Article Per Year (5 Year)
p-Index From 2021 - 2026
8.939
P-Index
This Author published in this journals
All Journal Jurnal Ners Indonesia Publika Jurnal Ilmiah Mahasiswa FEB Bianglala Informatika : Jurnal Komputer dan Informatika Akademi Bina Sarana Informatika Yogyakarta Pendas : Jurnah Ilmiah Pendidikan Dasar METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi EduReligia : Jurnal Pendidikan Agama Islam ACITYA Journal of Teaching & Education Prosiding Seminar Nasional Multidisiplin JPM (Jurnal Pendidikan Modern) Jurnal Riset Teknologi Industri BioEksakta : Jurnal Ilmiah Biologi Unsoed Al-fahim : Jurnal Manajemen Pendidikan Islam KIDDO: Jurnal pendidikan Islam Anak Usia Dini Buletin Literasi Budaya Sekolah Jurnal Sistem Informasi Jurnal PkM (Pengabdian kepada Masyarakat) Jurnal Mandiri IT Jurnal Inovasi Pembangunan DEVELOPMENT : Journal of Community Engagement Surplus: Jurnal Riset Mahasiswa Ekonomi, Manajemen, dan Akuntansi Jurnal Akuntansi, Ekonomi dan Manajemen Bisnis Al-Ijtima: Jurnal Pengabdian Kepada Masyarakat YASIN: Jurnal Pendidikan dan Sosial Budaya Jurnal Pengabdian Masyarakat Nusantara Keris: Journal of Community Engagement Concept: Journal of Social Humanities and Education Safari : Jurnal Pengabdian Masyarakat Indonesia Prosiding Seminar Nasional Official Statistics Inspirasi Dunia: Jurnal Riset Pendidikan dan Bahasa Jurnal Ilmiah Ekonomika & Sains Progressive Physics Journal KENDALI: Economics and Social Humanities Jurnal Penelitian Ekonomi Manajemen dan Bisnis TAMIKA: Jurnal Tugas Akhir Manajemen Informatika & Komputerisasi Akuntansi Jurnal Insan Pendidikan dan Sosial Humaniora Wawasan : Jurnal Ilmu Manajemen, Ekonomi dan Kewirausahaan Harmoni: Jurnal Ilmu Komunikasi Dan Sosial Kapas: Kumpulan Artikel Pengabdian Masyarakat JPLED Jurnal Pendidikan Sains Indonesia (Indonesian Journal of Science Education) Central Publisher Science Education and Development Journal Archives Maeswara: Jurnal Riset Ilmu Manajemen dan Kewirausahaan Journal of Advanced Health Informatics Research Dinamika Publik: Jurnal Manajemen dan Administrasi Bisnis Classroom Experiences Pusat Publikasi Ilmu Manajemen Cemara Education and Science Jurnal Riset Rumpun Ilmu Pendidikan (JURRIPEN) Prosiding Seminar Nasional dan Call For Paper Kebidanan Universitas Ngudi Waluyo Quality : Journal of Education, Arabic and Islamic Studies Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia Tabsyir: Jurnal Dakwah Dan Sosial Humaniora Jurnal Ilmiah Nusantara Jurnal Ekonomi, Akuntansi dan Perpajakan INTERDISIPLIN: Journal of Qualitative and Quantitative Research Indonesian Journal of Economic & Management Sciences (IJEMS) Jurnal Intelek Insan Cendikia Journal of Islamic Education Management Research Manfish: Jurnal Ilmiah Perikanan dan Peternakan Karya Nyata: Jurnal Pengabdian Kepada Masyarakat Al-Ijtimā: Jurnal Pengabdian Kepada Masyarakat Sama Jiva Jnanam (International Journal of Social Studies) Jejak digital: Jurnal Ilmiah Multidisiplin Indonesia Economic Journal Sinergi Teknologi dan Masyarakat (SINTAK-MAS)
KHOIRUN NISA
Unknown Affiliation
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Transportation Veterinary Other

Published : 78 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : progressive physics journal

 1 
Application of Physics-Informed Neural Networks (PINNs) for the Numerical Solution of the Time-Independent Schrödinger Equation Hamdi Akhsan; Khoirun Nisa; Putri Nurhikmah; Wailaina; Melly Ariska
Progressive Physics Journal Vol. 6 No. 2 (2025): Progressive Physics Journal
Publisher : Program Studi Fisika, Jurusan Fisika, FMIPA, Universitas Mulawarman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30872/6881zx10

Abstract

This work investigates the application of Physics-Informed Neural Networks (PINNs) for numerical solutions to the time-independent Schrödinger equation of the quantum harmonic oscillator in one, two, and three spatial dimensions. Fully connected neural architectures are constructed to approximate wavefunctions over finite symmetric domains, while the corresponding energy eigenvalues are treated as trainable parameters. The training strategy utilizes randomly sampled interior points to enforce the Schrödinger operator residual and boundary points to impose vanishing wavefunction constraints. For the 1D quantum harmonic oscillator, the learned ground-state wavefunction yields an energy of E = 1.2939 after 12,000 iterations. In the 2D configuration, convergence is achieved at E = 2.1352 within 14,000 iterations, whereas the 3D model attains E = 2.6377 after 12,000 iterations. These values agree with the expected trend of increasing ground-state energy with dimensionality, although deviations from exact analytical values indicate that PINNs may experience optimization challenges and sensitivity to sampling density and boundary enforcement. Despite these limitations, the trained models successfully capture the characteristic spatial symmetries and Gaussian-like envelope of harmonic oscillator eigenstates across all dimensions. These findings demonstrate that PINNs offer a flexible, mesh-free alternative for solving stationary quantum systems, particularly when analytical or conventional numerical approaches become impractical. The method shows strong potential for higher-dimensional quantum applications, even though further refinement such as improved sampling, loss balancing, and network depth remains necessary to suppress residual error and enhance eigenvalue accuracy.
Co-Authors Aanisah Nadya Shafwah Abdul Fattah Nasution Abul Mafaakhir Addina Tafaquh. F Adib Ahmada Adinda Ramawati Aditya Dwi Prananda Adzkia Rizkianisa Awira Siregar Agisca Arifien Ahmad Khamdani Ahmad Syihabuddin A.F Ahmad Zainuri Aji Pramudya Akbar Rafsanjani Alip Laila Bintar Wati Alwiyah Nasution Alya Mardatilla Amaluddin Tanjung Anastasia Wheni Indrianingsih Andra Abel Guvinda Angel Vionika Saharani Angelina Hadriani Hadriyanto Anika Ardila Anita Indah Sayekti Annastasya Nabila Elsa Wulandari Annisa Luthfiyyah Anzilly Ifadatun Ummah Arif Setia Sandi A. Arimbi Syahkila Simangunsong Asep Suryadi Aslikhatun Khoiriyah Asqia Viani Aulia Utami Aripin Ayu Lucy Larassaty Ayu Salsabila Ayuda Dyah Nurekawati Azza Irani Dwi Lestari Baihakil Aziz carmidah carmidah Catur Febriyan Chosi Kasanda Chusnul Chotimah Cici Darsih Deberina Syurfi Yunina Dede Cahyati Sahrir Dedi Masri Deny Tri Prasetia Devy Kusuma Dian Andani DEWI LEYLA RAHMAH Diah Arum Sari Nawang Ulan Dian Sulistyorini Wulandari Diardana Prima Sintasari Dina Oktapia Dina Oktavia Dina Tri Mulyani Djatnicka, Erlina Een Juhriah Elsa Amelia. A Elva Meilani Sagita Erlin Maulidatus. S Eva Ulfiana Dewi Eveline Stephani Fadhylah Zaini Pardede Fajariyatul Amelia Fajarwati, Salsabila Fani Laffanillah Fara Amalia Dewi Fariska Amadea Julia Fatimatus Zahro Fiki Khoirotussiha Firdatul Izza Frida Aprilia Frika Fatimah Zahra Galuh Sandi Gentio Harsono Gilang Ramadhan H. Moeljadi Hamdi Akhsan Haq, Furqonul Hendri Stiawan Ida Rinda Ningsih Ignatia Esti Sumarah Ika Ika Iksan Adi Nugroho Ilvi Mawaddah Inom Nasution Irma Tussa’diah Hasibuan Iva Nur Zakiya Ivan Ilham Riyandi Izzatun Nafis Kale Khairi Putik Nurikhwani Kenconojati, Hapsari Khairun A Roni Khotimatul Husna Kristina Putri Anggraeni Lailatul Maghfiroh LATIFAH FITRIANI DEWI Lestari Yusuf Lisa Lisdiana Lulu Nazma Lailatul Muchlis M. Mun’im Machful Indra Kurniawan Manik, Santini Maris Din Nafis Marista Febria Safutri Maulidayani Maulidayani Mega Dewi Ambarwati Mela Safitri Situmorang Melly Ariska Metatia Intan Mauliana Meysah Wanda Sari Mia Indriyani Minsih Mochamad Rizal Yulianto Mochamad Wahyudi Moh. Hafidh Ubaidillah Al Hasan Moh. Mahmud Moh. Rofiki Mohammad Falahuddin Muhammad Aditya Yulianto Muhammad Agus NurKholis Muhammad Aidil Fitri Muhammad Alfiansyah Muhammad Ispan Muhammad Kasran Muhlisin Muhlisin MULYADI Munawaroh Munirul Abidin Musthafa Kamil MUZAYANAH Nafia Ilhama Qurratu’aini Narwikah Narwikah Nashihin Naswa Ika Febrianty Natasya Dwi Anjani Nihayatus Sakhiyah Niken Eriana Azzahra Fauzi Noly Shifiyah Nor Anisa Nor Anisa Novelya Aleena Rofani Novi Arilia Safitri Novia Dwi Rahmawati Novrina Feronita Br.Sibuea NUR HASANAH Nur Izzah Nur Subekti Nurheny Rahmawati Nurul Azizah Nurul Ismaiyah Nurul Lathifatul Fithriya Paramita Cahyaningrum Kuswandi Perdi Hasan Prayoga, Estu Purwono Purwono, Purwono PUTRI HANDAYANI Putri Nurhikmah Putri Syafaatun Qoni'ah Nur Wijayani Qurrotul A’yuni Rachman Hidayat Randi Purnama Putra Reni Endrawat Retno Septiwulan Ridlotun Nuvi Setyan Rifky Adha Riska Nur Aini Rismadefi - Woferst Rizal Fadly Ardiansyah Riziq Syehab Rizka Mufidah Rizqiyah Rodiyah Sabrienda Najwa. A Salwa Nabila Damanik Sela Handrian Septi Nurhayati Setiyono, Wisnu Panggah Shalvena Aura Azzura Sholihah Roekhana Siti Anisah Siti Fatimah, Eva Siti Marhatus Soleha Sofyan Syamsuddin Soomro, Suhaib Ahmed Subhi Indriyani Subi anto Sukendra Martha Supriyanta Supriyanta Susan Widianingsih Susi Tasya Arsyada Tengku Darmansyah Tina Novi Lestari Trisnawati Hutagalung Valent Milenio Boas Santosa Vanda Rezania Viraesti Damayati Vita Taufika Rosyida Wahyudi Wahyudi Wailaina Waluyo, Dangan Winih Budiarti Wiwin Eka Kristina Wuri Apriyana Yayuk Sri Kasiani Yesi Hasneli Yesi Novia Pitriani Yudhi Novriansyah Yumi Kholifah Yunianita Rahmawati Zahro Ulfaturrohmatiririn Zakiyatun Nabila zulfatun anisah Zuyyina Fihayati