative Optimization of EfficientNetB3, MobileNetV2, and ResNet50 for Waste Classification Agustiani, Sarifah; Haryani, Haryani; Junaidi, Agus; Putri, Rizky Rachma; Emiliana, Meutia Raissa
Jurnal Informatika Vol 12, No 2 (2025): October
Publisher : Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/inf.v12i2.27533

Abstract

Waste management has become a critical challenge in efforts to maintain environmental sustainability and public health. Poorly managed waste can cause environmental pollution, reduce quality of life, and complicate recycling processes. To address this issue, this study aims to classify waste based on images while optimizing several deep learning architectures, namely EfficientNetB3, MobileNetV2, and ResNet50, to identify the best model for waste classification. The research methodology includes data collection, preprocessing, data augmentation, model development, and performance evaluation using accuracy, precision, recall, and F1-score metrics. The dataset, obtained from the Kaggle platform, consists of 4,650 images divided into six categories: battery, glass, metal, organic, paper, and plastic. The results show that EfficientNetB3 with the Adam optimizer achieved the best performance, with accuracy, precision, recall, and F1-score all at 93%, followed by ResNet50 at approximately 91%, and MobileNetV2 ranging from 70–73% depending on the optimizer. The use of different optimizers was found to influence model performance, and data augmentation helped improve generalization, especially for classes with limited samples. Limitations of this study include the relatively limited dataset coverage. Future research is recommended to expand the dataset and explore alternative or hybrid architectures. These findings demonstrate the potential of deep learning–based systems in supporting sustainable waste management.
The Roy's adaptation model in a patient with Guillain-Barre Syndrome (GBS): A case report Fithriyyah, Yayu; Haryani, Haryani
BKM Public Health and Community Medicine PHS8 Accepted Abstracts
Publisher : Universitas Gadjah Mada

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Abstract

ABSTRACT Background: Guillain-barré syndrome (GBS) incidence may increase during an infectious disease outbreak or pandemic. Disease progression often has an impact on the patient and family. Objective: presents how Roy Adaptation Model (RAM) can guide nurses to assist and identify patient needs with GBS in a hospital setting. Method: A case report. The RAM assessment uses Russo (2019) through interviews and observation, and the RAM intervention guided by Akram et al. (2019). Results: Patients showed adaptive behavior following RAM intervention in 4 modes. RAM intervention by integrating patient and family to help the patient's cognators coping with recognizing and responding adaptive self-management to stimuli. Conclusion: The RAM guidelines were applicable for nurses to identify realistic and effective interventions for patients diagnosed with GBS involving the family in the hospital setting. Keywords: guillain-barré syndrome; nursing; roy adaptation model; intervention roy adaptation model.
Awareness of breast cancer in high-risk women in Yogyakarta Caroline, Cindy; Haryani, Haryani; Aulawi, Khudazi
BKM Public Health and Community Medicine PHS8 Accepted Abstracts
Publisher : Universitas Gadjah Mada

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Abstract

Background: Breast cancer is the leading cause of death and the most frequently diagnosed in women worldwide. A person who has a mother, sister, or daughter with breast cancer has a twofold risk of developing breast cancer. Public and individual awareness play an essential role in health promotion, early diagnosis, and treatment of breast cancer. Objective: To describe breast cancer awareness among high-risk women in Yogyakarta. Methods: This survey asked 100 breast cancer high-risk women to answer 36-item Breast Cancer Awareness Scale in Indonesian (BCAS-I) questionnaire, from November 2019 to January 2020. Results: The average age of the respondents in this study was 31.38 years (SD = 13.016). Most respondents are high school graduates, are married, do not work, have no income, and have health insurance. Only 56% of respondents have a high level of breast cancer awareness. 62% of respondents in this study know risk factors, and 53% of respondents have high signs of symptoms. And 52% of respondents have low barriers to breast cancer screening. However, respondents who have attitudes towards breast cancer prevention and health behaviors related to breast cancer awareness are still low, 62% and 54%, respectively. Most high-risk women who experience low breast cancer awareness are in the elderly age group (65 years and over), have higher education (high school and college), have no income, and do not work but have health insurance. Conclusion: Most respondents have a high knowledge of risk factors and signs and symptoms and low barriers to breast cancer screening. However, breast cancer prevention attitudes and health behaviors related to breast cancer awareness are still low.
Hubungan antara Persepsi Penyakit dengan Manajemen Diri pada Penderita Hipertensi Hamiidah, Shofia Nurmalita; Noviana, Uki; Haryani, Haryani
Jurnal Keperawatan Klinis dan Komunitas (Clinical and Community Nursing Journal) Vol 8, No 1 (2024)
Publisher : PSIK FKKMK UGM

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22146/jkkk.95062

Abstract

Background: Hypertension is suffered widely in national and global communities. Implementing hypertension self-management is one of the method to maintain blood pressure level. One of the factors in maintaining self-management compliance in people with hypertension is by examining the illness perception. However, there are differences in research results which scrutinize the correlation between illness perception and the level of self-management in patients with hypertension.Objective: To determine the correlation between illness perception and self-management in patients with hypertension in the working area of the Mlati II Public Health Center, Sleman, Yogyakarta.Methods: This research was quantitative research using cross sectional analytical design. The sample in this study amounted to 121 respondents who were selected using proportionate stratified random sampling method to determine the number of respondents from each village and purposive sampling to determine respondents. The inclusion criteria in this study were people with hypertension in the working area of the Mlati II Public Health Center, aged 18-64 years, and had a blood pressure of ≥140/90 mmHg. This study used the Brief Illness Perception-Questionnaire (BIP-Q) questionnaire to measure illness perception and the Hypertension Self-Management Behavior Questionnaire (HSMBQ) to measure self-management in people with hypertension. The Spearman rank test was used to determine the correlation between illness perception and self-management in people with hypertension. Results: Among respondents, there were people who had a positive illness perception as much as (34,7%), and had a high level of self-management as much as (50,4%). Spearman rank test result was r = 0,055 with p value = 0,551.Conclusion: There is no correlation between illness perception and self-management in patients with hypertension in the working area of the Mlati II Public Health Center, Sleman, Yogyakarta. There might be another factors that affect self-management in patients with hypertension.INTISARILatar belakang: Hipertensi banyak diderita oleh masyarakat secara nasional maupun global. Upaya dalam menjaga tekanan darah, salah satunya dengan menerapkan manajemen diri hipertensi. Salah satu faktor dalam menjaga kepatuhan manajemen diri pada penderita hipertensi adalah persepsi penyakit. Namun, terdapat perbedaan hasil penelitian sebelumnya mengenai hubungan antara persepsi penyakit dengan tingkat manajemen diri pada penderita hipertensi.Tujuan: Penelitian ini bertujuan untuk menganalisis hubungan antara persepsi penyakit dengan manajemen diri pada penderita hipertensi di wilayah kerja Puskesmas Mlati II, Sleman, Yogyakarta.Metode: Penelitian ini merupakan penelitian kuantitatif dengan desain analitik cross sectional. Sampel pada penelitian ini berjumlah 121 responden yang dipilih menggunakan metode proportionate stratified random sampling untuk menentukan jumlah responden dari setiap desa dan consecutive sampling untuk menentukan responden. Kriteria inklusi pada penelitian ini adalah penderita hipertensi di wilayah kerja Puskesmas Mlati II, berusia 18-64 tahun, dan memiliki tekanan darah ≥ 140/90 mmHg. Persepsi penyakit diukur menggunakan kuesioner Brief Illness Perception-Questionnaire (BIP-Q) dan manajemen diri pada penderita hipertensi diukur menggunakan Hypertension Self-Management Behavior Questionnaire (HSMBQ). Uji Spearman Rank digunakan untuk mengetahui hubungan antara persepsi penyakit dengan manajemen diri pada penderita hipertensi.Hasil: Sebanyak 40,5% responden penelitian memiliki persepsi positif terhadap penyakitnya dan sebanyak 50,4% responden memiliki tingkat manajemen diri dengan kategori tinggi. Hasil uji Spearman Rank didapatkan nilai r = 0,055 dan nilai p = 0,551.Simpulan: Tidak ada hubungan antara persepsi penyakit dengan manajemen diri pada penderita hipertensi di wilayah kerja Puskesmas Mlati II, Sleman, Yogyakarta. Hal ini kemungkinan karena adanya faktor lain yang memengaruhi manajemen diri pasien hipertensi. 
Potensi Ekstrak Daun Tanaman Herbal Untuk Penurunan Kadar Gula Darah Haryani, Haryani; Nara, Intan Permata; Tulutfiah, Besse Afidah; Irzal, Ummul Aulia; Rimba, Lovely Grace; Randa M, Asty; Pagarra, Halifah
BIO-CONS : Jurnal Biologi dan Konservasi Vol. 6 No. 1 (2024): BIO-CONS: Jurnal Biologi dan Konservasi
Publisher : PROGRAM STUDI PENDIDIKAN BIOLOGI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31537/biocons.v6i1.1706

Abstract

Diabetes mellitus, penyakit yang disertai komplikasi pada sistem peredaran darah dan ditandai dengan hiperglikemia, dapat diobati dengan dua pendekatan: non-farmakologi dan farmakologi. Salah satu alternatif pengobatan non-farmakologis yang menjanjikan adalah penggunaan tanaman herbal. Tanaman herbal mengandung alkaloid, flavonoid, dan tanin yang bekerja sama untuk meningkatkan sekresi insulin, meregenerasi sel beta pankreas, dan mengatur metabolisme karbohidrat. Dengan demikian, tanaman herbal dapat memberikan kontribusi dalam mengatur tingkat glukosa dalam darah dan meningkatkan kualitas hidup bagi individu yang mengalami kondisi tersebut. Hasil tanaman herbal yang memiliki manfaat untuk penurunan kadar glukosa  darah. Tulisan  ini bertujuan untuk mengidentifikasi tanaman herbal Indonesia yang berpotensi sebagai obat diabetes  melitus beserta senyawa-senyawa yang terdapat di dalamnya. Metode yang digunakan yaitu metode review artikel. Hasil analisis beberapa artikel menunjukkan bahwa terdapat beragam tanaman yang berperan dalam mengobati diabetes mellitus, karena mengandung senyawa metabolit sekunder, khususnya flavonoid.  
Pengaruh Output Pertanian Dan Pariwisata Terhadap Pertumbuhan Ekonomi Di Indonesia Haryani, Haryani; Asrida, Asrida
Ekonomika Journal Vol 13 No 1 (2021): Ekonomika, Maret 2021
Publisher : Fakultas Ekonomi Universitas Almuslim Bireuen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51179/eko.v13i1.538

Abstract

This research aims to explain the influence of agricultural output and tourism on growth Indonesian economy. To get maximum results, the data used is secondary data which are time series, namely data on economic growth, agricultural output and tourism data Data used on the number of foreign tourist arrivals in Indonesia over the last 24 years, namely yr 1995-2019 sourced from the World Bank using multiple linear regression analysis techniques. Research result shows that agricultural output and tourism have a positive effect on economic growth in Indonesia
ELASTISITAS DEMAND DAN SUPPLY BARANG TERHADAP HARGA DI KOTA LHOKSEUMAWE (Studi Kasus atas Persepsi para Milenial) Marzalina, Marzalina; Haryani, Haryani; Asrida, Asrida
Ekonomika Journal Vol 16 No 1 (2024): Ekonomika, Maret 2024
Publisher : Fakultas Ekonomi Universitas Almuslim Bireuen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51179/eko.v16i1.2594

Abstract

The research was carried out descriptively quantitatively, with a questionnaire instrument on a sample of millennials in the city of Lhokseumawe. The results of respondents' perceptions show that the law and the meaning of market demand are still low. Likewise, regarding the meaning and law of bidding, around 30% still do not understand it exactly. Regarding the theory about setting and changing commodity prices, 52% understand it and the rest don't understand it and don't bother about it. In general, the elasticity of demand and supply for the price of goods is still more than 40%, which is not yet understood precisely. The results of quantitative analysis using a statistical test approach explain that there is no significant influence between the elasticity of demand and supply on price variables.
ANALISIS PENYERAPAN TENAGA KERJA DI SEKTOR KULINER KABUPATEN BIREUEN Zarimah, Zarimah; Haryani, Haryani
Ekonomika Journal Vol 15 No 2 (2023): Ekonomika, September 2023
Publisher : Fakultas Ekonomi Universitas Almuslim Bireuen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51179/eko.v15i2.2620

Abstract

The purpose of this research is to analyze how wage levels and production values influence the absorption of labor in the culinary sector of Bireuen district. The type of research used in this research is quantitative research. In this study, the population is the culinary sector in Bireuen district by taking 49 culinary samples as respondents. Data collection techniques through questionnaires. Statistical tools used via multiple linear regression. Based on the SPSS calculation results, it shows that partially the wage rate variable (x1) has a positive and significant effect on employment absorption and the production value variable (x2) has a positive and significant effect on employment absorption. Then simultaneously the wage rate (x1) and production value (x2) have an influence on employment.
HUBUNGAN PARSIAL ASSET DAN HUTANG TERHADAP PERTUMBUHAN EKONOMI DI INDONESIA (KAJIAN DATA TAHUN 2011-2022) Marzalina, Marzalina; Haryani, Haryani; Danil, Mahyu
Ekonomika Journal Vol 16 No 2 (2024): Ekonomika, September 2024
Publisher : Fakultas Ekonomi Universitas Almuslim Bireuen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51179/eko.v16i2.2884

Abstract

Quantitative research using verification methods with a national scope during the 2011-2022 period. Analyzing economic variables, namely assets, debt and their relationship to economic growth. Based on secondary data from BPS, the relationship model between variables is expressed in the equation GDP = 9036156+ 0.000141AS, meaning that every increase in assets has an impact on increasing economic growth. Likewise, the relationship between GDP and debt, with the GDP regression model = 8213950 + 0.452594 Hu. The contribution of the Asset aspect to GDP is 19.62%, while the contribution of the Debt variable to GDP is 92.30%. In descriptive statistics, it is explained that the median value of GDP over Assets and GDP over Debts is 578,555,199 and 7,507,359 respectively.
ANALISIS KINERJA PERANGKAT GAMPONG DALAM PENGEMBANGAN BUMG (Studi Kasus Pada Meunasah Kulam Meureudu Kabupaten Pidie Jaya) Hasbi, Hasbi; Syahriani, Endang; Ferdiananda Chadafi, Muhammad; Haryani, Haryani
Ekonomika Journal Vol 17 No 1 (2025): March, 2025
Publisher : Fakultas Ekonomi Universitas Almuslim Bireuen

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.51179/eko.v17i1.3164

Abstract

The study analyzed the performance of the device in the development of BUMG by reviewing the influence of the keuchik leadership factor and increasing sources of income. The study was conducted at BUMG Meunasah Kulam, Meureudu District, Pidie Jaya Regency. The type of quantitative research with causality analysis. The data analysis technique used was path analysis using SMART-PLS. The results obtained (1) BUMG development is influenced by keuchik leadership and the contribution of income source factors also influences BUMG development, (2) Gampong device performance and also increasing sources of income have a significant effect on BUMG development. (3) Keuchik leadership has a significant effect on Gampong device performance. (4) The influence of Leadership, Increasing Sources of Income, and Gampong Device Performance simultaneously on the Development of Village-Owned Enterprises by 76.1%. (5) Leadership and Increasing Sources of Income affect Gampong Device Performance by 77.9%.
Co-Authors A.A. Ketut Agung Cahyawan W Adinda Putri, Adinda Putri Adnan Adnan Agus Irianto Agus Junaidi Agus Junaidi Agustiani, Sarifah Ahyaudin, Ahyaudin Aisyah, Nagita Histimuna Al Busyra Fuadi Al Kausar, Riski Alamsyah Harahap, Alamsyah Anggraeny, Enny Annisa Astrid Anugrahani, Romdha Anwar Senen Arif Rahman Mansur, Arif Rahman Arifn, Zaenal Artika Surniandari Arumningtyas, Fajar Aselia, Putri Asham Bin Jamaluddin Asrida Asrida, Asrida Astisyah, Andi Dian Aunurrahman Aunurrahman Aviria Ermamilia Azaki Khoirudin Bahagiya, Multika Untung Chairul Bariah Chanissa Purwaningrum Christantie Effendy Cindy Caroline Daniawan, Benny Danil, Mahyu Diah, Muhammad Dianda, Alya Maghfira Dwi Harjanto Dwi Listyorini Emiliana, Meutia Raissa Endang Ciptowati, Endang Endang Syahriani Era Triana Erawati, Wati Ezra Aditia Fachry Abda El Rahman Fadilah, Iwan Fardinan, Rolly Faturrohman, Faturrohman Febiana Kistianti, Febiana Febrianto, Aziza Restu Felisha, Angela Putri Ferdiananda Chadafi, Muhammad Firmansyah, Denny Fithriyyah, Yayu Fithriyyah, Yayu Nidaul Fitria, Annis Fitria, Erlin Fitriana, Cut Nadia Hadi, Sofian Wira Hajri, Zuhratul Halifah Pagarra Hamiidah, Shofia Nurmalita Hardiani, Sri Hartanto, Cahya Fajar Budi Hartanto, Cahya Fajar Budi Haryani Hasbi Heny Suseani Pangastuti Herwin Herwin, Herwin Hidayati, Baiq Nurul Huda, Samani - Humairah, Nurul I Nengah Tela I Nyoman Mangku Karmaya Indri Astuti Irzal, Ummul Aulia Iskandar Aziz Ismiyati Ismiyati Issy Yuliasri Iwan Stia Budi Januarius Mujiyanto Joko Siswanto Khairul Anwar Khalish, Gaviota Khudazi Aulawi Kumita, Kumita Kurniawan, Catur Kurniawati Kurniawati Kustanti, Anita Kusumah, Dadang Puja Larasati, Amira Lidya, Herlin M. Akbar M.I Mangkuwinata, Sonny Mangkuwinata, Denny Sumantri Mangkuwinata, Sonny M. Ikhsan Marison, Artian Ferry Mariyono Sedyo Winarso, Mariyono Sedyo Marlinda, Dwi Martani, Hersinta Retno Marzalina, Marzalina Maulida, Minati Muh. Yunus Muhammad Anwar Mulfakli, Mulfakli Mulyahati, Anuwari N, Ariesta Nara, Intan Permata Narni Tri Sulastri, Narni Tri Nugrahani, Romdha Nuristiana, Nuristiana Nurmasari, Anita Nurul Hidayati Pertiwi, Sri Endah Pipit Rusmandani, Pipit Pramesti , Selviana Dewi Priatno, Priatno Purwaningrum Purwaningrum, Purwaningrum Putri, Rizky Rachma R, A. Rahmadana Raeni N, Raeni Rahayu Condro Murti Rahmawati, Yusi Randa M, Asty Ratna Kurnia Dewi Retno Muriyani, Retno Rimba, Lovely Grace Rini Mutahar Rita Erlina, Rita Romadonika, Fitri Rudi Hartono Rusli, Marzalina Safitri, Rias Pratiwi Safrina, Emi Saifudin, I Made Moh. Yanuar Sakura, Royanna Seftiyani, Friska Siswi Kusumadewi S, Siswi Sri Ratna Widyowati, Sri Ratna SRI SETIYARINI, SRI Sri Warsini Sugeng Priyanto, Sugeng Suhardi Aldi Sutono Sutono Suwondo Suwondo Syafruddin Syafruddin Syafryadin, Syafryadin Syah, Nuhasan Syahirul Alim syahriani, endang Thoyibah, Zurriyatun Tjitjih Kurniasih, Tjitjih TRI PRABOWO Tulutfiah, Besse Afidah Uki Noviana Ulhusni, Annisa Wahyudin Wahyudin Wanti, Ipang Fitria Winarno, Pujo Winarto, Agung Tri Wulandari, Luh Putu Lila Wuri Wuryandani Yeni Fitri, Yeni Fitri Zahara, Mutiara Zakiyyah, Salma Zarimah, Zarimah