Wifi and geomagnetism fused indoor positioning system and method based on HMM (Hidden Markov Model)

A positioning method, an indoor positioning technology, applied to services based on location information, services based on specific environments, electrical components, etc., can solve the problem of low positioning accuracy of geomagnetic signals, randomness of walking directions with step size diversity, and decreased positioning accuracy And other issues

Active Publication Date: 2018-09-11
SOUTH CHINA UNIV OF TECH
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AI Technical Summary

Problems solved by technology

In the inertial navigation technology, the inertial sensor has a better positioning effect in a short time, but it is easy to accumulate errors for a long time, resulting in a sharp drop in positioning accuracy
In the geomagnetic positioning technology, the magnetic field signal is stable, the anti-interference ability is strong, and the local characteristics are obvious. However, when the positioning space is large, the geomagnetic signals at different positions may have similar situations, resulting in a decrease in the positioning accuracy based only on the geomagnetic signal.
Directly using the wifi network widely deployed in public places for positioning can reduce the cost of positioning, but wifi is easily affected by multipath effects, signal attenuation and human body blocki

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  • Wifi and geomagnetism fused indoor positioning system and method based on HMM (Hidden Markov Model)
  • Wifi and geomagnetism fused indoor positioning system and method based on HMM (Hidden Markov Model)
  • Wifi and geomagnetism fused indoor positioning system and method based on HMM (Hidden Markov Model)

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Embodiment Construction

[0064] The specific implementation of the present invention will be further described below in conjunction with drawings and examples, but the implementation and protection of the present invention are not limited thereto. Realized or understood with reference to the prior art.

[0065] In this example, an indoor positioning system based on HMM wifi and geomagnetic fusion is as follows: figure 1 As shown, the system includes a mobile terminal and a server. Among them, the mobile terminal has a wifi sensor module, an orientation sensor, a geomagnetic sensor module, a wireless transmission module and a data storage module, generally a smart phone and a tablet computer, etc.; the server side is a device with advanced computing functions and data storage and a wireless transmission module. Generally, it is a PC, etc. The server can receive wifi data and geomagnetic data collected and sent by the mobile terminal through the wireless transmission module, and the server can establi...

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Abstract

The invention discloses a wifi and geomagnetism fused indoor positioning system and method based on an HMM (Hidden Markov Model). The method comprises the following steps: matching a wifi signal acquired by a mobile terminal in real time with a pre-established wifi fingerprint library to obtain a local position area; initializing the position in the area to obtain an initial probability distribution matrix; obtaining a state transition probability matrix by using a position relationship of label points in the local position area; and fusing a geomagnetic signal with a pre-established geomagnetic fingerprint library to obtain an observation probability matrix, and estimating the position of a user according to a forward algorithm. When the user is positioned in the local position area determined by the wifi signal, the current real-time geomagnetic signal is used to update the observation probability matrix, and the position of the user is estimated by the observation probability matrixand the state transition matrix; otherwise, the wifi signal is introduced to re-establish the local position area, and the initial probability distribution matrix, the state transition probability matrix and the observation probability matrix are updated according to the preceding method. According to the wifi and geomagnetism fused indoor positioning method based on the provided by the invention, various information is effectively fused, and the positioning accuracy of the system is improved.

Description

technical field [0001] The invention relates to an indoor positioning system and a positioning method, in particular to an indoor positioning system and a positioning method based on HMM wifi and geomagnetic fusion. Background technique [0002] With the rapid development of the economy, various high-rise buildings have sprung up, people's indoor activity space is expanding and the indoor terrain is becoming more and more complex. There is an increasing need for indoor positioning. When looking for a specific item in a shopping mall, looking for a friend who came from afar in the airport, or looking for a car in the parking lot, people need a clear location for guidance. GPS positioning technology can play a very good role in outdoor positioning, but in an indoor environment, GPS signals are blocked by buildings, and it is difficult for mobile terminals to receive GPS signals. [0003] There are many technologies based on indoor positioning, including infrared positioning ...

Claims

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Application Information

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IPC IPC(8): H04W4/02H04W4/029H04W4/33H04W4/38H04W64/00
CPCH04W4/026H04W64/006H04W4/029H04W4/33H04W4/38
Inventor 张梅卿婷婷朱金辉
Owner SOUTH CHINA UNIV OF TECH
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