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Smart Packaging from Durian Seed Starch for Real-Time Quality Classification using DenseNet-121 Putri Nutriastuti; Euis Nursaadah; Azvadennys Vasiguhamiaz; Aceng Ruyani; Nurhamidah Nurhamidah; M. Lutfi Firdaus
ZERO: Jurnal Sains, Matematika dan Terapan Vol 10, No 1 (2026): Zero: Jurnal Sains Matematika dan Terapan
Publisher : UIN Sumatera Utara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30829/zero.v10i1.28580

Abstract

This study used smart packaging made from durian seed starch with butterfly pea flower extract and applied the DenseNet121 deep learning model for real-time quality classification. Colorimetric analysis revealed a significant transition from Hue ~92° to Hue ~289° as food quality deteriorated due to pH changes. This study aimed to introduce a non-destructive vision-based classification framework utilizing the DenseNet121 deep learning architecture to demonstrate its effectiveness as a real time food freshness monitor. The dataset was divided into 70% training set, 20% validation set, and 10% test set to ensure robust model development. Performance was evaluated using accuracy, precision, recall, and F1 score. This methodology integrated physicochemical (pH) analysis with the development of a DenseNet121 architecture based Deep Learning model to classify food freshness phases. The results showed that edible films derived from durian seed starch and butterfly pea flower extract were capable of being indicators of food freshness. The dataset consisted of 160 images captured during a 12day experiment, which was expanded using stochastic data augmentation to improve model generalization. Computationally, the model achieved convergence with a training accuracy of 96% with loss 0.14 and achieved an internal testing accuracy of 0.94. Although testing on an external dataset recorded an accuracy of 0.78 due to environmental variability. This study proposes the first integration of durian seed starch based smart packaging with DenseNet121 architecture for automatic freshness classification of lempuk durian, providing a new approach for continuous food quality monitoring. These findings provide a quantitative basis for the application of applied mathematics and computer vision in sustainable food logistics.
Effect of high temperature heating on free fatty acid content and peroxide number of packaged and bulk palm cooking oil Tiara Dia Amanda; M Lutfi Firdaus; Euis Nursaadah; Nurhamidah Nurhamidah; Aceng Ruyani
AcTion: Aceh Nutrition Journal Vol 11, No 1 (2026): March
Publisher : Department of Nutrition at the Health Polytechnic of Aceh, Ministry of Health

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30867/action.v11i1.3158

Abstract

Palm cooking oil is widely used in food processing, particularly for high-temperature frying. Although the thermal degradation of palm oil has been extensively studied, no previous study has specifically compared the degradation rates of bulk and packaged palm oil under extreme heating conditions. Repeated use at high temperatures may induce chemical changes that affect food safety and public health. This study aimed to analyze the effect of heating on changes in free fatty acid (FFA) levels and peroxide value (PV) in palm cooking oil and assess their implications for food quality. An experimental study was conducted in January 2026 at the Chemistry Education Laboratory, University of Bengkulu, using a factorial design with two main factors: oil type (packaged and bulk) and heating temperature (100, 180, and 200°C). Six repetitions were performed at 10-minute intervals over a total heating duration of 60 min. Data were analyzed using the Shapiro–Wilk normality test and two-way ANOVA in SPSS (version 25). At 200°C after 60 min, the packaged oil showed an increase in FFA to 0.31% and PV to 13.6 meqO₂/kg. Bulk oil exhibited more severe deterioration, with FFA and PV reaching 0.37% and 19 meqO₂/kg, respectively. Temperature significantly affected the increase in FFA (p = 0.000) and PV (p = 0.004) values. In conclusion, both parameters exceeded the national safety standards (SNI) threshold. Limiting the repeated use of heated palm oil is essential for protecting consumer health.
Teachers training in design digital-based authentic assessments to support differentiated learning in transformative school Euis Nursaadah; Aceng Ruyani; Bhakti Karyadi; Elsi Adelia Fitri
Jurnal Pembangunan Pendidikan: Fondasi dan Aplikasi Vol. 13 No. 2 (2025): December
Publisher : Graduate School, Universitas Negeri Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21831/jppfa.v13i2.83552

Abstract

Training digital-based authentic assessments is essential due to decontextualization challenges and technological advancements in learning assessment. Transformative schools require teachers to design innovative assessments supporting differentiated learning in the independent curriculum implementation, yet many face difficulties in creating assessments aligned with new learning paradigms. This study implemented the ICARE framework (Introduction, Connection, Application, Reflection, and Extend) to enhance teachers' competencies in designing digital-based authentic assessments at SMPN 02 Tebat Karai and SMPN 02 Kepahiang. Thirty teachers from various subjects with 1-20+ years of teaching experience participated in this professional development program. Data were collected through Socrative application reflection and semi-structured interviews, analyzed descriptively across three experience groups. Results showed that most teachers successfully implemented the independent curriculum and demonstrated proficiency in diagnostic, formative, and summative assessments. Observation and project assessments were most widely used during learning processes. Teachers exhibited competence with digital tools including Google Forms, Quizizz, and Socrative. Assessment preferences varied across experience groups, with performance and portfolio assessments predominating. The ICARE framework effectively developed teachers' competencies in designing digital-based authentic assessments aligned with learning objectives and differentiated learning principles. This study contributes practical frameworks for teacher professional development in authentic assessment within Indonesian transformative school contexts, providing evidence-based guidelines for enhancing assessment literacy. Future research should investigate long-term impacts on student learning outcomes and explore scalability across diverse educational settings.
Development of electronic modules of Mucuna pruriens L. to improve students' critical thinking skills Ikmi Marlina; Euis Nursa'adah; Endang Widi Winarni
JPBI (Jurnal Pendidikan Biologi Indonesia) Vol. 12 No. 1 (2026): MARCH
Publisher : University of Muhammadiyah Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22219/jpbi.v12i1.42463

Abstract

Background: The development of a research-based electronic module on Mucuna pruriens L. is important because contextual and innovative learning resources are needed to connect scientific findings with excretory system concepts while improving students’ critical thinking skills. Objectives: This study aimed to develop a research-based e-module derived from findings on the effect of Mucuna pruriens L. leaf extract on burn wound healing in mice (Mus musculus), and to determine its validity and effectiveness in improving students’ critical thinking skills. Methods: This study employed the 4D research and development model consisting of Define, Design, Develop, and Disseminate stages. The product was validated by five experts, and its effectiveness was tested through pretest and posttest scores. Results: The experimental study showed that Mucuna pruriens leaf extract accelerated burn wound healing, with the P3 group at the highest concentration demonstrating the best healing outcome on day 14. Based on these findings, a contextual e-module on the excretory system was developed. Expert validation yielded an Aiken’s V value of 0.94, indicating that the e-module was highly valid and feasible for use. The effectiveness test showed improvement in students’ critical thinking skills, with an N-gain score of 0.45 in the experimental class (medium category) and 0.29 in the control class (low category). Conclusion: The developed e-module met the validity and feasibility criteria and was effective in supporting research-based learning on the excretory system and enhancing students’ critical thinking skills.
UTILIZATION THE QUALITY OF DURIAN SKIN BRICKETS AS AN ENVIRONMENTALLY FRIENDLY TECHNOLOGY ALTERNATIVE Ega Dwi Permata Sari; Iwan Setiawan; Rendy Wikrama Wardana; Euis Nursaadah
SPEKTRA: Jurnal Kajian Pendidikan Sains Vol. 10 No. 1 (2024): SPEKTRA: Jurnal Kajian Pendidikan Sains
Publisher : Physics Education Study Program, Faculty of Education and Teacher Training, UNSIQ

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32699/rem0z325

Abstract

Durian skin briquettes can be used as an alternative energy product environmentally friendly technology, cause the potential for durian skin waste is still very large in Bengkulu. The research objective focuses on testing the quality of Durian Skin Briquettes as an alternative environmentally friendly technology. The type of research is experimentation, with the independent variable namely durian skin briquettes, the control variables namely heating value, water content and grade. Data collection techniques were carried out by observing the potential for durian skin in Bengkulu. The data analysis method this research involves quantitative data analysis. Durian skin briquettes are divided into 2 groups: A1 (90% yellow durian skin charcoal: 10% adhesive), A2 (90% green durian skin charcoal: 10% adhesive). Durian skin briquette test results comparing 90% green durian skin charcoal with 10% adhesive showed the best results with a total heat of 4748 k cal/kg. Meanwhile, a ratio of 90% yellow durian skin charcoal to an adhesive ratio of 10% produces a total heat of 4670 K cal/kg. The conclusion of this research is that the quality test of durian skin briquettes as an alternative environmentally friendly technology shows the best results with a heat amount of 4748 k cal/kg in green durian skin briquettes.
EXPERIMENTAL INVESTIGATION ON ELECTRICAL LOAD CHARACTERISTICS OF A MONOCRYSTALLINE PHOTOVOLTAIC PANEL UNDER RGB-FILTERED BROADBAND LED ILLUMINATION M. Raynaldo Sandita Powa; Afrizal Mayub; Euis Nursaadah
Indonesian Physical Review Vol. 9 No. 3 (2026)
Publisher : Universitas Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29303/ipr.v9i3.659

Abstract

RGB-filtered broadband illumination was applied to a monocrystalline photovoltaic (PV) panel under controlled indoor conditions to observe its electrical load characteristics. Optical red, green, and blue filters are used to produce RGB channel dominance in the transmitted light from a 5000 K LED source, without implying narrowband spectral separation. Sequential resistive loads (10 steps from 100 Ω to 4700 Ω) are applied to generate voltage–current operating points that reconstruct I–V and P–V characteristics under each filtering condition. Standard PV parameters, including estimated short-circuit current (Isc), open-circuit voltage (Voc), maximum power point (MPP), and estimated fill factor (FF), are derived from load-based curve extrapolation. Lux measurements are recorded alongside the electrical data to provide a comparison with photometric brightness. The results show a consistent ordering of electrical performance where green-filtered illumination produces higher current and power output than red and blue under the present experimental conditions. The maximum power under green filtering is approximately 54% higher than red and more than 400% higher than blue. However, since irradiance and spectral power distribution are not measured, differences in transmitted light intensity across filters may also contribute to the observed electrical variations, in addition to wavelength-related effects. The comparison using Isc/Lux and Pmax/Lux is presented only as an illustrative indicator and does not represent a physically rigorous photovoltaic performance metric. Therefore, the findings are interpreted as RGB-filtered broadband effects that are qualitatively consistent with known silicon spectral response behavior, rather than as direct spectral characterization. This work provides a practical, low-cost indoor protocol to observe photovoltaic response trends using accessible instrumentation without spectroradiometric equipment.
Potensi Biomassa Pohon dan Emisi Karbondioksida Untuk Menilai Keseimbangan Karbon di Lingkungan Endah Tri Wahyuningsih; Bhakti Karyadi; Rendy Wikrama Wardana; Euis Nursa’adah; Afrizal Mayub
Bioscientist : Jurnal Ilmiah Biologi Vol. 13 No. 4 (2025): December
Publisher : Department of Biology Education, FSTT, Mandalika University of Education, Indonesia.

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33394/bioscientist.v13i4.16620

Abstract

This study aims to analyze carbon emissions from motor vehicles and the potential for carbon absorption by vegetation on four main roads in Bengkulu City: Padang Jati, Hibrida, Pagar Dewa, and Sukarami. The approach used is quantitative-descriptive, with data collected through traffic surveys and direct measurements of vegetation parameters during the observation period. Emissions are calculated using emission factors based on IPCC/KLHK standards according to vehicle type, while tree biomass is analyzed using allometric equations based on trunk diameter, track length, and vegetation type. Carbon analysis on four roads in Bengkulu City shows a significant imbalance between vehicle emissions and vegetation absorption. Sukarami recorded the highest emissions (751,813 kg CO₂) with a biomass of only 24,053 kg (absorption of 40,607 kg), making it a carbon source. Conversely, Padang Jati had the largest biomass (881,578 kg) compared to emissions of 431,889 kg CO₂, making it a carbon sink with absorption of 344%. Hibrida and Pagar Dewa showed intermediate conditions, with emissions of 424,145–570,063 kg CO₂ and absorption of 544,349–947 kg, indicating an unbalanced absorption capacity. These results emphasize the need to increase vegetation cover and manage green spaces as strategies for mitigating urban climate change.
DETEKSI KANDUNGAN LOGAM BERAT KADMIUM (Cd) PADA RUMPUT LAUT MENGGUNAKAN TEKNIK CITRA DIGITAL Hizkia Mahezra Agustin; Euis Nursa’adah; M. Lutfi Firdaus
EDUPROXIMA : Jurnal Ilmiah Pendidikan IPA Vol 8, No 2 (2026)
Publisher : Universitas Bhinneka PGRI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29100/.v8i2.9300

Abstract

Pencemaran lingkungan masih menjadi masalah besar dalam kehidupan. Salah satu lingkungan yang tercemar adalah lautan. Pencemaran lautan mengakibatkan pencemaran logam berat pada biota laut. Salah satunya adalah rumput laut. Tujuan penelitian ini adalah untuk menentukan kadar kandungan logam kadmium yang terdapat pada rumput laut. Metode yang digunakan adalah pendeteksian dengan menggunakan teknik citra digital. Reagen/pengompleks yang digunakan untuk mendeteksi kadmium adalah alizarin red s. Dilakukan uji selektifitas dan sensitivas dahulu pada alizarin red s. Hasil yang didapatkan adalah kadar kandungan logam kadmium pada rumput laut sebesar 0.06 ppm. Hasil ini memiliki selisih 0.01 ppm pada peraturan BPOM yang menjelaskan kadar pencemaran kadmium pada rumput laut sebesar 0.05 ppm atau 0.05 mg/Kg.
ANALISIS TINGKAT KESADARAN SISWA DALAM MERAWAT TANAMAN PUCUK MERAH DAN LIDAH MERTUA SEBAGAI AIR PURIFIER Melda Nuari Handini; Euis Nursa’adah
EDUPROXIMA : Jurnal Ilmiah Pendidikan IPA Vol 7, No 3 (2025)
Publisher : Universitas Bhinneka PGRI

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29100/.v7i3.6975

Abstract

Penelitian ini bertujuan untuk menganalisis tingkat kesadaran dan keterlibatan siswa dalam aksi nyata merawat tanaman Pucuk Merah (Syzygium myrtifolium) dan Lidah Mertua (Sansevieria trifasciata) terhadap kesadaran ekologis dan tanggung jawab lingkungan. Menurut beberapa artikel yang menjadi landasan penelitian menunjukkan bahwa kedua tanaman tersebut efektif dalam menyerap polutan udara, dengan Pucuk Merah menyerap nitrogen dioksida (NO₂) dan sulfur dioksida (SO₂), serta Sansevieria trifasciata yang mengoptimalkan penyerapan CO₂ di malam hari melalui mekanisme CAM mendukung kualitas udara terutama di ruang tertutup. Terdapat 6 aspek dan 13 indikator yang akan dijawab oleh 32 responden dan hasilnya menunjukkan tingkat kesadaran menjaga dan merawat tanaman yang tinggi, dengan sebagian besar siswa memahami pentingnya merawat tanaman untuk menjaga kualitas udara di lingkungan madrasah. Sikap tanggung jawab siswa terhadap perawatan tanaman juga tercermin dalam komitmen mereka untuk merawat tanaman secara individu maupun kelompok. Motivasi siswa dalam merawat tanaman lebih banyak didorong oleh rasa tanggung jawab terhadap lingkungan, dan mereka merasakan kepuasan atas hasil yang dicapai. Secara keseluruhan, kegiatan ini berhasil menumbuhkan kesadaran akan pentingnya konservasi lingkungan, membangun tanggung jawab pribadi dan kolektif, serta menumbuhkan motivasi internal diri siswa dalam melestarikan lingkungan madrasah dan menjadi salah satu aksi nyata dalam mengurangi polusi udara.
Efikasi Antibakteri; Staphylococ pengembangan e-modul mikrobiologi berbasis penelitian pemanfaatan kulit buah kabau sebagai antibakteri untuk meningkatkan keterampilan berpikir kritis mahasiswa Lizken Sitorus; Sipriyadi; Euis Nursa’adah
PendIPA Journal of Science Education Vol 9 No 3 (2025): October
Publisher : UNIB Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33369/pendipa.9.3.861-865

Abstract

The bark of the traditional plant, Archidendron bubalinum, known locally as kabau, exhibits promising qualities as a natural antibacterial agent. This research was conducted with two main objectives: (1) to evaluate the antibacterial efficacy of kabau fruit peel extract against two common pathogenic bacteria, Staphylococcus aureus and Escherichia coli, and (2) to design, validate, and assess the effectiveness of a research-based Microbiology E-Module in fostering students' critical analytical skills. The antibacterial capacity was tested using the paper disc diffusion method across a range of extract concentrations (5%, 10%, 20%, 40%, and 80%), using both pure water (aquades) and 2% dimethyl sulfoxide as carriers. Statistical analysis (one-way ANOVA, p = 0.020 < 0.05) indicated a notable difference in the zone of inhibition diameter across the various concentrations. The most potent antibacterial effect was observed at the 80% concentration with the aquades solvent, yielding inhibition zones of 3.97 mm against S. aureus and 8.42 mm against E. coli. These empirical results served as the core content for the innovative E-Module. The developed E-Module attained a high level of validity, achieving a CVR score of 1.00 from 5 expert validators, thus confirming its readiness for use. Subsequent evaluation during instructional application revealed a marked elevation in students' critical thinking abilities. Students in the Biology Department at FMIPA, Universitas Bengkulu, showed an initial mean pre-test score of 41.67, which surged to 88.00 in the post-test. This change resulted in an N-gain score of 0.79, positioning the improvement in the "high" category. Therefore, A. bubalinum extract is confirmed to hold antibacterial potential, and the E-Module is proven to be an effective educational tool for enhancing students' critical thinking competence.
Co-Authors A. Mudzakir A. Setiawan Aceng Ruyani Aceng Ruyani Aceng Ruyani ACENG RUYANI Adi Putranto Adriataspen, Milzen Afrizal Mayub Afrizal Mayub Afrizal Mayub Afrizal Mayub Afrizal Mayub Agus Sudaryono Agustina, Resta Ahmad Aminudin Ahmad Mudzakir Alfia Novera Indah Esa Kasih Ananda, Resti Annisa Luthfiah ardana, Rendy Wikrama W Areski Febriani Ariefa Primair Yani Ariefa Primair Yani Ariefa Primairyani Ariefa Primairyani Ariefa Primairyani, Ariefa Arsela Eko Listiono Asti, Nora Ayudi Athika Ulfah Putri Auriel Zahra Alisha Ayu Shinka Permata Sari Azvadennys Vasiguhamiaz Barke, H. D. BHAKTI KARYADI Bhakti Karyadi Bhakti Karyadi Bhakti Karyadi Bramastia Budi Maryani Budiyanto Budiyanto Chairunisa, Aprilia Chandra, I Nyoman Dea Safitri Defianti, Aprina Deka Agustina Deka Agustina Delima, Ega Marita Deni Parlindungan Detty Fitriani Devi Kurniawati Dewi Handayani Dewi, Ria Kemala Diah Suprihatin Diana R. Eddy Dinda Oktarina Ega Dwi Permata Sari Ega Marita Delima Elsi Adelia Fitri Endang Widi Winarni Endang Widi Winarni Esterlin Fadhilah, Annisa Alya Fahmizal, F. Fahmizal, Fahmizal Fannyda, Raidatul Fenty Fitrian Sari Fitri April Yanti Ghina Febrianti gumono Hadirama, Khanna Harlita Henny Johan Henny Johan Henny Johan Herlina Apriska Hizkia Mahezra Agustin Ikmi Marlina Imas Eva Wijayanti Indah Langitasari Indarini Dwi Pursitasari Indra Sakti Indra Sakti Intan Febrian Ira Maisarah Isriyanti Affifah, Isriyanti Iwan Setiawan Iwan Setiawan Johan, H. Junaini, Junaini Karyadi , Bhakti Khairunnisa Khairunnisa Laberta, Tinu Lazfihma, L Lazfihma, Lazfihma Lena Rahmidar Liliasari , Liliasari Liliasari Lilis Rusmiati, Lilis Lizken Sitorus Lukmanul Hakim Lukmanul Hakim M. Lutfi Firdaus M. Raynaldo Sandita Powa Marliansa, Meiredo Mayub, A. Mayub, Afrizal Mayub, Afrizal Mega Anggelena Melda Nuari Handini Mellyta Uliyandari Uliyandari Mochammad Yusa, Mochammad Muhamad Diki Permana Naftalia Artaria Hutabarat Nanda Cahaya Safitri Nensi Pitaloka Nina Gusti Nirwana Nirwana Nirwana, Nirwana Noorzana Khamis Nur ‘Azah Nurhamidah Nurhamidah Nurhamidah Nurhamidah Nurhamidah Nurhamidah Nurul Husna Parlindungan , Deni Parlindungan, Deni Pasaribu, Mika Yanti Arita Pathonawiratama, Gustin Primair Yani, Ariefa Purnama, Intan Putri Nutriastuti Ratu Eva Febriani Rendy W Wardhana Rendy W. Wardhana Rendy Wikrama Wardana Rendy Wikrama Wardana Rendy Wikrama Wardana Rendy Wikrama Wardana Rina Elvia, Rina Rinda Fitri Handayani Rita Sartika Rizka Fitria Ningrum Rizki M. Okumura Roleka Julia Marcellina Ruyani , Aceng Sagita, Fitria Santhy Wyantuti Sari, Ega Dwi Permata Sari, Fenty Fitrian Sari, Frisa Rahmah Septika Amalia Umaro Shabrina, Annida Nurul Sipriyadi Sipriyadi Sitorus, Jernia Rulintan Sonia, Gina Susanti Sutarno Sutarno Sutarno Sutarno Sutarno Sutarno Sutarno Suzieleez Syrene Abdul Rahim Syafriadin, Syafryadin Tanda Nauli Sitorban Tiara Dia Amanda Tita Sunggarani Triana, Yorika Triyanti, Dwi Erni Tuherni, Erni Uliyandari, Mellyta Umaya Umaya, Umaya Urip Santoso Wahyuningsih, Endah Tri Wainarisi, Esterlin Wardana, Rendy W. Wardana, Rendy Wikrama Wardaya, R. W. Widia Gusti Wikrama Wardana, Rendy Wiwit, Wiwit Yeni Wahyuni Hartati Yunita Yunita