Muhamad Akrom

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Research profile with citations, yearly trend, article performance and author insights

Universitas Dian Nuswantoro, Indonesia

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Muhamad Akrom

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Last Synced 04 Aug 2026, 02:55 PM

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Author Impact Score

Custom 3-year author impact calculator based on citations and indexed documents.

13.03

Author impact score

1,446 Citations 2024 - 2026

111 Documents 2024 - 2026

Total Citations

1,547

Scholar + author-added

H-Index

23

research impact

I10-Index

37

quality score

Articles Found

148

merged research works

Top Performing Year

2025

701 citations

Tier

T3

CiteScore rank tier

Author CiteScore

13.03

Upward trend

Avg Citations / Year

305.40

yearly average

Citations / Article

10.45

impact efficiency

Citation Trend

276

Declining trend

Most Cited Article

A machine learning approach for corrosi...

124 citations

Smart Insight Box

Auto Summary

Top citation year was 2025 with 701 citations. Average citations per year stand at 305.4. Each indexed article contributes around 10.45 citations on average. Latest Author Impact Score for 2026 is 13.03, indicating a upward trend. Current H-index is 23 and I10-index is 37. Most cited article currently has 124 citations. Recent yearly citation pattern indicates a declining trend.

Author Impact Score Trend

3 Years

Most Cited

124 Citations

Year: 2023

A machine learning approach for corrosion small datasets

T Sutojo, S Rustad, M Akrom, A Syukur, GF Shidik, HK Dipojono

npj materials degradation 7 (1), 18, 2023

Yearly Citations

Author year-wise citation data

Year	Citations
2026	276
2025	701
2024	469
2023	73
2022	8

Yearly Citations Chart

Author citation trend

5 Years

Year-wise Citation Share

Citation percentage by year

Top Research Articles

Showing 20 articles per page

148 Articles Page 1 of 8

#	Article Details	Year
1	A machine learning approach for corrosion small datasets Google Scholar 👨‍🔬 T Sutojo, S Rustad, M Akrom, A Syukur, GF Shidik, HK Dipojono 📚 npj materials degradation 7 (1), 18, 2023	2023
2	Data-driven investigation to model the corrosion inhibition efficiency of Pyrimidine-Pyrazole hybrid corrosion inhibitors Google Scholar 👨‍🔬 M Akrom, S Rustad, AG Saputro, HK Dipojono 📚 Computational and Theoretical Chemistry 1229, 114307, 2023	2023
3	Development of quantum machine learning to evaluate the corrosion inhibition capability of pyrimidine compounds Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono 📚 Materials Today Communications 39, 108758, 2024	2024
4	A combination of machine learning model and density functional theory method to predict corrosion inhibition performance of new diazine derivative compounds Google Scholar 👨‍🔬 M Akrom, S Rustad, AG Saputro, A Ramelan, F Fathurrahman, ... 📚 Materials Today Communications 35, 106402, 2023	2023
5	DFT and microkinetic investigation of oxygen reduction reaction on corrosion inhibition mechanism of iron surface by Syzygium Aromaticum extract Google Scholar 👨‍🔬 M Akrom, AG Saputro, AL Maulana, A Ramelan, A Nuruddin, S Rustad, ... 📚 Applied Surface Science 615, 156319, 2023	2023
6	A machine learning approach to predict the efficiency of corrosion inhibition by natural product-based organic inhibitors Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono 📚 Physica Scripta 99 (3), 036006, 2024	2024
7	Variational quantum circuit-based quantum machine learning approach for predicting corrosion inhibition efficiency of pyridine-quinoline compounds Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono 📚 Materials Today Quantum 2, 100007, 2024	2024
8	Machine learning investigation to predict corrosion inhibition capacity of new amino acid compounds as corrosion inhibitors Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono 📚 Results in Chemistry 6, 101126, 2023	2023
9	Investigation of best QSPR-based machine learning model to predict corrosion inhibition performance of pyridine-quinoline compounds Google Scholar 👨‍🔬 M Akrom, T Sutojo, A Pertiwi, S Rustad, H Kresno Dipojono 📚 Journal of Physics: Conference Series 2673 (1), 012014, 2023	2023
10	Quantum Support Vector Machine for Classification Task: A Review Google Scholar 👨‍🔬 M Akrom 📚 Journal of Multiscale Materials Informatics 1 (2), 1-8, 2024	2024
11	Investigation of natural extracts as green corrosion inhibitors in steel using density functional theory Google Scholar 👨‍🔬 M Akrom 📚 Jurnal Teori dan Aplikasi Fisika 10 (1), 89-102, 2022	2022
12	Prediction of Anti-Corrosion performance of new triazole derivatives via Machine learning Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono 📚 Computational and Theoretical Chemistry 1236, 114599, 2024	2024
13	SMILES-based machine learning enables the prediction of corrosion inhibition capacity Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono 📚 MRS Communications 14 (3), 379-387, 2024	2024
14	Implementation of quantum machine learning in predicting corrosion inhibition efficiency of expired drugs Google Scholar 👨‍🔬 MR Rosyid, L Mawaddah, AP Santosa, M Akrom, S Rustad, HK Dipojono 📚 Materials Today Communications 40, 109830, 2024	2024
15	Prediction of corrosion inhibition efficiency based on machine learning for pyrimidine compounds: A comparative study of linear and non-linear algorithms Google Scholar 👨‍🔬 W Herowati, WAE Prabowo, M Akrom, T Sutojo, NA Setiyanto, ... 📚 KnE Engineering, 68–77-68–77, 2024	2024
16	Implementation of polynomial functions to improve the accuracy of machine learning models in predicting the corrosion inhibition efficiency of pyridine-quinoline compounds as … Google Scholar 👨‍🔬 S Budi, M Akrom, H Al Azies, U Sudibyo, T Sutojo, GA Trisnapradika, ... 📚 KnE Engineering, 78–87-78–87, 2024	2024
17	Optimization of polynomial functions on the NuSVR algorithm based on machine learning: case studies on regression datasets Google Scholar 👨‍🔬 S Budi, M Akrom, GA Trisnapradika, T Sutojo, WAE Prabowo 📚 Scientific Journal of Informatics 10 (2), 151-158, 2023	2023
18	Single qubit quantum logistic-sine XYZ-rotation maps: an ultra-wide range dynamics for image encryption Google Scholar 👨‍🔬 T Sutojo, S Rustad, M Akrom, SK Ghosal, MT Nguyen, AA Ojugo 📚 Computers, Materials and Continua 83 (2), 2161-2188, 2025	2025
19	Green corrosion inhibitors for iron alloys: a comprehensive review of integrating data-driven forecasting, density functional theory simulations, and experimental investigation Google Scholar 👨‍🔬 M Akrom 📚 Journal of Multiscale Materials Informatics 1 (1), 22-37, 2024	2024
20	A comprehensive approach utilizing quantum machine learning in the study of corrosion inhibition on quinoxaline compounds Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono, R Maezono 📚 Artificial Intelligence Chemistry 2 (2), 100073, 2024	2024
21	Quantum machine learning for corrosion resistance in stainless steel Google Scholar 👨‍🔬 M Akrom, S Rustad, T Sutojo, DRIM Setiadi, HK Dipojono, R Maezono, ... 📚 Materials Today Quantum 3, 100013, 2024	2024
22	Quantum machine learning for ABO3 perovskite structure prediction Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono, R Maezono, H Kasai 📚 Computational Materials Science 250, 113694, 2025	2025
23	Investigasi model machine learning berbasis QSPR pada inhibitor korosi pirimidin Google Scholar 👨‍🔬 M Akrom, T Sutojo 📚 Eksergi 20, 107, 2023	2023
24	DFT investigation of Syzygium Aromaticum and Nicotiana Tabacum extracts as corrosion inhibitor Google Scholar 👨‍🔬 M Akrom 📚 Science Tech: Jurnal Ilmu Pengetahuan dan Teknologi 8 (1), 42-48, 2022	2022
25	A feature restoration for machine learning on anti-corrosion materials Google Scholar 👨‍🔬 S Rustad, M Akrom, T Sutojo, HK Dipojono 📚 Case Studies in Chemical and Environmental Engineering 10, 100902, 2024	2024
26	Investigation of corrosion inhibition capability of pyridazine compounds via ensemble learning Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono 📚 Journal of Materials Engineering and Performance 34 (14), 14948-14962, 2025	2025
27	A quantum circuit learning-based investigation: A case study in iris benchmark dataset binary classification Google Scholar 👨‍🔬 M Akrom, W Herowati, DRIM Setiadi 📚 Journal of Computing Theories and Applications 2 (3), 355-367, 2025	2025
28	Prediction of the corrosion inhibition efficiency of imidazole derivatives: A quantum chemical study Google Scholar 👨‍🔬 S Hadisaputra, Z Iskandar, D Asnawati 📚 Acta Chimica Asiana 2 (1), 88-94, 2019	2019
29	Kajian Pengaruh Radiasi Sinar Gamma Terhadap Susut Bobot Pada Buah Jambu Biji Merah Selama Masa Penyimpanan Google Scholar 👨‍🔬 M Akrom, E Hidayanto, S Susilo 📚 Indonesian Journal of Physics Education 10 (1), 120687, 2014	2014
30	Machine learning for pyrimidine corrosion inhibitor small dataset Google Scholar 👨‍🔬 W Herowati, WAE Prabowo, M Akrom, NA Setiyanto, AW Kurniawan, ... 📚 Theoretical Chemistry Accounts 143 (8), 65, 2024	2024
31	Machine learning investigation to predict corrosion inhibition capacity of new amino acid compounds as corrosion inhibitors, Results Chem, 6, 101126 (2023) Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono	2023
32	Klasifikasi otomatis korosi menggunakan Convolutional Neural Network dan transfer learning dengan model MobileNetV2 Google Scholar 👨‍🔬 MHR Pratama, M Akrom, AP Santosa, MR Rosyid, L Mawaddah 📚 Jurnal Algoritma 22 (1), 138-148, 2025	2025
33	Hybrid quantum key distribution protocol with chaotic system for securing data transmission Google Scholar 👨‍🔬 DRIM Setiadi, M Akrom 📚 Journal of Computing Theories and Applications 1 (2), 188-200, 2023	2023
34	Robust machine learning for predicting thermal stability of metal-organic framework Google Scholar 👨‍🔬 HA Azies, M Akrom, S Rustad, HK Dipojono 📚 Chemistry Africa 7 (8), 4669-4681, 2024	2024
35	A machine learning approach for forecasting the efficacy of pyridazine corrosion inhibitors Google Scholar 👨‍🔬 GA Trisnapradika, M Akrom, S Rustad, HK Dipojono, R Maezono, H Kasai 📚 Theoretical Chemistry Accounts 144 (1), 8, 2025	2025
36	A novel quantum-enhanced model cascading approach based on support vector machine in blood-brain barrier permeability prediction Google Scholar 👨‍🔬 M Akrom, S Rustad, T Sutojo, DRIM Setiadi, PN Andono, GF Shidik, ... 📚 Materials Today Communications 45, 112341, 2025	2025
37	Artificial Intelligence Berbasis QSPR Dalam Kajian Inhibitor Korosi Google Scholar 👨‍🔬 M Akrom, U Sudibyo, AW Kurniawan, NA Setiyanto, A Pertiwi, AN Safitri, ... 📚 JoMMiT: Jurnal Multi Media dan IT 7 (1), 015-020, 2023	2023
38	Hyperchaotic cross-coupled quantum 2D maps with interdependent rotational asymmetry for secure image encryption Google Scholar 👨‍🔬 S Rustad, T Sutojo, M Akrom, MT Nguyen, MA Mohamed, A Sambas, ... 📚 Optics Communications, 132699, 2025	2025
39	Perbandingan Algoritma Multilinear Regression dan Decision Tree Regressor dalam Memprediksi Efisiensi Penghambatan Korosi Piridazin Google Scholar 👨‍🔬 FM Haikal, M Akrom, GA Trisnapradika 📚 Edumatic: Jurnal Pendidikan Informatika 7 (2), 307-315, 2023	2023
40	SMILES-driven machine learning for high-throughput investigation of anti-corrosion materials Google Scholar 👨‍🔬 M Akrom, H Al Azies, W Herowati, T Sutojo, S Rustad, HK Dipojono, ... 📚 Chemometrics and Intelligent Laboratory Systems 263, 105441, 2025	2025
41	Implementasi Fungsi Polinomial pada Algoritma Gradient Boosting Regressor: Studi Regresi pada Dataset Obat-Obatan Kadaluarsa Sebagai Material Antikorosi Google Scholar 👨‍🔬 NV Putranto, M Akrom, GA Trinapradika 📚 Jurnal Teknologi dan Manajemen Informatika 9 (2), 172-182, 2023	2023
42	Kajian Pengaruh Radiasi Sinar Gamma Terhadap Study Effect of Gamma Radiation on Weight Google Scholar 👨‍🔬 M Akrom, E Hidayanto 📚 Jurnal Pendidikan Fisika Indonesia (Indonesian Journal of Physics Education …, 2014	2014
43	Hybrid Quantum-Deep Learning Approach: Optimizing Land Cover Classification with GMM Outlier and Fusion Key Feature Selection. Google Scholar 👨‍🔬 T Sutojo, DR Ignatius Moses Setiadi, S Rustad, M Akrom, W Herowati 📚 International Journal of Intelligent Engineering & Systems 18 (1), 638, 2025	2025
44	Quantum support vector regression for predicting corrosion inhibition of drugs Google Scholar 👨‍🔬 AP Santosa, M Akrom 📚 Journal of Multiscale Materials Informatics 1 (2), 30-34, 2024	2024
45	A machine learning approach for corrosion small datasets. Npj Materials Degradation, 7 (1) Google Scholar 👨‍🔬 T Sutojo, S Rustad, M Akrom, A Syukur, GF Shidik, HK Dipojono	2023
46	Pembuatan Mmc Berbasis Teknologi Metalurgi Serbuk Dengan Bahan Baku Aluminium Dari Limbah Kaleng Minuman Dan Aditif Abu Google Scholar 👨‍🔬 M Akrom, P Marwoto, S Sugianto 📚 Jurnal Pendidikan Fisika Indonesia 6 (1), 2010	2010
47	Smote-enn resampling to optimize diabetes prediction in imbalanced data Google Scholar 👨‍🔬 AE Setiawan, S Rustad, A Syukur, AS Moch, M Akrom, AW Setiawan 📚 Ingénierie des Systèmes d'Information 30 (5), 1163, 2025	2025
48	Enhanced quantum support vector regression with quantum kernels and virtual sampling for ABX3 perovskite formation energy Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono, R Maezono, H Kasai 📚 Expert Systems with Applications, 130817, 2025	2025
49	Experimental investigation of natural plant extracts as a green corrosion inhibitor in steel Google Scholar 👨‍🔬 M Akrom 📚 Journal of Renewable Energy and Mechanics 5 (01), 1-15, 2022	2022
50	Variational Quantum Circuit-Based Quantum Machine Learning Approach for Predicting Corrosion Inhibition Efficiency of Expired Pharmaceuticals Google Scholar 👨‍🔬 M Akrom, MR Rosyid, L Mawaddah, AP Santosa 📚 Jurnal Online Informatika 10 (1), 1-11, 2025	2025
51	Machine learning-based prediction of corrosion inhibition efficiency of expired pharmaceuticals: Model development and application Google Scholar 👨‍🔬 DAS Putra, NB Ardyansyah, NV Putranto, GA Trisnapradika, M Akrom, ... 📚 Journal of Bio-and Tribo-Corrosion 11 (1), 24, 2025	2025
52	Predicting lattice constant in ABX3 perovskite via quantum machine learning Google Scholar 👨‍🔬 M Akrom, S Rustad, PN Andono, GF Shidik, HK Dipojono, R Maezono, ... 📚 Computational Materials Science 253, 113865, 2025	2025
53	Quantum Neural Network in Architectures, Learning Mechanisms, and Emerging Applications Across Domains: A Review Google Scholar 👨‍🔬 M Akrom 📚 Journal of Multiscale Materials Informatics 2 (2), 30-39, 2025	2025
54	A machine learning model for evaluation of the corrosion inhibition capacity of quinoxaline compounds Google Scholar 👨‍🔬 NA Setiyanto, HA Azies, U Sudibyo, A Pertiwi, S Budi, M Akrom 📚 J. Multiscale Mater. Inf. 1, 10-15, 2024	2024
55	Comparative Analysis of Linear Regression, Decision Tree, and Gradient Boosting Models for Predicting Drug Corrosion Inhibition Efficiency Using QSAR Descriptors Google Scholar 👨‍🔬 M Akrom, S Budi 📚 Faktor Exacta 17 (3), 251-261, 2024	2024
56	Ensemble Stacking of Machine Learning Approach for Predicting Corrosion Inhibitor Performance of Pyridazine Compounds Google Scholar 👨‍🔬 N Ariyanto, HA Azies, M Akrom 📚 International Journal of Advances in Data and Information Systems 5 (2), 2024	2024
57	Supertuntas Bahas dan Kupas Fisika SMA Google Scholar 👨‍🔬 M Akrom 📚 PandaMedia, 2014	2014
58	Quantum circuit learning for predicting nature of band gap of perovskite oxides Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono, R Maezono, H Kasai 📚 Available at SSRN 5116392, 2025	2025
59	Synergizing Quantum Computing and Machine Learning: A Pathway Toward Quantum-Enhanced Intelligence Google Scholar 👨‍🔬 M Akrom, GA Trisnapradika 📚 Journal of Multiscale Materials Informatics 2 (1), 18-25, 2025	2025
60	Tree Tensor Network Quantum-Classical Hybrid Neural Architecture for Efficient Data Classification Google Scholar 👨‍🔬 NN Hidayat, M Akrom 📚 Journal of Multiscale Materials Informatics 2 (1), 34-39, 2025	2025
61	Layerwise Quantum Training: A Progressive Strategy for Mitigating Barren Plateaus in Quantum Neural Networks Google Scholar 👨‍🔬 H Al Azies, M Akrom 📚 Journal of Multiscale Materials Informatics 2 (1), 26-33, 2025	2025
62	Investigation of corrosion Inhibition capability of ionic liquid: a machine learning approach Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono, H Kasai, M Solomon 📚 Brazilian Journal of Chemical Engineering, 1-20, 2025	2025
63	Framework for Early Prediction of Lithium-Ion Battery Lifetime: A Hybrid Quantum-Classical Approach Google Scholar 👨‍🔬 SR Anggita, M Akrom 📚 Journal of Multiscale Materials Informatics 2 (2), 40-47, 2025	2025
64	Implementasi computational thinking pada kurikulum merdeka menggunakan metode unplugged programming activity (UPA) Google Scholar 👨‍🔬 T Sutojo, S Rustad, M Akrom, W Herowati 📚 ABDIMASKU: JURNAL PENGABDIAN MASYARAKAT 7 (1), 106-115, 2024	2024
65	Ensemble learning model in predicting corrosion inhibition capability of pyridazine compounds Google Scholar 👨‍🔬 DA Rachman, M Akrom 📚 J. Multiscale Mater. Inf. 1, 38-43, 2024	2024
66	Harnessing Quantum SVR on Quantum turing Machine for drug compounds corrosion inhibitors analysis Google Scholar 👨‍🔬 AP Santosa, M Reesa, L Mawaddah, M Akrom 📚 Advance Sustainable Science Engineering and Technology 6 (3), 02403013-02403013, 2024	2024
67	Perbandingan Model Machine Learning Terbaik untuk Memprediksi Kemampuan Penghambatan Korosi oleh Senyawa Benzimidazole Google Scholar 👨‍🔬 CAP Sumarjono, M Akrom, GA Trisnapradika 📚 Techno. com 22 (4), 973-980, 2023	2023
68	Cinta Dalam Kaidah Fisika Google Scholar 👨‍🔬 M Akrom 📚 Penerbit Diva Press, 2008	2008
69	Comprehensive Prediction of Abx3 Perovskite Formation Energy Via Quantum Circuit Learning Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono, R Maezono, H Kasai 📚 Available at SSRN 5115353, 2025	2025
70	Machine Learning and Density Functional Theory Investigation of Corrosion Inhibition Capability of Ionic Liquid Google Scholar 👨‍🔬 AN Safitri, M Akrom, H Al Azies, A Pertiwi, AW Kurniawan, W Herowati, ... 📚 International Journal of Advances in Data and Information Systems 6 (1), 165-177, 2025	2025
71	Utilization of Machine Learning for Predicting Corrosion Inhibition by Quinoxaline Compounds Google Scholar 👨‍🔬 M Fadil, M Akrom, W Herowati 📚 Journal of Applied Informatics and Computing 9 (1), 173-177, 2025	2025
72	Penerapan Gamifikasi Materi Pembelajaran Tingkat SMA dengan Menggunakan Wordwall Google Scholar 👨‍🔬 NA Setiyanto, NN Hidayat, M Akrom, A Pertiwi, MA Aprihartha, AN Safitri, ... 📚 Abdimasku: Jurnal Pengabdian Masyarakat 8 (1), 348-353, 2025	2025
73	Prediction of Corrosion Inhibitor Efficiency Based on Quinoxaline Compounds Using Polynomial Regression Google Scholar 👨‍🔬 BJ Rana, NA Setiyanto, M Akrom 📚 Journal of Applied Informatics and Computing 9 (2), 376-381, 2025	2025
74	Effect of Virtual Sample Generation in Predicting Corrosion Inhibition Efficiency on Pyridazine Google Scholar 👨‍🔬 IP Aldiansah, M Akrom 📚 Journal of Applied Informatics and Computing 9 (2), 382-389, 2025	2025
75	Optimasi model machine learning untuk prediksi inhibitor korosi berbasis augmentasi dataset senyawa n-heterocyclic menggunakan KDE Google Scholar 👨‍🔬 RS Gumelar, M Akrom, GA Trisnapradika 📚 NERO (Networking Engineering Research Operation) 10 (1), 1-12, 2025	2025
76	Deteksi Struktur Material Perovskit ABO3 Berbasis Machine Learning Google Scholar 👨‍🔬 IF Rahman, H Al Azies, M Akrom 📚 METIK Jurnal 9 (1), 137-147, 2025	2025
77	Acceptable noise level of quantum circuit for encrypting plaintext Google Scholar 👨‍🔬 T Sutojo, S Rustad, M Akrom, GF Shidik, HK Dipojono 📚 Franklin Open 12, 100348, 2025	2025
78	Adaptive Momentum Strategies for CNN-Based Speech Emotion Recognition. Google Scholar 👨‍🔬 H Al Azies, M Naufal, M Akrom, GF Shidik, F Yakub 📚 International Journal of Intelligent Engineering & Systems 18 (11), 1036, 2025	2025
79	Predicting Methanol Space-Time Yield from CO? Hydrogenation Using Machine Learning: Statistical Evaluation of Penalized Regression Techniques Google Scholar 👨‍🔬 H Al Azies, M Akrom, S Budi, TG ALFA, SA NUR 📚 INTERNATIONAL JOURNAL 5 (2), 2024	2024
80	Investigation of Corrosion Inhibition Efficiency of Pyridine-Quinoline Compounds through Machine Learning Google Scholar 👨‍🔬 W Herowati, M Akrom, NN Hidayat, T Sutojo 📚 Journal of Multiscale Materials Informatics 1 (1), 1-9, 2024	2024
81	Comparison of linear and non-linear machine learning algorithms for predicting the effectiveness of plant extracts as corrosion inhibitors Google Scholar 👨‍🔬 Y Mulyana, M Akrom, GA Trisnapradika 📚 IJNMT (INTERNATIONAL JOURNAL OF NEW MEDIA TECHNOLOGY) Учредители …, 2024	2024
82	Investigasi model machine learning regresi pada senyawa obat sebagai inhibitor korosi Google Scholar 👨‍🔬 MR Rosyid, L Mawaddah, M Akrom 📚 Jurnal Algoritma 21 (1), 332-342, 2024	2024
83	Investigasi Ekstrak Bahan Alam Sebagai Inhibitor Korosi Hijau Pada Baja Menggunakan Teori Fungsional Kerapatan Google Scholar 👨‍🔬 M Akrom 📚 Sebatik 26 (1), 147-155, 2022	2022
84	EKSTRAK BAHAN ALAM SEBAGAI INHIBITOR HIJAU PADA KOROSI BAJA Google Scholar 👨‍🔬 M Akrom 📚 SAINSTEK 5 (1), 193-201, 2021	2021
85	Cara Mudah Menaklukkan Fisika Google Scholar 👨‍🔬 M Akrom 📚 Yogyakarta: Ihdina, 2009	2009
86	Robust ensemble learning for classification and accurate prediction of pore-limiting diameter in metal–organic frameworks Google Scholar 👨‍🔬 WAE Prabowo, M Akrom, S Rustad, W Herowati, HA Azies, HK Dipojono, ... 📚 Iran Journal of Computer Science 9 (1), 38, 2026	2026
87	Stacking classical-quantum hybrid learning approach for corrosion inhibition efficiency of N-heterocyclic compounds Google Scholar 👨‍🔬 M Akrom, S Rustad, T Sutojo, WAE Prabowo, HK Dipojono, R Maezono, ... 📚 Results in Surfaces and Interfaces 18, 100462, 2025	2025
88	Development and Implementation of a Corrosion Inhibitor Chatbot Using Bidirectional Long Short-Term Memory Google Scholar 👨‍🔬 NB Ardyansyah, DAS Putra, NV Putranto, G Alfa, MA Trisnapradika 📚 prevention 10, 11, 2025	2025
89	Transformative Insights into Corrosion Inhibition: A Machine Learning Journey from Prediction to Web-Based Application Google Scholar 👨‍🔬 DAS Putra, NV Putranto, NB Ardyansyah, GA Trisnapradika, M Akrom 📚 Jurnal Ilmu Komputer dan Informasi 18 (1), 1-9, 2025	2025
90	Machine learning-based model for predicting performances of pyridines-quinolines as corrosion inhibitors on iron surfaces Google Scholar 👨‍🔬 M Akrom, S Budi, GA Trisnapradika, A Pertiwi, WAE Prabowo, T Sutojo, ... 📚 AIP Conference Proceedings 3197 (1), 020010, 2025	2025
91	QSPR model for predicting inhibition capacities of pyridazine-based corrosion inhibitors on mild steel Google Scholar 👨‍🔬 U Sudibyo, M Akrom, HA Azies, NN Hidayat, AN Safitri, T Sutojo, ... 📚 AIP Conference Proceedings 3197 (1), 020036, 2025	2025
92	An adaptive Hamiltonian circuit of virtual sample generation for a small dataset Google Scholar 👨‍🔬 T Sutojo, S Rustad, M Akrom, WAE Prabowo, DRIM Setiadi, HK Dipojono, ... 📚 Journal of Computational Science, 102711, 2025	2025
93	Data enhancement to improve CNN accuracy for early detection of colorectal cancer Google Scholar 👨‍🔬 U Athiyah, S Rustad, MA Soeleman, M Muljono, M Akrom, RA Konoralma 📚 Array, 100581, 2025	2025
94	Investigasi Efisiensi Penghambatan Korosi Senyawa Quinoxaline Berbasis Machine Learning Google Scholar 👨‍🔬 VF Adiprasetya, M Akrom, GA Trisnapradika 📚 Eksergi 21 (2), 65-69, 2024	2024
95	Komparasi Svm Klasik Dan Kuantum Dalam Klasifikasi Biner Biji Gandum (Seeds) Google Scholar 👨‍🔬 M Akrom 📚 Networking Engineering Research Operation 9 (1), 49-58, 2024	2024
96	Comparison of Ridge and Kernel Ridge Models in Predicting Thermal Stability of Zn-MOF Catalysts Google Scholar 👨‍🔬 GA Trisnapradika, M Akrom 📚 J. Multiscale Mater. Inform 1 (1), 44-48, 2024	2024
97	Development of a machine learning model to predict the corrosion inhibition ability of benzimidazole compounds Google Scholar 👨‍🔬 AN Safitri, GA Trisnapradika, AW Kurniawan, WAE Prabowo, M Akrom 📚 J. Multiscale Mater. Inf. 1, 16-21, 2024	2024
98	XGBoost performance in predicting corrosion inhibition efficiency of Benzimidazole Compounds Google Scholar 👨‍🔬 DR Ningtias, M Akrom 📚 Journal of Multiscale Materials Informatics 1 (2), 9-13, 2024	2024
99	Effectiveness of K-means clustering-based outlier handling techniques in colonic condition endoscopy image classification using CNN Google Scholar 👨‍🔬 U Athiyah, S Rustad, MA Soeleman, M Akrom 📚 2024 IEEE international conference on communication, networks and satellite …, 2024	2024
100	Implementasi QSVM dalam klasifikasi biner pada kasus kanker prostat Google Scholar 👨‍🔬 NAR Hilmy, M Akrom 📚 Networking Engineering Research Operation 9 (2), 119-126, 2024	2024
101	Peningkatan Keterampilan Penulisan Karya Ilmiah Bagi Guru Yayasan Hidayatullah Gunungpati Melalui Komunikasi Interaktif Google Scholar 👨‍🔬 GA Trisnapradika, AW Kurniawan, M Akrom 📚 Lok Seva: Journal of Contemporary Community Service 1 (1), 20-26, 2023	2023
102	Effect of Feature Selection on Data-Driven Prediction of Catalyst Performance: A Case Study on Methanol Formation from Thermocatalytic CO2 Hydrogenation on … Google Scholar 👨‍🔬 NN Hidayat, U Sudibyo, AW Kurniawan, FH Arvianto, M Naufal, ... 📚 Engineering Chemistry 13, 1-6, 2026	2026
103	Quantum-enhanced SMOTE: Integration of variational quantum circuits and quantum kernel methods for optimization of perovskite oxide structure prediction Google Scholar 👨‍🔬 S Rustad, M Akrom, T Sutojo, HK Dipojono, H Kasai 📚 Physics Letters A, 131590, 2026	2026
104	Optimizing XGBoost Performance through Recursive Feature Elimination for Methanol Conversion Prediction Google Scholar 👨‍🔬 IR Kurniawan, MF Akrom, NN Hidayat, M Naufal 📚 Edumatic: Jurnal Pendidikan Informatika 10 (1), 90-99, 2026	2026
105	Finite-Key Analysis of BB84 and B92 QKD with Discrete Phase Randomization and Koashi Bound Google Scholar 👨‍🔬 BP Oktaviansyah, T Sutojo, M Akrom 📚 Sinkron: jurnal dan penelitian teknik informatika 10 (2), 951-961, 2026	2026
106	Development of a Hybrid Classical-Quantum SVM Model for Predicting Perovskite Formation Energy Google Scholar 👨‍🔬 FA Prayogi, M Akrom 📚 Journal of Applied Informatics and Computing 10 (2), 1719-1728, 2026	2026
107	Implementation of the Tomek-Link Approach in Machine Learning Models for ABO3 Perovskite Bandgap Classification Google Scholar 👨‍🔬 JO Ramadhani, AZ Rizqi, D Maharani, M Akrom 📚 Journal of Applied Informatics and Computing 10 (2), 1788-1798, 2026	2026
108	Impact of SMOTE Oversampling on Classifying Band Gap Types in Imbalanced ABO₃ Perovskite Oxides Google Scholar 👨‍🔬 D Maharani, JO Ramadhani, AZ Rizqi, M Akrom 📚 Jurnal Pendidikan Fisika dan Teknologi 12 (1), 144-156, 2026	2026
109	A Systematic Literature Review of Quantum Machine Learning for Medical: Trends, Datasets, Topics, and Methods Google Scholar 👨‍🔬 AE Setiawan, S Rustad, A Syukur, MA Soeleman, GF Shidik, IL Mahargya, ... 📚 International Journal of Cognitive Computing in Engineering, 2026	2026
110	Predictive Modeling of Thermal Stability in Zn-MOF Using Multilayer Perceptron Google Scholar 👨‍🔬 MD Irnanda, H Al Azies, M Akrom, AS Pratama, T Umam 📚 Jurnal Pendidikan Fisika dan Teknologi 12 (1), 199-211, 2026	2026
111	A Robust Voting Ensemble Framework for Predicting Thermal Stability in Zn-Based Metal–Organic Frameworks Google Scholar 👨‍🔬 T Umam, H Al Azies, M Akrom, AS Pratama, MD Irnanda 📚 Journal of Applied Informatics and Computing 10 (3), 2502-2511, 2026	2026
112	Predictive Nonparametric Statistical Modeling of MOF Thermal Stability Using the Nadaraya–Watson Machine Learning Approach Google Scholar 👨‍🔬 H Al Azies, M Akrom, S Rustad, HK Dipojono, MK Agusta, G Shukri, ... 📚 Franklin Open, 100682, 2026	2026
113	Machine learning strategies for the optimization of Cu-based catalysts in methanol production Google Scholar 👨‍🔬 H Al Azies, M Akrom, S Rustad, S Budi, GA Trisnapradika, AN Safitri 📚 AIP Conference Proceedings 3358 (1), 020001, 2026	2026
114	Impact Analysis Of Data Imbalance Handling Using Edited Nearest Neighbors In The Classification Of Abo₃ Perovskite Oxide Bandgap Materials Google Scholar 👨‍🔬 AZ Rizqi, M Akrom, D Maharani, JO Ramadhani 📚 Sainsmat: Jurnal Ilmiah Ilmu Pengetahuan Alam 15 (1), 119-128, 2026	2026
115	Quantum Machine Learning Models, Limitations, and Opportunities in the NISQ Era: A Review Google Scholar 👨‍🔬 M Akrom, AN Safitri, NN Hidayat, WAE Prabowo, S Budi, RPP Sukanli 📚 Journal of Multiscale Materials Informatics 3 (1), 17-24, 2026	2026
116	Quantum Cryptography–Principles, Protocols, and Future Directions: A Review Google Scholar 👨‍🔬 DA Rachman, M Akrom, D Hermanto, K Hastuti, A Pertiwi, Purwanto 📚 Journal of Multiscale Materials Informatics 3 (1), 25-33, 2026	2026
117	Machine Learning-Assisted Discovery and Optimization of Sodium-Ion Batteries: A Review Google Scholar 👨‍🔬 GA Trisnapradika, H Al Azies, M Akrom, U Sudibyo, NA Setiyanto 📚 Journal of Multiscale Materials Informatics 3 (1), 7-16, 2026	2026
118	Machine Learning-Assisted Prediction of Oxygen Evolution Reaction (OER) Activity for Catalyst Discovery: A Review Google Scholar 👨‍🔬 W Herowati, M Akrom, T Sutojo, AW Kurniawan 📚 Journal of Multiscale Materials Informatics 3 (1), 1-6, 2026	2026
119	Pelatihan Bijak Gunakan AI dalam Praktik Penulisan Prompt untuk Software Development Siswa Google Scholar 👨‍🔬 AN Safitri, NN Hidayat, M Akrom, D Hermanto 📚 Jurnal Pengabdian Masyarakat Nusantara 5 (2), 231-242, 2026	2026
120	Depression Detection on Indonesian Social Media Using Fine-Tuned IndoBERT and SVM Google Scholar 👨‍🔬 DAP Rahman, M Akrom, M Naufal 📚 Sinkron: jurnal dan penelitian teknik informatika 10 (3), 2026	2026
121	Prediction of corrosion inhibition efficiency of drugs on steel surfaces using machine learning-based model Google Scholar 👨‍🔬 T Sutojo, NA Setiyanto, M Akrom, W Herowati, AW Kurniawan, KA Ardisa, ... 📚 AIP Conference Proceedings 3197 (1), 020056, 2025	2025
122	Evaluating Gate-Based Quantum Machine Learning Models on Quantum Chemistry Datasets Google Scholar 👨‍🔬 WAE Prabowo, M Akrom 📚 Journal of Multiscale Materials Informatics 2 (1), 40-46, 2025	2025
123	Towards intelligent post-quantum security: a machine learning approach to FrodoKEM, Falcon, and SIKE Google Scholar 👨‍🔬 M Akrom, DRIM Setiadi 📚 Journal of Multiscale Materials Informatics 2 (1), 7-17, 2025	2025
124	Comparative Study of Classical, Quantum, and Hybrid Stacking Models for Predicting Corrosion Inhibition Efficiency Using QSAR Descriptors Google Scholar 👨‍🔬 W Herowati, M Akrom 📚 Journal of Multiscale Materials Informatics 2 (1), 1-6, 2025	2025
125	KOMPUTASI KUANTUM: Revolusi Teknologi Masa Depan Google Scholar 👨‍🔬 S Rustad, HK Dipojono, PN Andono, T Sutojo, M Akrom, DRIM Setiadi, ... 📚 Penerbit Andi, 2025	2025
126	Unsupervised Masking of Sedimentary Pores using K-Means and Fuzzy C-Means Clustering Google Scholar 👨‍🔬 L Mawaddah, RS Gumelar, MR Rosyid, M Akrom, S Rustad, T Sutojo 📚 2025 International Seminar on Application for Technology of Information and …, 2025	2025
127	Gaussian Mixture-Based Data Augmentation Improves QSAR Prediction of Corrosion Inhibition Efficiency Google Scholar 👨‍🔬 D Ignasius, M Akrom, S Budi 📚 Journal of Applied Informatics and Computing 9 (5), 2059-2067, 2025	2025
128	Chaotic Enhancement via LE-guided Quantum XYZ Rotational Encoding and Amplitude-Scaled Google Scholar 👨‍🔬 S Rustad, T Sutojo, M Akrom, MA Mohamed, A Sambas 📚 2025 IEEE 2nd International Conference on Cryptography, Informatics, and …, 2025	2025
129	Blood–brain barrier permeability prediction via novel stacking classical-quantum hybrid model Google Scholar 👨‍🔬 M Akrom, S Rustad, T Sutojo, DRIM Setiadi, HK Dipojono, R Maezono, ... 📚 Computational Toxicology, 100388, 2025	2025
130	Entangled BB84 Quantum key distribution with complementary validation mechanism Google Scholar 👨‍🔬 DRIM Setiadi, S Rustad, T Sutojo, M Akrom, MA Mohamed, A Sambas 📚 Information Security Journal: A Global Perspective, 1-15, 2025	2025
131	Quantum Convolutional Neural Networks: Architectures, Applications, and Future Directions: A Review Google Scholar 👨‍🔬 GA Trisnapradika, AN Safitri, NN Hidayat, M Akrom 📚 Journal of Multiscale Materials Informatics 2 (2), 55-60, 2025	2025
132	Hybrid Quantum Neural Network for Predicting Corrosion Inhibition Efficiency of Organic Molecules Google Scholar 👨‍🔬 W Herowati, M Akrom 📚 Journal of Multiscale Materials Informatics 2 (2), 48-54, 2025	2025
133	Variational Quantum Circuits Design Principles, Applications, and Challenges Toward Practical: A Review Google Scholar 👨‍🔬 DA Rachman, M Akrom 📚 Journal of Multiscale Materials Informatics 2 (2), 16-29, 2025	2025
134	Enhancing the Predictive Accuracy of Corrosion Inhibition Efficiency Using Gradient Boosting with Feature Engineering and Gaussian Mixture Model Google Scholar 👨‍🔬 S Amri, M Akrom, GA Trisnapradika 📚 Journal of Applied Informatics and Computing 9 (6), 3840-3852, 2025	2025
135	Comparison of Multilinear Regression and AdaBoost Regression Algorithms in Predicting Corrosion Inhibition Efficiency Using Pyridazine Compounds Google Scholar 👨‍🔬 Y Mulyana, M Akrom, GA Trisnapradika, NP Setiawan 📚 Ultimatics: Jurnal Teknik Informatika 16 (2), 135-141, 2024	2024
136	Investigasi Model Machine Learning Terbaik untuk Memprediksi Kemampuan Penghambatan Korosi oleh Senyawa Benzimidazole Google Scholar 👨‍🔬 M Akrom, CAP Sumarjono, GA Trisnapradika 📚 Komputika: Jurnal Sistem Komputer 13 (1), 56-62, 2024	2024
137	Journal of Multiscale Materials Informatics Google Scholar 👨‍🔬 GA Trisnapradika, M Akrom 📚 Journal of Multiscale Materials Informatics 1 (1), 2024	2024
138	Investigation of an amino acid compound as a corrosion inhibitor via ensemble learning Google Scholar 👨‍🔬 AL Dewi, M Akrom 📚 Journal of Multiscale Materials Informatics 1 (2), 14-18, 2024	2024
139	Variational quantum algorithm for forecasting drugs for corrosion inhibitor Google Scholar 👨‍🔬 MR Rosyid, M Akrom 📚 Journal of Multiscale Materials Informatics 1 (2), 35-39, 2024	2024
140	A first principle study of adsorption and dissociation of H2 molecule on MoS2 and Ni-promoted MoS2 surfaces Google Scholar 👨‍🔬 WAE Prabowo, S Subagjo, N Nugraha, T Sutojo, M Akrom, S Rustad, ... 📚 PROCEEDINGS OF 2ND INTERNATIONAL CONFERENCE ON CONDENSED MATTERS AND …, 2023	2023
141	Sma Bintang Kelas Kuasai Rumus Fisika Google Scholar 👨‍🔬 M Akrom 📚 Cabe Rawit, 2019	2019
142	Broad Learning System for Investigating Corrosion Inhibition Efficiency of Heterocyclic Compounds Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono 📚 Available at SSRN 4900000, 0
143	Case Studies in Chemical and Environmental Engineering Google Scholar 👨‍🔬 S Rustad, M Akrom, T Sutojo, HK Dipojono
144	Results in Chemistry Google Scholar 👨‍🔬 M Akrom, S Rustad, HK Dipojono
145	SCIENCE TECH: Jurnal Ilmu Pengetahuan dan Teknologi Volume 8, No. 1, Bulan Februari, hal. 42-48 science. tech@ ustjogja. ac. id ISSN ISSN Google Scholar 👨‍🔬 M Akrom
146	Artificial Intelligence Berbasis QSPR Dalam Kajian Inhibitor Korosi, JoMMiT: Jurnal Multi Media dan IT, 7 (1), 15-20 (2023) Google Scholar 👨‍🔬 M Akrom, U Sudibyo, AW Kurniawan, NA Setiyanto, A Pertiwi, AN Safitri, ...
147	A First-principles study of the O, O2, OH, and HO2 adsorption on the Fe (100) surface Google Scholar 👨‍🔬 M Akrom
148	Predicting Co2 Adsorption in Metal-Organic Frameworks: Integrating Machine Learning with Virtual Sample Generation Google Scholar 👨‍🔬 PAE Wahyu Aji Eko Prabowo, M Akrom, S Rustad, T Sutojo, HK Dipojono, ... 📚 Available at SSRN 5055625, 0

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Muhamad Akrom

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