Vol. 11 No. 4 (2026): JITK Issue May 2026

JITK (Jurnal Ilmu Pengetahuan dan Teknologi Komputer), Volume 11, Number 4, May 2026, is published by the LPPM Universitas Nusa Mandiri, Indonesia. JITK has E-ISSN 2527-4864 and P-ISSN 2685-8223 and is published four times a year, in February, May, August, and November. JITK publishes scientific articles covering the accumulation of new knowledge, empirical observations, research findings, and the development of new ideas or proposals in the field of computer science. In Volume 11, Number 4 (May 2026), the issue contains contributions from authors in 2 countries: Indonesia and Thailand, representing a total of 42 institutions.

DOI: https://doi.org/10.33480/jitk.v11i4

Published: 2026-05-05

Articles

COMPARISON OF CONVOLUTIONAL NEURAL NETWORK ARCHITECTURES EFFICIENTNET-B4 AND MOBILENETV2 IN CATARACT DISEASE DETECTION

Yuanita Puspitasari⁽¹⁾ , Jek Siang Jong⁽²⁾ , Andhika Galuh Prabawati⁽³⁾
Duta Wacana Christian University, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾

1020-1027
- PDF 7 5
OPTIMIZING CAYENNE PEPPER PRICE FORECASTING USING HYBRID SARIMAX-LSTM MODEL FOR FOOD SECURITY

Adi Supriyatna⁽¹⁾ , Mari Rahmawati⁽²⁾ , Burhanudin Rabbani⁽³⁾ , Asta Wenang⁽⁴⁾ , Sulthan Adly⁽⁵⁾
Universitas Bina Sarana Informatika, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾ ⁽⁵⁾

1028-1034
- PDF 15 10
SIMPLE ARTIFICIAL INTELLIGENCE APPLICATION FOR CLASSIFYING HOUSEHOLD WASTE AT THE NEIGHBORHOOD WASTE BANK

Irmawati Carolina⁽¹⁾ , Mari Rahmawati⁽²⁾ , Al Ghoni Achmed. J⁽³⁾ , Arifin Salam⁽⁴⁾ , M. Arif Budiman⁽⁵⁾ , M. Daffa Ramadhani⁽⁶⁾
Universitas Bina Sarana Informatika, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾ ⁽⁵⁾ ⁽⁶⁾

1035-1043
- PDF 11 9
DEEP LEARNING APPROACH FOR RECOGNIZING SUBSIDIZED GAS RECIPIENTS USING CONVOLUTIONAL NEURAL NETWORKS

Achmad Sidik⁽¹⁾ , M. Bucci Ryando⁽²⁾ , M. Ramaddan Julianti⁽³⁾ , Agus Rifaldi⁽⁴⁾
Institut Teknologi dan Bisnis Bina Sarana Global, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾

1044-1052
- PDF 3 5
EVALUATION OF ANN- LEVENBERG MARQUARDT MODELS FOR FAULT DETECTION IN SMART FARMING SYSTEM

Luh Kesuma Wardhani⁽¹⁾ , Agus Buono⁽²⁾ , Sri Wahjuni⁽³⁾ , Muhamad Syukur⁽⁴⁾
IPB University; UIN Syarif Hidayatullah, Indonesia ⁽¹⁾ , IPB University, Indonesia ⁽²⁾ ⁽³⁾ ⁽⁴⁾

1053-1060
- PDF 8 2
PERFORMANCE EVALUATION OF RECENT YOLO VERSIONS FOR CLASSROOM STUDENT BEHAVIOR DETECTION

Mahendra Adiastoro⁽¹⁾ , Febry Putra Rochim⁽²⁾ , Syahroni Hidayat⁽³⁾
State University of Semarang, Indonesia ⁽¹⁾ ⁽²⁾ , Universitas Negeri Semarang, Indonesia ⁽³⁾

1061-1074
- PDF 19 13
IMPACT OF ROI SEGMENTATION METHODS ON ANTHRACNOSE DETECTION IN PAPAYA LEAVES USING RESNET-50

Shinta Siti Sundari⁽¹⁾ , Ruuhwan⁽²⁾ , Evi Dewi Sri Mulyani⁽³⁾
Universitas Perjuangan Tasikmalay, Indonesia ⁽¹⁾ , Perjuangan University, Indonesia ⁽²⁾ ⁽³⁾

1075-1082
- PDF 8 12
MACHINE LEARNING WITH LIGHTWEIGHT CNN (RESNET-18) FOR EARLY DETECTION OF RICE LEAF DISEASES

Poningsih⁽¹⁾ , Suhendra⁽²⁾ , Ahmad Zamsuri⁽³⁾
STIKOM Tunas Bangsa, Indonesia ⁽¹⁾ , Politeknik Negeri Media Kreatif, Indonesia ⁽²⁾ , Universitas Lancang Kuning, Indonesia ⁽³⁾

1083-1096
- PDF 12 16
COMPETITIVE COLLABORATION BETWEEN SVM AND NUTCRACKER OPTIMIZATION ALGORITHM FOR CARDIOVASCULAR DISEASE CLASSIFICATION

Florentina Yuni Arini⁽¹⁾ , Itsna Sabila Hidayati⁽²⁾ , Januar Pancaran Nur Fajri⁽³⁾ , Muhammad Alvin Adinata⁽⁴⁾ , Bhanu Rizqi Marzaki⁽⁵⁾ , Rangga Wicaksana⁽⁶⁾ , Poomin Duankhan⁽⁷⁾
State University of Semarang, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾ ⁽⁵⁾ ⁽⁶⁾ , Khon Kaen University, Thailand ⁽⁷⁾

1097-1109
- PDF 8 8
COMPARATIVE ANALYSIS OF YOLOV5SM, YOLOV8, AND YOLOV11 FOR IMAGE-BASED TEMPEH QUALITY RECOGNITION

Isa Mahfudi⁽¹⁾ , Mila Kusumawardani⁽²⁾ , Moechammad Sarosa⁽³⁾ , Chandrasena Setiadi⁽⁴⁾
State Polytechnic of Malang, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ , Politeknik Negeri Malang, Indonesia ⁽⁴⁾

1110-1118
- PDF 10 3
DIABETIC RETINOPATHY SEVERITY CLASSIFICATION USING GAMMA CORRECTION-BASED IMAGE ENHANCEMENT AND BN-VGG ARCHITECTURE

Indri Ramayanti⁽¹⁾ , Karnadi⁽²⁾ , Septiani Nadra Indawaty⁽³⁾ , Muhammad Umar Abdussalam⁽⁴⁾ , Malika Zilda⁽⁵⁾ , Anita Desiani⁽⁶⁾
Universitas Muhammadiyah Palembang, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾ ⁽⁵⁾ , Sriwijaya University, Indonesia ⁽⁶⁾

1119-1130
- PDF 9 5
SOLAR-POWERED IOT-BASED BEHAVIORAL VALIDATION SYSTEM FOR SUSTAINABLE RAT PEST CONTROL IN RURAL RICEFIELDS

Willy Prihartono⁽¹⁾ , Ade Rizki Rinaldi⁽²⁾ , Cep Lukman Rohmat⁽³⁾ , Odi Nurdiawan⁽⁴⁾
STMIK IKMI Cirebon, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾

1131-1142
- PDF 19 10
SCHOLAR AI: INNOVATION IN SCHOLARSHIP SELECTION CLUSTERING BASED ELIGIBILITY CLASSIFICATION BASED ON MACHINE LEARNING

Tutik Lestari⁽¹⁾ , Achmad Farouq Abdullah⁽²⁾ , Oddy Virgantara Putra⁽³⁾ , Onno Widodo Purbo⁽⁴⁾
University of Darunnajah, Indonesia ⁽¹⁾ ⁽²⁾ , University of Darussalam Gontor, Indonesia ⁽³⁾ , Institute of Technology South Tangerang, Indonesia ⁽⁴⁾

1143-1151
- PDF 17 17
K-MEANS-BASED TRAINING DATA PROCESSING FOR IMPROVING TOURISM RECOMMENDATION ACCURACY

Candra Agustina⁽¹⁾ , Purwanto Purwanto⁽²⁾ , Farikhin Farikhin⁽³⁾ , Eka Rahmawati⁽⁴⁾
Universitas Bina Sarana Informatika, Indonesia ⁽¹⁾ , Diponegoro University, Indonesia ⁽²⁾ ⁽³⁾ , Universitas Bina Sarana Informatika, Indonesia ⁽⁴⁾

1152-1161
- PDF 8 7
CNN MODEL OPTIMIZATION USING MULTI-STAGE DATA AUGMENTATION FOR LOCAL PLANT LEAF DISEASE CLASSIFICATION

Verdi Yasin⁽¹⁾ , Timbo Faritcan P. Siallagan⁽²⁾
STMIK Jayakarta, Indonesia ⁽¹⁾ , Universitas Mandiri, Indonesia ⁽²⁾

1162-1173
- PDF 9 13
HYBRID RESAMPLING METHOD AND HYPERPARAMETER OPTIMIZATION FOR HIV/AIDS PREDICTION: EVIDENCE FROM EIGHT MACHINE-LEARNING MODELS

Lydia Nur Sa'adah⁽¹⁾ , Fatkhurokhman Fauzi⁽²⁾ , Prizka Rismawati Arum⁽³⁾ , M Al Haris⁽⁴⁾ , Yan Nazala Bisoumi⁽⁵⁾
Universitas Muhammadiyah Semarang, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾ ⁽⁵⁾

1174-1185
- PDF 6 6
EXPERT SYSTEM FOR CLASSIFYING AUTISM CHILDREN’S INDEPENDENCE LEVEL FROM DAILY ACTIVITY USING FORWARD CHAINING

Indah Werdiningsih⁽¹⁾ , Fachrizal Fikri⁽²⁾ , Nania Nuzulita⁽³⁾ , Barry Nuqoba⁽⁴⁾ , Sigit Dani Perkasa⁽⁵⁾
Universitas Airlangga, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾ ⁽⁵⁾

1186-1196
- PDF 7 4
ELECTRICITY CONSUMPTION PREDICTION AND INFLUENTIAL FACTORS ANALYSIS USING MACHINE LEARNING REGRESSION

Evita Fitri⁽¹⁾ , Siti Nurhasanah Nugraha⁽²⁾ , Muji Ernawati⁽³⁾
Nusamandiri University, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾

1197-1211
- PDF 6 3
ABSTRACTIVE SUMMARIZATION FOR INDONESIAN HUMAN TRAFFICKING COURT DECISIONS USING TRANSFORMER MODELS

Faradhita Eka Septiana⁽¹⁾ , Febri Bagus Triwibowo⁽²⁾ , Galih Wasis Wicaksono⁽³⁾
Universitas Muhammadiyah Malang, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾

1212-1223
- PDF 8 10
COMPARATIVE ANALYSIS OF COGNITIVE DIAGNOSTIC MODELS IN POMDP-BASED ADAPTIVE TESTING

Mohamad Ridho Mubarok⁽¹⁾ , Fandy Setyo Utomo⁽²⁾
Student Of Computer Science, Indonesia ⁽¹⁾ , Departmen of computer science, Faculty of computer science, Indonesia ⁽²⁾

1224-1238
- PDF 6 6
COMPARATIVE EVALUATION OF YOLOV5–YOLOV11 MODELS FOR DETECTING NUTRIENT DEFICIENCY IN CHILI SEEDLINGS

Rangga Pebrianto Rangga⁽¹⁾ , Agus Buono⁽²⁾ , Heru Sukoco⁽³⁾ , Aziz Kustiyo⁽⁴⁾ , Muhamad Syukur⁽⁵⁾
IPB University, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾ ⁽⁵⁾

1238-1252
- PDF 16 18
THE EMOTIONAL ANALYSIS OF SONG LYRICS AND VIDEO COMMENTS ON YOUTUBE USING DEEP LEARNING

Nova Noor Kamala Sari⁽¹⁾ , Widiatry Widiatry⁽²⁾ , Inda Fitria Maharisty⁽³⁾
University of Palangka Raya, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾

1253-1261
- PDF 15 4
HYBRID SAW-TOPSIS DECISION SUPPORT SYSTEM FOR EXEMPLARY RELIGIOUS AFFAIRS OFFICES SELECTION

Muhdi⁽¹⁾ , Sharipuddin⁽²⁾ , Joni Devitra⁽³⁾
Universitas Dinamika Bangsa, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾

1262-1271
- PDF 8 3
UTILIZING TEXT MINING FOR ENCRYPTION ALGORITHM RECOMMENDATION USING CONTENT-BASED FILTERING

Mukti Qamal⁽¹⁾ , Muhammad Iqbal⁽²⁾ , Yesy afrillia⁽³⁾
Computer Science Program, Malikussaleh Lhokseumawe University, Aceh, Indonesia, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾

1272-1280
- PDF 7 3
DEVELOPMENT OF THE SWARA AUGMENTED REALITY APPLICATION FOR WASTE SORTING EDUCATION IN ELEMENTARY SCHOOLS

Syahbaniar Rofiah⁽¹⁾ , Endang Retnoningsih⁽²⁾
Institut Bisnis Muhammadiyah Bekasi, Indonesia ⁽¹⁾ ⁽²⁾

1281-1292
- PDF 18 9
MULTI-ARCHITECTURE DEEP LEARNING FOR SUBJECT INDEPENDENT FACIAL EXPRESSION RECOGNITION

Taufiq⁽¹⁾ , Muhammad⁽²⁾ , Asran⁽³⁾ , Ezwarsyah⁽⁴⁾ , Muchlis Abdul Muthalib⁽⁵⁾
Universitas Malikusaleh, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾ ⁽⁵⁾

1293-1305
- PDF 16 5
STUNTING CLASSIFICATION IN CHILDREN USING VIOLA-JONES AND MULTI-FEATURE FUSION WITH PRE-TRAINED MODELS

Maylani Kusuma Wardhani⁽¹⁾ , Garin Muhammad Akbar⁽²⁾ , Christian Sri Kusuma Aditya⁽³⁾
Universitas Muhammadiyah Malang, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾

1306-1318
- PDF 5 4
AGILE REQUIREMENTS MANAGEMENT CHALLENGES AND STRATEGIC RECOMMENDATIONS IN INDONESIA’S NATIONAL SINGLE WINDOW

Dencaswo Purnomo⁽¹⁾ , Teguh Raharjo⁽²⁾ , Ni Wayan Trisnawaty⁽³⁾
University of Indonesia, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾

1319-1338
- PDF 6 11
AI-BASED CLASSIFICATION OF SCHOOL STUDENT NEATNESS USING CONVOLUTIONAL NEURAL NETWORK (CNN)

Andi Saryoko⁽¹⁾ , Hanna Rizkia⁽²⁾
[Scopus ID: 57196050569] Universitas Nusa Mandiri, Indonesia ⁽¹⁾ , Nusamandiri University, Indonesia ⁽²⁾

1339-1346
- PDF 7 4
EARLY DETECTION OF STUNTING IN CHILDREN USING HSV AND GLCM FEATURES WITH CNN-BASED CLASSIFICATION

Ade Cristian Silalahi⁽¹⁾ , Bonatio Vincent E Hutagalung⁽²⁾ , Sandy Walfredo Ritonga⁽³⁾ , Marlince NK Nababan⁽⁴⁾
University Prima Indonesia, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ , Universitas Prima Indonesia, Indonesia ⁽⁴⁾

1347-1356
- PDF 7 5
REAL-TIME VIDEO-BASED VISITOR COUNTING FOR SMART TOURISM DESTINATIONS USING YOLOV11 AND BYTETRACK

Feriantano Sundang Pranata⁽¹⁾ , Arif Adrian⁽²⁾ , Khairani Saladin⁽³⁾
State University of Padang, Indonesia ⁽¹⁾ , Universitas Negeri Padang, Indonesia ⁽²⁾ ⁽³⁾

1357-1369
- PDF 54 13
ENHANCED QR CODE BASED DIGITAL SIGNATURES FOR SECURE DOCUMENT MANAGEMENT TOWARD SUSTAINABLE GREEN INVESTMENT

Bagas Dwi Yulianto⁽¹⁾ , Wisnu Wendanto⁽²⁾
Universitas Pignatelli Triputra, Indonesia ⁽¹⁾ ⁽²⁾

1370-1381
- PDF 15 13
LEVERAGING CONTINUAL FINE-TUNING FOR EMOTION CLASSIFICATION IN PRODUCT REVIEWS ON MSME SUSTAINABILITY SUPPORT

Galih Setiawan Nurohim⁽¹⁾ , Heribertus Ary Setyadi⁽²⁾ , Pudji Widodo⁽³⁾ , Yusuf Sutanto⁽⁴⁾
Universitas Bina Sarana Informatika, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ , Universitas Dharma AUB, Indonesia ⁽⁴⁾

1382-1390
- PDF 11 5
COMPARISON OF THE COMPLEXITY OF SEARCH ALGORITHMS IN DIGITAL PAPUAN LANGUAGE DICTIONARIES

Nur Fitrianingsih Hasan⁽¹⁾ , Vera Wati⁽²⁾ , Nurfadillah Bima Julianto Mambobo⁽³⁾ , Bima Julianto Mambobo⁽⁴⁾
Universitas Muhammadiyah Papua, Indonesia ⁽¹⁾ , Universitas Tunas Pembangunan, Indonesia ⁽²⁾ , Universitas Muhammadiyah Papua, Indonesia ⁽³⁾ , Universitas Tunas Pembangunan, Indonesia ⁽⁴⁾

1391-13400
- PDF 10 7
PERFORMANCE EVALUATION OF TRANSFER LEARNING MODELS BASED ON OPTIMIZATION IN AGRICULTURAL PEST CLASSIFICATION

Attarik Mohammad⁽¹⁾ , Sugiyarto Surono⁽²⁾ , Aris Thobirin⁽³⁾
Ahmad Dahlan University, Indonesia ⁽¹⁾ , Universitas Ahmad Dahlan, Indonesia ⁽²⁾ ⁽³⁾

1401-1410
- PDF 6 1
ENHANCING ACCURACY OF WEATHER CLASSIFICATION USING DEEP FEATURES AND SUPPORT VECTOR MACHINE

Raden Sumiharto⁽¹⁾ , Faisal Dharma Adhinata⁽²⁾
Universitas Gadjah Mada, Indonesia ⁽¹⁾ , Telkom University, Indonesia ⁽²⁾

1411-1420
- PDF 19 9
EVALUATION OF REAL-TIME SPEECH RECOGNITION ACCURACY IN INTERACTIVE VIDEO MEDIA FOR DEAF STUDENTS

Hilman Nuril Hadi⁽¹⁾ , Adnan Zulkarnain⁽²⁾
Universitas Bhinneka Nusantara, Indonesia ⁽¹⁾ ⁽²⁾

1421-1429
- PDF 14 6
EXTENDING THE HOT-FIT MODEL WITH INFORMATION LITERACY TO EXPLAIN AI ADOPTION IN HIGH SCHOOLS

Fahmi Yusuf⁽¹⁾ , Yuniarti⁽²⁾ , Heru Budianto⁽³⁾ , Rio Priantama⁽⁴⁾
Universitas Kuningan, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾

1430-1445
- PDF 5 6
NIANTIC LIGHTSHIP BASED AUGMENTED REALITY FOR ENHANCING IPAS LEARNING IN ELEMENTARY EDUCATION

Ria Andriani⁽¹⁾ , Muhammad Jaelani Ramadhan Ash Shidiq⁽²⁾
Universitas Amikom Yogyakarta, Indonesia ⁽¹⁾ ⁽²⁾

1446-1453
- PDF 6 2
MULTI DATASET CLIMATOLOGICAL FORECASTING USING PSO TUNED RNN WITH MISSING VALUE IMPUTATION

Adhelia Wida Khaidir⁽¹⁾ , Aji Prasetya Wibawa⁽²⁾ , Dhia Rafifah Thifal⁽³⁾ , Adelia Desyana Eka Putri⁽⁴⁾ , Adelia Khansa Ristiaputri⁽⁵⁾ , Agung Bella Putra Utama⁽⁶⁾
Universitas Negeri Malang, Indonesia ⁽¹⁾ ⁽²⁾ ⁽³⁾ ⁽⁴⁾ ⁽⁵⁾ ⁽⁶⁾

1454-1467
- PDF 35 11