Sinyal Elektroensefalografi Untuk Deteksi Emosi Saat Mendengar Stimulus Pembacaan Al-Quran Menggunakan Wavelet Transform

Khodijah Hulliyah; Anif Hanifa Setianingrum; William Santoso

doi:10.33050/tmj.v8i2SP.2060

Penulis

Khodijah Hulliyah , Universitas Islam Negeri Syarif Hidayatullah
Anif Hanifa Setianingrum , Universitas Islam Negeri Syarif Hidayatullah
William Santoso , Universitas Islam Negeri Syarif Hidayatullah

DOI:

https://doi.org/10.33050/tmj.v8i2SP.2060

Abstrak

Mendengarkan suara membaca Al-Qur'an (Murottal) diketahui sering digunakan untuk membuat suasana terasa santai. Oleh karena itu, dalam penelitian ini, kami menyelidiki sejauh mana stimulasi suara murottal mempengaruhi penampilan gelombang alfa yang terlihat pada gelombang otak menggunakan detektor sinyal Electoencephalography (EEG). Menggunakan Transformasi Wavelet. Gelombang otak yang terdeteksi oleh sinyal EEG kemudian dianalisis untuk setiap fase gelombang pada frekuensi alfa (8-13 Hz) untuk melihat keadaan rileks. Kami merekam data gelombang EEG dalam 4 kondisi, yaitu kondisi tenang, kondisi tegang, dan keduanya dengan stimulus suara murottal. Setiap kondisi dilakukan masing-masing selama 2 menit. Suara murottal diambil secara acak untuk mendapatkan variasi data. Hasil klasifikasi menggunakan Recurrent Neural Network (RNN) menunjukkan bahwa t raining menggunakan n data ormal dengan tombak s mencapai akurasi 52% ~ 59%, Normal dengan m urottal n ormal menghasilkan nilai akurasi 55% ~ 56%, normal dengan tombak m urottal s mendapatkan nilai akurasi terkecil 35% ~ 46%, s Pike dengan m urrottal n ormal mencapai akurasi 57% ~ 67%, pike S dengan pike M urottal smenghasilkan akurasi 51% ~ 60%, M urottal normal dengan pike M urottal S mencapai nilai akurasi tertinggi 78%. Hal ini menunjukkan bahwa terdapat pengaruh yang signifikan dalam mendengarkan Murottal Al-Quran.

Referensi

P. R. Bhise, S. B. Kulkarni, and T. A. Aldhaheri, “Brain computer interface based EEG for emotion recognition system: A systematic review,” in 2020 2nd International Conference on Innovative Mechanisms for Industry Applications (ICIMIA), IEEE, 2020, pp. 327–334.

M. M. Rahman et al., “Recognition of human emotions using EEG signals: A review,” Comput Biol Med, vol. 136, p. 104696, 2021.

G. Colombetti and E. Zavala, “Are emotional states based in the brain? A critique of affective brainocentrism from a physiological perspective,” Biol Philos, vol. 34, no. 5, p. 45, 2019.

D. Li et al., “The fusion of electroencephalography and facial expression for continuous emotion recognition,” IEEE Access, vol. 7, pp. 155724–155736, 2019.

E. C. Djamal, H. Fadhilah, A. Najmurrokhman, A. Wulandari, and F. Renaldi, “Emotion brain-computer interface using wavelet and recurrent neural networks.,” International Journal of Advances in Intelligent Informatics, vol. 6, no. 1, 2020.

Q. Aini, I. Handayani, and F. H. N. Lestari, “Utilization Of Scientific Publication Media To Improve The Quality Of Scientific Work,” Aptisi Transactions on Management (ATM), vol. 4, no. 1, pp. 1–12, 2020.

A. A. A. Redi Pudyanti, A. A. N. A. Redioka, and V. T. Devana, “Analyses Based on Theory of Capital Based Approach on Indonesian Graduate Employability,” ADI Journal on Recent Innovation (AJRI), vol. 4, no. 1, pp. 25–33, Apr. 2022, doi: 10.34306/ajri.v4i1.726.

N. P. A. Mentayani, I. P. Satwika, I. G. A. Pramesti Dwi Putri, A. A. I. I. Paramitha, and T. Tiawan, “Analisis Dan Perancangan User Interface Sistem Informasi Pembayaran Mahasiswa STMIK Primakara Berbasis Web,” Technomedia Journal, vol. 7, no. 1, pp. 78–89, Apr. 2022, doi: 10.33050/tmj.v7i1.1850.

A. Rachmawati, “International Transactions on Education Technology (ITEE) Analysis of Machine Learning Systems for Cyber Physical Systems,” Cyber Physical Systems. International Transactions on Education Technology (ITEE), vol. 1, no. 1, pp. 1–9, 2021.

F. Sutisna, T. Handra, and Y. P. Jap, “The Influence of Social Media Marketing on Purchase Impulses with Brand Attentiveness as A Mediating Variable on UMKM X,” Aptisi Transactions on Technopreneurship (ATT), vol. 5, no. 2, pp. 136–144, Jan. 2023, doi: 10.34306/att.v5i2.247.

P. Lestiyawati, “Analytic Network Process and Tawhidi Strong Relationship in Managing Business of Sharia Commercial Bank,” Aptisi Transactions on Technopreneurship (ATT), vol. 5, no. 1, pp. 87–98, Jan. 2023, doi: 10.34306/att.v5i1.309.

Hendriyati Haryani, S. M. Wahid, A. Fitriani, and M. faris Ariq, “Analisa Peluang Penerapan Teknologi Blockchain dan Gamifikasi pada Pendidikan,” Jurnal MENTARI: Manajemen, Pendidikan dan Teknologi Informasi, vol. 1, no. 2, pp. 163–174, Jan. 2023, doi: 10.34306/mentari.v1i2.250.

L. Meria, J. Zanubiya, M. Alfi, and D. Juliansah, “Increasing Consumers with Satisfaction Application based Digital Marketing Strategies Startupreneur Business Digital (SABDA),” Startupreneur Bisnis Digital (SABDA, vol. 2, no. 1, 2023, [Online]. Available: https://doi.org/10.3430

Anggy Giri Prawiyogi and Aang Solahudin Anwar, “Perkembangan Internet of Things (IoT) pada Sektor Energi : Sistematik Literatur Review,” Jurnal MENTARI: Manajemen, Pendidikan dan Teknologi Informasi, vol. 1, no. 2, pp. 187–197, Jan. 2023, doi: 10.34306/mentari.v1i2.254.

W. A. Nurasniar, “Employee Performance Improvement Through Competence and Organizational Culture with Work Motivation as A Mediation Variable,” APTISI Transactions on Management (ATM), vol. 6, no. 2, pp. 121–131, Nov. 2021, doi: 10.33050/atm.v6i2.1743.

D. S. S. Wuisan and T. Mariyanti, “Analisa Peran Triple Helik dalam Mengatasi Tantangan Pendidikan di Era Industri 4.0,” Jurnal MENTARI: Manajemen, Pendidikan dan Teknologi Informasi, vol. 1, no. 2, pp. 123–132, Jan. 2023, doi: 10.34306/mentari.v1i2.258.

A. Singh Bist, “The Importance of Building a Digital Business Startup in College,” Startupreneur Bisnis Digital (SABDA, vol. 2, no. 1, 2023, doi: 10.34306/sabda.

K. B. Rii, P. Edastama, and N. F. Nabilah, “Study on Innovation Capability of College Students Based on Extenics and Theory of Creativity,” Startupreneur Business Digital (SABDA Journal), vol. 1, no. 2, pp. 134–142, Sep. 2022, doi: 10.34306/sabda.v1i2.118.

N. L. W. S. R. Ginantra, I. M. D. P. Asana, W. G. S. Parwita, and I. W. E. Eriana, “Mobile-Based Customers Management System in Ayunadi Supermarket,” ADI Journal on Recent Innovation (AJRI), vol. 4, no. 1, pp. 86–101, Aug. 2022, doi: 10.34306/ajri.v4i1.767.

U. Rahardja, “The Economic Impact of Cryptocurrencies in Indonesia,” ADI Journal on Recent Innovation (AJRI), vol. 4, no. 2, pp. 194–200, Jan. 2023, doi: 10.34306/ajri.v4i2.869.

A. Agung Nugraha and U. Budiyanto, “Adaptive E-Learning System Berbasis Vark Learning Style dengan Klasifikasi Materi Pembelajaran Menggunakan K-NN (K-Nearest Neighbor),” Technomedia Journal, vol. 7, no. 2, pp. 248–261, Sep. 2022, doi: 10.33050/tmj.v7i2.1900.

S. Zebua and M. Heru Riza Chakim, “Effect of Human Resources Quality, Performance Evaluation, and Incentives on Employee Productivity at Raharja High School,” APTISI Transactions on Management (ATM), vol. 7, no. 1, pp. 1–8, 2023, doi: 10.34306.

D. S. Wuisan and T. Handra, “Maximizing Online Marketing Strategy with Digital Advertising,” Startupreneur Bisnis Digital (SABDA, vol. 2, no. 1, 2023, doi: 10.34306/sabda.v2i1.275.

R. N. Syafroni, “Field of Meaning Theory in Celebgram Endorsement Product Captions,” ADI Journal on Recent Innovation (AJRI), vol. 4, no. 2, pp. 172–183, Jan. 2023, doi: 10.34306/ajri.v4i2.868.

Zulham, Z. Lubis, M. Zarlis, and M. R. Aulia, “Performance Analysis of Oil Palm Companies Based on Barcode System through Fit Viability Approach: Long Work as A Moderator Variable,” Aptisi Transactions on Technopreneurship (ATT), vol. 5, no. 1, pp. 40–52, Jan. 2023, doi: 10.34306/att.v5i1.288.

Y. Dwie Nurcahyanie and A. Cahyono, “Identification and Evaluation of Logistics Operational Risk Using the Fmea Method at PT. XZY,” Aptisi Transactions on Technopreneurship (ATT), vol. 5, no. 1Sp, pp. 1–10, Feb. 2023, doi: 10.34306/att.v5i1sp.306.

R. Muthia, “Structured Data Management for Investigating an Optimum Reactive Distillation Design,” ADI Journal on Recent Innovation (AJRI), vol. 5, no. 1, pp. 34–42, Mar. 2023, doi: 10.34306/ajri.v5i1.899.

R. Fetra, T. Pradiani, and Faturrahman, “The Influence of Price, Facilities, and Service Quality on Re-Staying Interest,” ADI Journal on Recent Innovation (AJRI), vol. 4, no. 2, pp. 184–193, Jan. 2023, doi: 10.34306/ajri.v4i2.867.

P. Nur Kamila and W. Sejati, “Karya ini berlisensi di bawah Creative Commons Attribution 4.0 (CC BY 4.0) Perencanaan Drainase Dengan Konsep Zero Delta Run Off Pada Perumahan Permata Puri Cibubur,” Technomedia Journal (TMJ), vol. 8, pp. 2528–6544, 2023, doi: 10.33050/tmj.v8i1.

R. E. Santoso, F. P. Oganda, E. P. Harahap, and N. I. Permadi, “Pemanfaatan Penggunaan Hyperlocal Marketing bagi Startup Bidang Kuliner di Tangerang,” ADI Bisnis Digital Interdisiplin Jurnal, vol. 2, no. 2, pp. 60–65, 2021.