Adaptive neuro fuzzy selection of important factors for prediction of
plasmons in silver nanorods

Dalibor Petković; Mohamed Amine Khadimallah; Mohamed Amine Khadimallah; Yan Cao; Nebojsa Denic; Vuk Vujovic; Dragan Zlatkovic; Jelena Stojanovic

doi:10.1364/AO.451130

Applied Optics
Vol. 61,
Issue 10,
pp. 2864-2868
(2022)
•https://doi.org/10.1364/AO.451130

Adaptive neuro fuzzy selection of important factors for prediction of plasmons in silver nanorods

Dalibor Petković, Mohamed Amine Khadimallah, Yan Cao, Nebojsa Denic, Vuk Vujovic, Dragan Zlatkovic, and Jelena Stojanovic

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Dalibor Petković, Mohamed Amine Khadimallah, Yan Cao, Nebojsa Denic, Vuk Vujovic, Dragan Zlatkovic, and Jelena Stojanovic, "Adaptive neuro fuzzy selection of important factors for prediction of plasmons in silver nanorods," Appl. Opt. 61, 2864-2868 (2022)

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- Nonlinear Optics
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About this Article
History
- Original Manuscript: December 13, 2021
- Revised Manuscript: March 7, 2022
- Manuscript Accepted: March 7, 2022
- Published: March 30, 2022

Abstract

The major goal of this study was to find predictors of plasmon positions in silver nanorod (NR) optical absorption spectra. The goal of this study is to use an adaptive neural fuzzy inference system to identify the various input parameters for longitudinal surface plasmon resonance (LSPR) and transverse surface plasmon resonance (TSP). A seed strategy has been used for preparation of the silver NRs. During the preparation, the seed particles are synthesized in the presence of cetyltrimethylammonium bromide (CTAB). To produce the silver NRs, metal salt (AgNO₃) has been added, as well as ascorbic acid (AA) and CTAB. Skillful prediction could play a pivotal role in the plasmon NR production management. The combination of CTAB and the seeds has the largest influence on the TSPR. The combination of CTAB and AA has the largest influence on the LSPR. The study considering different input parameters simultaneously, to the best of our knowledge, is the first on a small scale and should attract great general interest.

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Data underlying the results presented in this paper are not publicly available at this time but may be obtained from the authors upon reasonable request.

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Input 1	Input 2	Input 3	Input 4	Output 1	Output 2
CTAB (M)	Ag (M)	AA (M)	Seed (mL)	TSPR (nm)	LSPR (nm)
0.09	0.02	0.1	0.25	408	475
0.15	0.02	0.1	0.25	424	533
0.2	0.02	0.1	0.25	439	544
0.1	0.015	0.1	0.25	423	522
0.1	0.025	0.1	0.25	428	541
0.175	0.02	0.1	0.25	419	538
0.095	0.02	0.1	0.125	424	551
0.1	0.02	0.3	0.1	424	501
0.15	0.02	0.1	0.1	429	534
0.1	0.03	0.1	0.25	434	554
0.175	0.02	0.1	0.125	429	528
0.095	0.02	0.1	0.1	431	580
0.175	0.02	0.1	0.1	426	528
0.1	0.02	0.09	0.25	426	509
0.1	0.02	0.15	0.25	433	516
0.1	0.02	0.3	0.25	439	551
0.15	0.02	0.01	0.125	434	532
0.2	0.015	0.2	0.15	424	493
0.1	0.015	0.175	0.1	432	495
0.095	0.0175	0.2	0.15	430	525
0.15	0.03	0.2	0.175	434	530
0.1	0.015	0.1	0.1	426	612
0.1	0.025	0.1	0.1	434	645
0.095	0.025	0.15	0.25	414	488
0.1	0.03	0.01	0.125	429	571
0.175	0.025	0.15	0.25	420	544
0.1	0.03	0.1	0.1	429	653
0.1	0.02	0.1	0.25	419	527
0.2	0.02	0.01	0.125	428	521
0.1	0.015	0.01	0.125	424	538
0.095	0.0275	0.175	0.175	431	549
0.15	0.03	0.15	0.175	436	558
0.2	0.015	0.175	0.125	431	528
0.1	0.02	0.175	0.175	428	540
0.15	0.015	0.2	0.1	424	524
0.175	0.03	0.1	0.25	428	538
0.1	0.02	0.1	0.1	434	633
0.1	0.25	0.01	0.125	435	557
0.095	0.0175	0.175	0.15	434	562
0.1	0.02	0.09	0.1	428	474
0.1	0.02	0.15	0.1	431	493
0.2	0.02	0.1	0.1	426	489
0.095	0.025	0.15	0.1	434	509
0.1	0.02	0.1	0.125	423	575
0.175	0.0175	0.1	0.15	429	520

	CTAB (M)	Ag (M)	AA (M)	Seed (mL)
CTAB (M)	trn = 4.9999, chk = 6.8002
Ag (M)	trn = 4.3735, chk = 62.8702	trn = 5.7158, chk = 24.5371
AA (M)	trn = 3.2493, chk = 10.1497	trn = 5.2549, chk = 48.4463	trn = 5.5138, chk = 8.1935
Seed (mL)	trn = 2.2754, chk = 12.1444	trn = 5.4463, chk = 35.3028	trn = 5.0704, chk = 16.0504	trn = 5.6133, chk = 6.1155

	CTAB (M)	Ag (M)	AA (M)	Seed (mL)
CTAB (M)	trn = 41.4629, chk = 38.2515
Ag (M)	trn = 33.5320, chk = 239.3494	trn = 39.8419, chk = 151.4840
AA (M)	trn = 28.7736, chk = 86.2978	trn = 31.1564, chk = 311.1060	trn = 40.9936, chk = 48.6012
Seed (mL)	trn = 37.6142, chk = 38.6782	trn = 32.8247, chk = 470.1311	trn = 29.8093, chk = 111.3683	trn = 42.4812, chk = 34.6094

Input 1	Input 2	Input 3	Input 4	Output 1	Output 2
CTAB (M)	Ag (M)	AA (M)	Seed (mL)	TSPR (nm)	LSPR (nm)
0.09	0.02	0.1	0.25	408	475
0.15	0.02	0.1	0.25	424	533
0.2	0.02	0.1	0.25	439	544
0.1	0.015	0.1	0.25	423	522
0.1	0.025	0.1	0.25	428	541
0.175	0.02	0.1	0.25	419	538
0.095	0.02	0.1	0.125	424	551
0.1	0.02	0.3	0.1	424	501
0.15	0.02	0.1	0.1	429	534
0.1	0.03	0.1	0.25	434	554
0.175	0.02	0.1	0.125	429	528
0.095	0.02	0.1	0.1	431	580
0.175	0.02	0.1	0.1	426	528
0.1	0.02	0.09	0.25	426	509
0.1	0.02	0.15	0.25	433	516
0.1	0.02	0.3	0.25	439	551
0.15	0.02	0.01	0.125	434	532
0.2	0.015	0.2	0.15	424	493
0.1	0.015	0.175	0.1	432	495
0.095	0.0175	0.2	0.15	430	525
0.15	0.03	0.2	0.175	434	530
0.1	0.015	0.1	0.1	426	612
0.1	0.025	0.1	0.1	434	645
0.095	0.025	0.15	0.25	414	488
0.1	0.03	0.01	0.125	429	571
0.175	0.025	0.15	0.25	420	544
0.1	0.03	0.1	0.1	429	653
0.1	0.02	0.1	0.25	419	527
0.2	0.02	0.01	0.125	428	521
0.1	0.015	0.01	0.125	424	538
0.095	0.0275	0.175	0.175	431	549
0.15	0.03	0.15	0.175	436	558
0.2	0.015	0.175	0.125	431	528
0.1	0.02	0.175	0.175	428	540
0.15	0.015	0.2	0.1	424	524
0.175	0.03	0.1	0.25	428	538
0.1	0.02	0.1	0.1	434	633
0.1	0.25	0.01	0.125	435	557
0.095	0.0175	0.175	0.15	434	562
0.1	0.02	0.09	0.1	428	474
0.1	0.02	0.15	0.1	431	493
0.2	0.02	0.1	0.1	426	489
0.095	0.025	0.15	0.1	434	509
0.1	0.02	0.1	0.125	423	575
0.175	0.0175	0.1	0.15	429	520

	CTAB (M)	Ag (M)	AA (M)	Seed (mL)
CTAB (M)	trn = 4.9999, chk = 6.8002
Ag (M)	trn = 4.3735, chk = 62.8702	trn = 5.7158, chk = 24.5371
AA (M)	trn = 3.2493, chk = 10.1497	trn = 5.2549, chk = 48.4463	trn = 5.5138, chk = 8.1935
Seed (mL)	trn = 2.2754, chk = 12.1444	trn = 5.4463, chk = 35.3028	trn = 5.0704, chk = 16.0504	trn = 5.6133, chk = 6.1155

Abstract

Data availability

Cited By

Figures (7)

Tables (3)

Equations (1)

Applied Optics