Method and system for constructing a source localization efficient estimator based on hybrid measurement information
CN120316397BActive Publication Date: 2026-08-28CHANGZHOU INST OF TECH
Patent Information
- Application Number
- CN202410434928.4
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2024-04-11
- Publication Date
- 2026-08-28
- Estimated Expiration
- 2044-04-11
AI Technical Summary
Technical Problem
然而,这些基于LS的定位方法通常采用近似将相应的非线性问题转换为线性问题
Benefits of technology
[0025]本发明通过线性化计算,将原始的非凸优化问题转化为非负约束最小二乘框架。采用线性求解的方式,通过利用主动集和被动集之间的索引交换过程来获得次优估计量;同时为了减少线性化带来的偏差并细化线性求解获得的估计,采用偏差减少的方法,设计了与噪声弱相关但与数据矩阵强相关的加权工具变量矩阵,以提高定位精度。
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Abstract
The application discloses a construction method and system of a source positioning high-efficiency estimator based on mixed measurement information, and the method steps comprise the following steps: constructing a mixed information non-negative constraint least square framework based on an analysis sensor in a wireless sensor network; obtaining a rough suboptimal estimation based on the mixed information non-negative constraint least square framework; and completing the construction of the high-efficiency estimator based on the rough suboptimal estimation. The original non-convex optimization problem is converted into a non-negative constraint least square framework through linearization calculation. The suboptimal estimation is obtained through the index exchange process between the active set and the passive set by using the linear solution. Meanwhile, in order to reduce the deviation caused by linearization and refine the estimation obtained by linear solution, a deviation reduction method is used, a weighted instrumental variable matrix which is weakly related to noise but strongly related to the data matrix is designed, so that the positioning precision is improved.
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Citation Information
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