Copyright (c) 2026 SOONMIN HO, sari, F. KABEAKAN, H. HASIBUAN

This work is licensed under a Creative Commons Attribution 4.0 International License.
Technological Evolution in Latent Fingerprint Detection: From Nanomaterials to Artificial Intelligence
Corresponding Author(s) : S.M. Ho
Asian Journal of Chemistry,
Vol. 38 No. 4 (2026): Vol 38 Issue 4, 2026
Abstract
Latent fingerprints are one of the most important forensic pieces of evidence in criminal investigations due to their uniqueness and persistence throughout an individual’s life. Technological developments in latent fingerprint detection and analysis methods have advanced significantly, especially through the application of nanotechnology, artificial intelligence and spectroscopic techniques. This study aims to systematically evaluate innovations in latent fingerprint detection methods that have been developed between 2015 and 2025. The literature review shows that the integration of nanoparticle-based technologies, optical sensors and digital image processing has improved the sensitivity and effectiveness in latent fingerprint visualisation. In addition, Artificial Intelligence (AI), especially deep learning and machine learning, has accelerated and improved the accuracy of matching fingerprints with forensic databases. However, while these innovations offer more adaptive and efficient solutions, challenges remain, especially in the aspects of method standardisation, technology scalability as well as cost-effectiveness. With a multidisciplinary approach combining chemistry, physics and artificial intelligence, this research highlights the potential for developing more advanced, efficient and environmentally friendly latent fingerprint identification methods.
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- S.S.B. Jaber, Sens. Actuators B Chemical, 459 (2026); https://doi.org/10.1016/j.snb.2026.149035
- K. Bhati, D. Bajpai Tripathy, V. Kumaravel, H. Sudhani, S. Ali, R. Choudhary and S. Shukla, Coatings, 13, 268 (2023); https://doi.org/10.3390/coatings13020268
- S. Kumar S. Vats, Int. J. Multidiscip. Res., 16, 1 (2024).
- X. Wang, T. Liao, H. Wang, H. Hao, Q. Yang, H. Zhou, Y. Ma, M. Zhi, J. Wang and R. Fan, Int. J. Anal. Chem., 2022, 2230360 (2022); https://doi.org/10.1155/2022/2230360
- N.-E. Choi, E.-J. Kim and J. Lee, RSC Adv., 12, 33180 (2022); https://doi.org/10.1039/D2RA06728E
- H. Lee, J. Yim and Y.-B. Eom, Electrophoresis, 40, 1824 (2019); https://doi.org/10.1002/elps.201800496
- R. Huang, Y. Ma A. Peng, Chem. Select, 7, e202104392 (2022); https://doi.org/10.1002/slct.202104392
- M. Shahzad, H. De Maeyer, G.A. Salih, M. Nilsson, A. Haratourian, M. Shafique, A.A. Shahid and M. Allen, Genes, 15, 279 (2024); https://doi.org/10.3390/genes15030279
- X.-Y. Dong, X.-Q. Niu, Z.-Y. Zhang, J.-S. Wei and H.-M. Xiong, ACS Appl. Mater. Interfaces, 12, 29549 (2020); https://doi.org/10.1021/acsami.0c01972
- W. Liao, C. Yan, X. Lyu, Y. Pu, C. Lou and M. Lim, Energies, 15, 9392 (2022); https://doi.org/10.3390/en15249392
- P. Tiwari, Int. J. Adv. Biochem. Res., 8, 247 (2024); https://doi.org/10.33545/26174693.2024.v8.i1d.401
- A. Lapušinskij, I. Suzdalev, N. Goranin, J. Janulevičius, S. Ramanauskaitė and G. Stankūnavičius, Sensors, 21, 5821 (2021); https://doi.org/10.3390/s21175821
- D. Nugroho, W. Oh, S. Chanthai and R. Benchawattananon, Nanomaterials, 12, 3277 (2022); https://doi.org/10.3390/nano12193277
- S. Yashyanaik, T. Venkatesh, Ereshnaik and M. Vinuth, Luminescence, 39, e4825 (2024); https://doi.org/10.1002/bio.4825
- A. Karthik, K. Aggarwal, A. Kapoor, D. Singh, L. Hu, A. Gandhamal and D. Kumar, BMC Med. Imaging, 24, 284 (2024); https://doi.org/10.1186/s12880-024-01463-6
- B.N. Swathi, B.R.R. Krushna, B. Daruka Prasad, S.C. Sharma, B. Subramanian and H. Nagabhushana, Luminescence, 38, 232 (2023); https://doi.org/10.1002/bio.4440
- Z. Zhang, H. Pan, L. Guo, C. Cai, T. Chen, Z. Zhang, X. Yang, H. Zheng, C. Jiang, Z. Wang, Y. Yang, Z. Wang, X. Zhang, Y. Zhang and D. Liu, J. Med. Chem., 67, 14820 (2024); https://doi.org/10.1021/acs.jmedchem.4c01177
- A. Abdelrhman Saeed Marouf and M. Aldar Daood Abdalrheim Daood, Radiat Sci Technol., 5, 37 (2019); https://doi.org/10.11648/j.rst.20190504.11
- P. Hinners and Y. Lee, J. Mass Spectrom., 55, e4631 (2020); https://doi.org/10.1002/jms.4631
- M. Nirmala, R. Vadivel, S. Chellappan, J.G. Malecki and P. Ramamurthy, ACS Omega, 6, 10318 (2021); https://doi.org/10.1021/acsomega.1c00679
- H. Mardani, S. Mehrbakhsh, S. Sheikhzadegan, M. Babazadeh-Mamaqani and H. Roghani-Mamaqani, ACS Appl. Mater. Interfaces, 16, 1605 (2024); https://doi.org/10.1021/acsami.3c16574
- W.E. Al-Ahmadi, A.O. Aljahdali, F. Thabit and A. Munshi, PeerJ Comput. Sci., 10, e1847 (2024); https://doi.org/10.7717/peerj-cs.1847
- Y. Gulekci and A. Tülek, J. Forensic Sci., 69, 1246 (2024); https://doi.org/10.1111/1556-4029.15534
- P. Aggarwal and M. Chitkara, ECS Trans., 107, 10593 (2022); https://doi.org/10.1149/10701.10593ecst
- E. Tabata, T. Ito, Y. Ushioda and T. Fujima, Coatings, 9, 653 (2019); https://doi.org/10.3390/coatings9100653
- S. Kim, J. Choi, H. Moon, H.R. Choi and J.C. Koo, Sens. Mater., 32, 3787 (2020); https://doi.org/10.18494/SAM.2020.2995
- S.S. Hameed, I.T. Ahmed and O.M. Al Okashi, Comput. Mater. Contin., 74, 327 (2023); https://doi.org/10.32604/cmc.2023.031622
- V. Prasad, S. Lukose, P. Agarwal and L. Prasad, J. Forensic Sci., 65, 26 (2020); https://doi.org/10.1111/1556-4029.14172
- R. Rajan, Y. Zakaria, S. Shamsuddin and N.F. Nik Hassan, Egypt. J. Forensic Sci., 9, 50 (2019); https://doi.org/10.1186/s41935-019-0155-1
- K. Jeong, J. Kim, N.N. Dhanasekar, M.-K. Lee and S.-W. Chi, Chem. Asian J., 17, e202200679 (2022); https://doi.org/10.1002/asia.202200679
- J. Son, G.-H. Kim, Y. Lee, C. Lee, S. Cha and J.-M. Nam, J. Am. Chem. Soc., 144, 22337 (2022); https://doi.org/10.1021/jacs.2c05950
- R. Liu, S. Bai, X. Jiang, L. Luo, X. Tong, S. Zheng, Y. Wang and B. Xu, Front. Endocrinol., 12, 745039 (2021); https://doi.org/10.3389/fendo.2021.745039
- A. Karthik, K. Aggarwal, A. Kapoor, D. Singh, L. Hu, A. Gandhamal and D. Kumar, BMC Med. Imaging, 24, 284 (2024); https://doi.org/10.1186/s12880-024-01463-6
- D. Xi, Y. Xu, R. Xu, Z. Wang, D. Liu, Q. Shen, L. Yue, D. Dang and L. Meng, Eur. Chem. J., 26, 2741 (2020); https://doi.org/10.1002/chem.201905169
- S. Kumar, S. Rai and C. Rath, Part. Part. Syst. Charact., 36, 1900048 (2019); https://doi.org/10.1002/ppsc.201900048
- S. Giuliano, E. Mistek-Morabito and I.K. Lednev, ACS Omega, 5, 27026 (2020); https://doi.org/10.1021/acsomega.0c01914
- R. Bradshaw, W. Rao, R. Wolstenholme, M.R. Clench, S. Bleay and S. Francese, Forensic Sci. Int., 222, 318 (2012); https://doi.org/10.1016/j.forsciint.2012.07.009
- A. Selim and I. Ali, J. Emerg. Comput. Technol., 4, 1 (2024); https://doi.org/10.57020/ject.1445625
- N. Bright, T. Willson, D. Driscoll, S. Reddy, R.P. Webb, S. Bleay, N.I. Ward, K.J. Kirkby and M.J. Bailey, Forensic Sci. Int., 230, 81 (2013); https://doi.org/10.1016/j.forsciint.2013.03.047
- R.S. Croxton, M.G. Baron, D. Butler, T. Kent and V.G. Sears, Forensic Sci. Int., 199, 93 (2010); https://doi.org/10.1016/j.forsciint.2010.03.019
- R. Wolstenholme, R. Bradshaw, R. Clench and S. Francese, Rapid Commun. Mass Spectrom., 23, 3031 (2009); https://doi.org/10.1002/rcm.4218
- H. Haris, R. Darwis and M. Ilham, Jpn. Appl. Educ, 34, 66 (2024); https://doi.org/10.61255/jupiter.v2i1.%20200
- Y. Wu, Z. Zhuo, C. Wang, B. Liu and D. Xu, J. Food Compos. Anal., 147, 107998 (2025); https://doi.org/10.1016/j.jfca.2025.107998
- L. Chen, Z. Zhang, M. Cai and G. Sun, Spectrochim. Acta A Mol. Biomol. Spectrosc., 341, 126418 (2025); https://doi.org/10.1016/j.saa.2025.126418
- S. Zhu, X. Wang, Z. Su, A. Yang, L. Liu, X. Wu and J. Guo, J. Food Comp. Anal., 147, 107990 (2025); https://doi.org/10.1016/j.jfca.2025.107990
- R. Li, Q. Liu, X. Xu, Y. Xie, L. Lin, M. Yang and D. Wang, Environ. Pollut., 383, 126821 (2025); https://doi.org/10.1016/j.envpol.2025.126821
- M.M. Fonseca, G.G. Marcheafave, B. Coldibeli, I. Wendling, R.E. Bruns and E.R. Sartori, Food Chem., 491, 145320 (2025); https://doi.org/10.1016/j.foodchem.2025.145320
- I.S. Pruthviraj, B.R.R. Krushna, S.C. Sharma, G.B. Protyusha, S. Sahu, T. Prabakaran, K. Manjunatha, S.Y. Wu, A. George, S. Sangaraju, M. Shkir and H. Nagabhushana, Opt. Mater., 167, 117340 (2025); https://doi.org/10.1016/j.optmat.2025.117340
- W. Yang, S. Jiang, C. Yang, J. Chen, H. Wu, S. Li, Y. Liu, X. Li and Z. Wang, Microchem. J., 213, 113859 (2025); https://doi.org/10.1016/j.microc.2025.113859
References
S.S.B. Jaber, Sens. Actuators B Chemical, 459 (2026); https://doi.org/10.1016/j.snb.2026.149035
K. Bhati, D. Bajpai Tripathy, V. Kumaravel, H. Sudhani, S. Ali, R. Choudhary and S. Shukla, Coatings, 13, 268 (2023); https://doi.org/10.3390/coatings13020268
S. Kumar S. Vats, Int. J. Multidiscip. Res., 16, 1 (2024).
X. Wang, T. Liao, H. Wang, H. Hao, Q. Yang, H. Zhou, Y. Ma, M. Zhi, J. Wang and R. Fan, Int. J. Anal. Chem., 2022, 2230360 (2022); https://doi.org/10.1155/2022/2230360
N.-E. Choi, E.-J. Kim and J. Lee, RSC Adv., 12, 33180 (2022); https://doi.org/10.1039/D2RA06728E
H. Lee, J. Yim and Y.-B. Eom, Electrophoresis, 40, 1824 (2019); https://doi.org/10.1002/elps.201800496
R. Huang, Y. Ma A. Peng, Chem. Select, 7, e202104392 (2022); https://doi.org/10.1002/slct.202104392
M. Shahzad, H. De Maeyer, G.A. Salih, M. Nilsson, A. Haratourian, M. Shafique, A.A. Shahid and M. Allen, Genes, 15, 279 (2024); https://doi.org/10.3390/genes15030279
X.-Y. Dong, X.-Q. Niu, Z.-Y. Zhang, J.-S. Wei and H.-M. Xiong, ACS Appl. Mater. Interfaces, 12, 29549 (2020); https://doi.org/10.1021/acsami.0c01972
W. Liao, C. Yan, X. Lyu, Y. Pu, C. Lou and M. Lim, Energies, 15, 9392 (2022); https://doi.org/10.3390/en15249392
P. Tiwari, Int. J. Adv. Biochem. Res., 8, 247 (2024); https://doi.org/10.33545/26174693.2024.v8.i1d.401
A. Lapušinskij, I. Suzdalev, N. Goranin, J. Janulevičius, S. Ramanauskaitė and G. Stankūnavičius, Sensors, 21, 5821 (2021); https://doi.org/10.3390/s21175821
D. Nugroho, W. Oh, S. Chanthai and R. Benchawattananon, Nanomaterials, 12, 3277 (2022); https://doi.org/10.3390/nano12193277
S. Yashyanaik, T. Venkatesh, Ereshnaik and M. Vinuth, Luminescence, 39, e4825 (2024); https://doi.org/10.1002/bio.4825
A. Karthik, K. Aggarwal, A. Kapoor, D. Singh, L. Hu, A. Gandhamal and D. Kumar, BMC Med. Imaging, 24, 284 (2024); https://doi.org/10.1186/s12880-024-01463-6
B.N. Swathi, B.R.R. Krushna, B. Daruka Prasad, S.C. Sharma, B. Subramanian and H. Nagabhushana, Luminescence, 38, 232 (2023); https://doi.org/10.1002/bio.4440
Z. Zhang, H. Pan, L. Guo, C. Cai, T. Chen, Z. Zhang, X. Yang, H. Zheng, C. Jiang, Z. Wang, Y. Yang, Z. Wang, X. Zhang, Y. Zhang and D. Liu, J. Med. Chem., 67, 14820 (2024); https://doi.org/10.1021/acs.jmedchem.4c01177
A. Abdelrhman Saeed Marouf and M. Aldar Daood Abdalrheim Daood, Radiat Sci Technol., 5, 37 (2019); https://doi.org/10.11648/j.rst.20190504.11
P. Hinners and Y. Lee, J. Mass Spectrom., 55, e4631 (2020); https://doi.org/10.1002/jms.4631
M. Nirmala, R. Vadivel, S. Chellappan, J.G. Malecki and P. Ramamurthy, ACS Omega, 6, 10318 (2021); https://doi.org/10.1021/acsomega.1c00679
H. Mardani, S. Mehrbakhsh, S. Sheikhzadegan, M. Babazadeh-Mamaqani and H. Roghani-Mamaqani, ACS Appl. Mater. Interfaces, 16, 1605 (2024); https://doi.org/10.1021/acsami.3c16574
W.E. Al-Ahmadi, A.O. Aljahdali, F. Thabit and A. Munshi, PeerJ Comput. Sci., 10, e1847 (2024); https://doi.org/10.7717/peerj-cs.1847
Y. Gulekci and A. Tülek, J. Forensic Sci., 69, 1246 (2024); https://doi.org/10.1111/1556-4029.15534
P. Aggarwal and M. Chitkara, ECS Trans., 107, 10593 (2022); https://doi.org/10.1149/10701.10593ecst
E. Tabata, T. Ito, Y. Ushioda and T. Fujima, Coatings, 9, 653 (2019); https://doi.org/10.3390/coatings9100653
S. Kim, J. Choi, H. Moon, H.R. Choi and J.C. Koo, Sens. Mater., 32, 3787 (2020); https://doi.org/10.18494/SAM.2020.2995
S.S. Hameed, I.T. Ahmed and O.M. Al Okashi, Comput. Mater. Contin., 74, 327 (2023); https://doi.org/10.32604/cmc.2023.031622
V. Prasad, S. Lukose, P. Agarwal and L. Prasad, J. Forensic Sci., 65, 26 (2020); https://doi.org/10.1111/1556-4029.14172
R. Rajan, Y. Zakaria, S. Shamsuddin and N.F. Nik Hassan, Egypt. J. Forensic Sci., 9, 50 (2019); https://doi.org/10.1186/s41935-019-0155-1
K. Jeong, J. Kim, N.N. Dhanasekar, M.-K. Lee and S.-W. Chi, Chem. Asian J., 17, e202200679 (2022); https://doi.org/10.1002/asia.202200679
J. Son, G.-H. Kim, Y. Lee, C. Lee, S. Cha and J.-M. Nam, J. Am. Chem. Soc., 144, 22337 (2022); https://doi.org/10.1021/jacs.2c05950
R. Liu, S. Bai, X. Jiang, L. Luo, X. Tong, S. Zheng, Y. Wang and B. Xu, Front. Endocrinol., 12, 745039 (2021); https://doi.org/10.3389/fendo.2021.745039
A. Karthik, K. Aggarwal, A. Kapoor, D. Singh, L. Hu, A. Gandhamal and D. Kumar, BMC Med. Imaging, 24, 284 (2024); https://doi.org/10.1186/s12880-024-01463-6
D. Xi, Y. Xu, R. Xu, Z. Wang, D. Liu, Q. Shen, L. Yue, D. Dang and L. Meng, Eur. Chem. J., 26, 2741 (2020); https://doi.org/10.1002/chem.201905169
S. Kumar, S. Rai and C. Rath, Part. Part. Syst. Charact., 36, 1900048 (2019); https://doi.org/10.1002/ppsc.201900048
S. Giuliano, E. Mistek-Morabito and I.K. Lednev, ACS Omega, 5, 27026 (2020); https://doi.org/10.1021/acsomega.0c01914
R. Bradshaw, W. Rao, R. Wolstenholme, M.R. Clench, S. Bleay and S. Francese, Forensic Sci. Int., 222, 318 (2012); https://doi.org/10.1016/j.forsciint.2012.07.009
A. Selim and I. Ali, J. Emerg. Comput. Technol., 4, 1 (2024); https://doi.org/10.57020/ject.1445625
N. Bright, T. Willson, D. Driscoll, S. Reddy, R.P. Webb, S. Bleay, N.I. Ward, K.J. Kirkby and M.J. Bailey, Forensic Sci. Int., 230, 81 (2013); https://doi.org/10.1016/j.forsciint.2013.03.047
R.S. Croxton, M.G. Baron, D. Butler, T. Kent and V.G. Sears, Forensic Sci. Int., 199, 93 (2010); https://doi.org/10.1016/j.forsciint.2010.03.019
R. Wolstenholme, R. Bradshaw, R. Clench and S. Francese, Rapid Commun. Mass Spectrom., 23, 3031 (2009); https://doi.org/10.1002/rcm.4218
H. Haris, R. Darwis and M. Ilham, Jpn. Appl. Educ, 34, 66 (2024); https://doi.org/10.61255/jupiter.v2i1.%20200
Y. Wu, Z. Zhuo, C. Wang, B. Liu and D. Xu, J. Food Compos. Anal., 147, 107998 (2025); https://doi.org/10.1016/j.jfca.2025.107998
L. Chen, Z. Zhang, M. Cai and G. Sun, Spectrochim. Acta A Mol. Biomol. Spectrosc., 341, 126418 (2025); https://doi.org/10.1016/j.saa.2025.126418
S. Zhu, X. Wang, Z. Su, A. Yang, L. Liu, X. Wu and J. Guo, J. Food Comp. Anal., 147, 107990 (2025); https://doi.org/10.1016/j.jfca.2025.107990
R. Li, Q. Liu, X. Xu, Y. Xie, L. Lin, M. Yang and D. Wang, Environ. Pollut., 383, 126821 (2025); https://doi.org/10.1016/j.envpol.2025.126821
M.M. Fonseca, G.G. Marcheafave, B. Coldibeli, I. Wendling, R.E. Bruns and E.R. Sartori, Food Chem., 491, 145320 (2025); https://doi.org/10.1016/j.foodchem.2025.145320
I.S. Pruthviraj, B.R.R. Krushna, S.C. Sharma, G.B. Protyusha, S. Sahu, T. Prabakaran, K. Manjunatha, S.Y. Wu, A. George, S. Sangaraju, M. Shkir and H. Nagabhushana, Opt. Mater., 167, 117340 (2025); https://doi.org/10.1016/j.optmat.2025.117340
W. Yang, S. Jiang, C. Yang, J. Chen, H. Wu, S. Li, Y. Liu, X. Li and Z. Wang, Microchem. J., 213, 113859 (2025); https://doi.org/10.1016/j.microc.2025.113859