Multi-Source T-S Target Recognition via an Intuitionistic Fuzzy Method

To realize aerial target recognition in a complex environment, we propose a multi-source Takagi–Sugeno (T-S) intuitionistic fuzzy rules method (MTS-IFRM). In the proposed method, to improve the robustness of the training process of the model, the features of the aerial targets are classified as the...

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Published in:	Remote sensing (Basel, Switzerland) Vol. 15; no. 24; p. 5773
Main Authors:	Zhang, Chuyun, Xie, Weixin, Li, Yanshan, Liu, Zongxiang
Format:	Journal Article
Language:	English
Published:	Basel MDPI AG 01.12.2023
Subjects:	Accuracy Adaptive algorithms adaptive weight Aerial targets Algorithms Clustering Comparative analysis Decision making Fuzzy algorithms Fuzzy logic Fuzzy sets Fuzzy systems Information sources Methods Parameter identification Probability distribution regression analysis Regression models ridge regression Robustness (mathematics) Sensors T-S intuitionistic fuzzy rules Target acquisition Target recognition China
ISSN:	2072-4292, 2072-4292
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Abstract	To realize aerial target recognition in a complex environment, we propose a multi-source Takagi–Sugeno (T-S) intuitionistic fuzzy rules method (MTS-IFRM). In the proposed method, to improve the robustness of the training process of the model, the features of the aerial targets are classified as the input results of the corresponding T-S target recognition model. The intuitionistic fuzzy approach and ridge regression method are used in the consequent identification, which constructs a regression model. To train the premise parameter and reduce the influence of data noise, novel intuitionistic fuzzy C-regression clustering based on dynamic optimization is proposed. Moreover, a modified adaptive weight algorithm is presented to obtain the final outputs, which improves the classification accuracy of the corresponding model. Finally, the experimental results show that the proposed method can effectively recognize the typical aerial targets in error-free and error-prone environments, and that its performance is better than other methods proposed for aerial target recognition.
AbstractList	To realize aerial target recognition in a complex environment, we propose a multi-source Takagi–Sugeno (T-S) intuitionistic fuzzy rules method (MTS-IFRM). In the proposed method, to improve the robustness of the training process of the model, the features of the aerial targets are classified as the input results of the corresponding T-S target recognition model. The intuitionistic fuzzy approach and ridge regression method are used in the consequent identification, which constructs a regression model. To train the premise parameter and reduce the influence of data noise, novel intuitionistic fuzzy C-regression clustering based on dynamic optimization is proposed. Moreover, a modified adaptive weight algorithm is presented to obtain the final outputs, which improves the classification accuracy of the corresponding model. Finally, the experimental results show that the proposed method can effectively recognize the typical aerial targets in error-free and error-prone environments, and that its performance is better than other methods proposed for aerial target recognition.
Audience	Academic
Author	Zhang, Chuyun Xie, Weixin Li, Yanshan Liu, Zongxiang
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Cites_doi	10.1080/03081079.2022.2151006 10.1016/j.ifacol.2020.06.099 10.1109/TFUZZ.2018.2871756 10.1049/iet-spr.2010.0112 10.1016/j.ins.2023.03.053 10.1007/978-3-030-00617-4_8 10.1016/j.neucom.2023.03.021 10.1007/s00521-021-06650-y 10.1016/j.ins.2023.02.035 10.1016/0020-0255(87)90007-7 10.1016/j.chaos.2022.112308 10.1109/TFUZZ.2019.2929024 10.1007/s13042-023-01837-2 10.1016/j.ins.2021.07.094 10.1109/ICCC54389.2021.9674478 10.1016/j.engappai.2023.106455 10.3390/e25010069 10.1109/TSMC.2022.3211498 10.1016/j.engappai.2020.104030 10.1016/j.asoc.2023.110603 10.1007/s11042-020-08699-8 10.1016/j.ins.2018.11.033 10.1016/j.ress.2021.108275 10.1007/s10489-022-03768-x 10.1007/s00500-022-07160-2 10.1016/j.measurement.2022.111521 10.1016/j.gete.2022.100431 10.1016/S0167-9236(99)00084-6 10.1016/j.engappai.2018.08.010 10.1016/j.procs.2019.06.036 10.1007/s40747-022-00690-0 10.1016/j.ijar.2018.09.001 10.1007/s10489-021-02279-5 10.3233/JIFS-223842 10.1016/j.ins.2023.119381
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References	Lei (ref_34) 2012; 6 Zhang (ref_15) 2023; 14 Kaur (ref_8) 2023; 52 Dhanachandra (ref_38) 2020; 79 ref_13 ref_35 ref_11 Wang (ref_28) 2021; 97 ref_31 Chen (ref_37) 2023; 607 Hu (ref_9) 2023; 145 Yager (ref_29) 1987; 41 ref_19 Chen (ref_20) 2018; 76 Guo (ref_33) 2022; 34 Murphy (ref_30) 2000; 29 Jiang (ref_27) 2018; 103 Xiao (ref_22) 2022; 53 Sezer (ref_23) 2022; 220 Lv (ref_10) 2023; 630 Pan (ref_24) 2019; 28 Zhang (ref_36) 2023; 536 Chen (ref_2) 2023; 632 Wang (ref_32) 2019; 154 Jiang (ref_7) 2021; 579 ref_3 Akshaya (ref_12) 2020; 53 Lai (ref_17) 2023; 33 Wang (ref_4) 2022; 26 Wang (ref_18) 2022; 199 Zhao (ref_1) 2021; 51 Meng (ref_6) 2023; 123 Meng (ref_5) 2022; 8 Zhang (ref_14) 2019; 478 Zhu (ref_25) 2023; 53 He (ref_21) 2023; 59 Zhou (ref_16) 2022; 160 Yin (ref_26) 2018; 27
References_xml	– volume: 52 start-page: 455 year: 2023 ident: ref_8 article-title: A new divergence measure for belief functions and its applications publication-title: Int. J. Gen. Syst. doi: 10.1080/03081079.2022.2151006 – volume: 53 start-page: 591 year: 2020 ident: ref_12 article-title: Multi-sensor data fusion for aerodynamically controlled vehicle based on FGPM publication-title: IFAC—PapersOnLine doi: 10.1016/j.ifacol.2020.06.099 – volume: 27 start-page: 135 year: 2018 ident: ref_26 article-title: The negation of a basic probability assignment publication-title: IEEE Trans. Fuzzy Syst. doi: 10.1109/TFUZZ.2018.2871756 – volume: 6 start-page: 255 year: 2012 ident: ref_34 article-title: Technique for target recognition based on intuitionistic fuzzy reasoning publication-title: IET Signal Process. doi: 10.1049/iet-spr.2010.0112 – volume: 632 start-page: 378 year: 2023 ident: ref_2 article-title: Multi-source monitoring information fusion method for dam health diagnosis based on Wasserstein distance publication-title: Inform. Sci. doi: 10.1016/j.ins.2023.03.053 – ident: ref_35 doi: 10.1007/978-3-030-00617-4_8 – volume: 536 start-page: 114 year: 2023 ident: ref_36 article-title: Multiple target data-association algorithm based on Takagi-Sugeno intuitionistic fuzzy model publication-title: Neurocomputing doi: 10.1016/j.neucom.2023.03.021 – volume: 34 start-page: 12299 year: 2022 ident: ref_33 article-title: Target recognition method of small UAV remote sensing image based on fuzzy clustering publication-title: Neural Comput. Appl. doi: 10.1007/s00521-021-06650-y – volume: 630 start-page: 173 year: 2023 ident: ref_10 article-title: Centralized and distributed adaptive cubature information filters for multi-sensor systems with unknown probability of measurement loss publication-title: Inform. Sci. doi: 10.1016/j.ins.2023.02.035 – ident: ref_11 – volume: 41 start-page: 93 year: 1987 ident: ref_29 article-title: On the Dempster-Shafer framework and new combination rules publication-title: Inform. Sci. doi: 10.1016/0020-0255(87)90007-7 – volume: 160 start-page: 112308 year: 2022 ident: ref_16 article-title: Three-dimensional modeling and analysis of fractal characteristics of rupture source combined acoustic emission and fractal theory publication-title: Chaos Soliton. Fract. doi: 10.1016/j.chaos.2022.112308 – volume: 28 start-page: 2063 year: 2019 ident: ref_24 article-title: Improved fuzzy Bayesian network-based risk analysis with interval-valued fuzzy sets and D–S evidence theory publication-title: IEEE Trans. Fuzzy Syst. doi: 10.1109/TFUZZ.2019.2929024 – volume: 14 start-page: 3353 year: 2023 ident: ref_15 article-title: Asymmetric models of intuitionistic fuzzy rough sets and their applications in decision-making publication-title: Int. J. Mach. Learn. Cyb. doi: 10.1007/s13042-023-01837-2 – volume: 59 start-page: 6894 year: 2023 ident: ref_21 article-title: A Collaborative Relay Tracking Method Based on Information Fusion for UAVs publication-title: IEEE Trans. Aerosp. Electron. Syst. – volume: 579 start-page: 103 year: 2021 ident: ref_7 article-title: A decision-theoretic fuzzy rough set in hesitant fuzzy information systems and its application in multi-attribute decision-making publication-title: Inform. Sci. doi: 10.1016/j.ins.2021.07.094 – ident: ref_31 doi: 10.1109/ICCC54389.2021.9674478 – volume: 123 start-page: 106455 year: 2023 ident: ref_6 article-title: Time-sequential hesitant fuzzy entropy, cross-entropy and correlation coefficient and their application to decision making publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2023.106455 – ident: ref_3 doi: 10.3390/e25010069 – volume: 53 start-page: 2246 year: 2022 ident: ref_22 article-title: GEJS: A generalized evidential divergence measure for multisource information fusion publication-title: IEEE Trans. Syst. Man Cybern. Syst. doi: 10.1109/TSMC.2022.3211498 – volume: 97 start-page: 104030 year: 2021 ident: ref_28 article-title: A new belief divergence measure for Dempster–Shafer theory based on belief and plausibility function and its application in multi-source data fusion publication-title: Appl. Artif. Intell. doi: 10.1016/j.engappai.2020.104030 – volume: 145 start-page: 110603 year: 2023 ident: ref_9 article-title: Multi-sensor data fusion method based on divergence measure and probability transformation belief factor publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2023.110603 – volume: 79 start-page: 18839 year: 2020 ident: ref_38 article-title: An image segmentation approach based on fuzzy c-means and dynamic particle swarm optimization algorithm publication-title: Multimed. Tools Appl. doi: 10.1007/s11042-020-08699-8 – volume: 478 start-page: 275 year: 2019 ident: ref_14 article-title: Covering-based generalized IF rough sets with applications to multi-attribute decision-making publication-title: Inform. Sci. doi: 10.1016/j.ins.2018.11.033 – volume: 220 start-page: 108275 year: 2022 ident: ref_23 article-title: An extended HEART Dempster–Shafer evidence theory approach to assess human reliability for the gas freeing process on chemical tankers publication-title: Reliab. Eng. Syst. Safe doi: 10.1016/j.ress.2021.108275 – volume: 53 start-page: 8941 year: 2023 ident: ref_25 article-title: A belief Rényi divergence for multi-source information fusion and its application in pattern recognition publication-title: Appl. Intell. doi: 10.1007/s10489-022-03768-x – volume: 26 start-page: 7123 year: 2022 ident: ref_4 article-title: An evidence combination rule based on a new weight assignment scheme publication-title: Soft Comput. doi: 10.1007/s00500-022-07160-2 – volume: 199 start-page: 111521 year: 2022 ident: ref_18 article-title: Field investigations on rock fragmentation under deep water through fractal theory publication-title: Measurement doi: 10.1016/j.measurement.2022.111521 – volume: 33 start-page: 100431 year: 2023 ident: ref_17 article-title: Fractal characteristics of rocks and mesoscopic fractures at different loading rates publication-title: Geomech. Energy Environ. doi: 10.1016/j.gete.2022.100431 – volume: 29 start-page: 1 year: 2000 ident: ref_30 article-title: Combining belief functions when evidence conflicts publication-title: Decis. Support Syst. doi: 10.1016/S0167-9236(99)00084-6 – volume: 76 start-page: 13 year: 2018 ident: ref_20 article-title: A new failure mode and effects analysis model using Dempster–Shafer evidence theory and grey relational projection method publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2018.08.010 – ident: ref_19 – volume: 154 start-page: 238 year: 2019 ident: ref_32 article-title: Intuitionistic Fuzzy Dynamic Bayesian Network and its application to terminating situation assessment publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2019.06.036 – volume: 8 start-page: 4319 year: 2022 ident: ref_5 article-title: Time-sequential hesitant fuzzy set and its application to multi-attribute decision making publication-title: Complex Intell. Syst. doi: 10.1007/s40747-022-00690-0 – volume: 103 start-page: 94 year: 2018 ident: ref_27 article-title: A correlation coefficient for belief functions publication-title: Int. J. Approx. Reason. doi: 10.1016/j.ijar.2018.09.001 – volume: 51 start-page: 7614 year: 2021 ident: ref_1 article-title: An improved evidence fusion algorithm in multi-sensor systems publication-title: Appl. Intell. doi: 10.1007/s10489-021-02279-5 – ident: ref_13 doi: 10.3233/JIFS-223842 – volume: 607 start-page: 119381 year: 2023 ident: ref_37 article-title: Multiattribute decision making based on nonlinear programming methodology, novel score function of interval-valued intuitionistic fuzzy values, and the standard deviations of the score values in the score matrix publication-title: Inform. Sci. doi: 10.1016/j.ins.2023.119381
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SubjectTerms	Accuracy Adaptive algorithms adaptive weight Aerial targets Algorithms Clustering Comparative analysis Decision making Fuzzy algorithms Fuzzy logic Fuzzy sets Fuzzy systems Information sources Methods Parameter identification Probability distribution regression analysis Regression models ridge regression Robustness (mathematics) Sensors T-S intuitionistic fuzzy rules Target acquisition Target recognition
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