Hidden Markov Model Based Variable Structured Multiple Model Algorithm

被引：0

作者：

Turhan, Hasan Ihsan ^{[1
]}

Acar, Duygu ^{[1
]}

Ayana, Nuri Baran ^{[1
]}

Ahiska, Kenan ^{[1
]}

Demirekler, Mubeccel ^{[2
]}

机构：

[1] Aselsan AS, Savunma Sistem Teknol Sektor Baskanligi SST, Ankara, Turkey

[2] Orta Dogu Tekn Univ, Elekt Elekt Muhendisligi Bolumu, Ankara, Turkey

来源：

2020 28TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU) | 2020年

关键词：

multiple model estimation; variable structure multiple model estimation; radar target tracking; Hidden Markov Model; dynamic programming; TARGET TRACKING;

D O I：

10.1109/siu49456.2020.9302517

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

In this study, a novel methodology is proposed for more accurate target tracking. The proposed method is basically built on the merging of interacting multiple model (IMM) structures using Hidden Markov Model (HMM). Thus, more models are used than the ordinary IMM algorithm, but more accurate state vectors are estimated by selecting the most likely ones. The proposed algorithm is compared with the variable structure IMM (VSIMM) algorithm, which is the most similar methodology in the literature, in MATLAB environment and the results are presented.

引用

页数：4

共 50 条

[41] ECG segmentation algorithm based on bidirectional hidden semi-Markov model
Huo, Rui
Zhang, Liting
Liu, Feifei
Wang, Ying
Liang, Yesong
Wei, Shoushui
COMPUTERS IN BIOLOGY AND MEDICINE, 2022, 150
[42] An improved algorithm based on embedded hidden Markov model structure for face recognition
Wang, Hui
Lu, Jian
Sun, Xiaofang
Wuhan Daxue Xuebao (Xinxi Kexue Ban)/Geomatics and Information Science of Wuhan University, 2006, 31 (07): : 573 - 575
[43] Hidden Semi-Markov Model Based Monitoring Algorithm for Multimode Processes
Lou, Zhijiang
Wang, Youqing
2017 6TH DATA DRIVEN CONTROL AND LEARNING SYSTEMS (DDCLS), 2017, : 66 - 71
[44] Improved detection algorithm for copy number variations based on hidden Markov model
Yang, Hai
Zhu, Daming
MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (13-14) : 9237 - 9253
[45] Improved detection algorithm for copy number variations based on hidden Markov model
Hai Yang
Daming Zhu
Multimedia Tools and Applications, 2020, 79 : 9237 - 9253
[46] Compound Attack Prediction Method Based on Improved Algorithm of Hidden Markov Model
Zhao, Dongmei
Wang, Hongbin
Geng, Shixun
JOURNAL OF WEB ENGINEERING, 2020, 19 (7-8): : 1213 - 1237
[47] Automatic Sleep Staging Algorithm Based on Random Forest and Hidden Markov Model
Liu, Junbiao
Wu, Duanpo
Wang, Zimeng
Jin, Xinyu
Dong, Fang
Jiang, Lurong
Cai, Chenyi
CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES, 2020, 123 (01): : 401 - 426
[48] Evaluation and Prediction of Sport Status Based on Variable Step Size Hidden Markov Model
Gong, Tao
Liu, Jun-Xian
3RD INTERNATIONAL SYMPOSIUM ON MECHATRONICS AND INDUSTRIAL INFORMATICS, (ISMII 2017), 2017, : 189 - 193
[49] Place Recognition through Multiple LiDAR Scans Based on the Hidden Markov Model
Gui, Linqiu
Zeng, Chunnian
Luo, Jie
Yang, Xu
SENSORS, 2024, 24 (11)
[50] VOGUE: A Variable Order Hidden Markov Model with Duration Based on Frequent Sequence Mining
Zaki, Mohammed J.
Carothers, Christopher D.
Szymanski, Boleslaw K.
ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA, 2010, 4 (01)

← 1 2 3 4 5 →