CN102802225A - Indoor/outdoor seamless positioning and switching method based on Euclidean distance judgment - Google Patents

Indoor/outdoor seamless positioning and switching method based on Euclidean distance judgment Download PDF

Info

Publication number
CN102802225A
CN102802225A CN2012103013697A CN201210301369A CN102802225A CN 102802225 A CN102802225 A CN 102802225A CN 2012103013697 A CN2012103013697 A CN 2012103013697A CN 201210301369 A CN201210301369 A CN 201210301369A CN 102802225 A CN102802225 A CN 102802225A
Authority
CN
China
Prior art keywords
execution
indoor
user
judged result
euclidean distance
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
CN2012103013697A
Other languages
Chinese (zh)
Inventor
孟维晓
邹德岳
于启月
吴萌
刘恩晓
陈雷
马琳
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Harbin Institute of Technology
Original Assignee
Harbin Institute of Technology
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Harbin Institute of Technology filed Critical Harbin Institute of Technology
Priority to CN2012103013697A priority Critical patent/CN102802225A/en
Publication of CN102802225A publication Critical patent/CN102802225A/en
Pending legal-status Critical Current

Links

Images

Abstract

The invention discloses an indoor/outdoor seamless positioning and switching method based on Euclidean distance judgment, relating to an indoor/outdoor seamless positioning and switching method and aiming to meet requirements for indoor/outdoor seamless positioning and switching. According to the invention, the traditional Euclidean distance calculation process in a fingerprint positioning technology is used to judge whether a user is in an indoor positioned service area by means of calculating an absolute value of the Euclidean distance between RSS (Root-Sum Square) components of sampling points and reference points, and accordingly, a user machine is controlled to be switched between an indoor positioning service and an outdoor positioning service. The indoor/outdoor seamless positioning and switching method disclosed by the invention is suitable for inner/outer seamless switching of the wireless positioning technology.

Description

The seamless location of indoor and outdoor changing method based on the Euclidean distance judgement
Technical field
The present invention relates to the seamless location of a kind of indoor and outdoor changing method.
Background technology
Present radio position finding radio directional bearing technology is mainly according to different two kinds of indoor positioning and the outdoor location that are divided into of applied environment.Outdoor positioning service mainly is to be provided by GPS (GNSS), and is quite ripe at present.And at the indoor positioning technical elements, through years development, also near ripe.Relatively the research direction of main flow is under the system of all kinds of wireless networks at present, like WLAN, bluetooth or ZigBee etc., based on the fingerprint location technology that receives signal strength signal intensity (RSS).
In the process that realizes indoor fingerprint location technology, at first to set up indoor RSS fingerprint image, promptly at the vectorial S of the measure R SS of the reference point place of some location awares value (i):
S (i)=(a i1,a i2,a i3,…,a ij,…a iM)
A in the formula IjRepresent the signal strength values that i reference point place observes j indoor signal node obtain, M is an indoor signal node number.The RSS vector of all reference points can write down and be recorded as a database C, i.e. fingerprint image, and N is the reference point number in the formula:
C = S ( 1 ) S ( 2 ) S ( 3 ) . . . S ( N )
In position fixing process, the RSS vector that subscriber computer receives in real time can be represented by S '
S'=(a 1,a 2,a 3,…,a j,…a M)
Each RSS vector in this fingerprint image is compared with the RSS vector S ' that measures, assert that the Euclidean distance reckling is current user position.The computational process of Euclidean distance is shown below:
D ( S ′ , S ( i ) ) = Σ j = 1 M ( a j - a ij ) 2
Owing to only focus on the application under the indoor environment, the indoor positioning technology is only set up fingerprint image in the interior space.
Simultaneously owing to need not consider the problem that the user is switched between indoor and outdoor surroundings; In the indoor positioning technology, be defaulted as in the service area that the user must be in indoor positioning; The system of institute has nothing to do with the absolute value situation of annotating Euclidean distance, just seeks out minimum value, and is used.
And in the practical application in future; The service (LBS) of user's inevitable requirement position-based information can not interrupted along with the variation of position; This just requires can level and smooth switching under two kinds of environment of indoor and outdoor to user's positioning service, to guarantee the seamless covering of positioning service.
Because it is practical that the indoor positioning technology drops into fully, positioning service is not covered indoor as yet, so the switching problem that present research is not concerned about between indoor, outdoor two kinds of environment.But can predict, after the indoor positioning technology maturation, switching problem will become inevitable problem in the process that realizes seamless positioning service.
Summary of the invention
The present invention is the demand of the seamless location of indoor and outdoor being switched in order to adapt to, thereby a kind of seamless location of indoor and outdoor changing method based on the Euclidean distance judgement is provided.
Based on the seamless location of the indoor and outdoor changing method of Euclidean distance judgement,
It is based on the switched system realization of the seamless location of indoor and outdoor, and said system comprises receiver and N radio access node; A said N radio access node is distributed in indoor, and receiver receives the observation vector from N radio access node RSS value; N is a positive integer;
The seamless location of indoor and outdoor changing method based on the Euclidean distance judgement is realized by following steps:
Step 1, judges whether under outdoor environment, if judged result for not, then execution in step two; If judged result is for being that then execution in step three;
Step 2, the user is carried out the WLAN positioning service, and execution in step 21;
Step 2 one, according to the WLAN positioning result, whether judges is in the preset near scope of " going out " switch area, if judged result is then returned execution in step two for not; If judged result is for being that then execution in step two or two;
Step 2 two, startup GNSS signal detect the user, and calculate the Euclidean distance of user and " going out " switch area, and execution in step two or three;
Whether step 2 three, determining step two or two detected Euclidean distances are greater than a preset thresholding; If judged result is for being that then execution in step two or four; If judged result is that then execution in step three;
Step 2 four, the user is kept WLAN service, and the user kept return execution in step two or two under the state of WLAN service;
Step 3, the user is carried out the GNSS positioning service, and execution in step 31;
Step 3 one, according to the GNSS positioning result, whether judges is in the preset near scope of " going out " switch area, if judged result is then returned execution in step three for not; If judged result is for being that then execution in step three or two;
The fingerprint image of step 3 two, basis " entering " switch area carries out the WLAN signal search to the user;
Step 3 three, according to the WLAN signal search in the step 3 two as a result judges whether be in the preset range of " entering " switch area, if judged result is then returned execution in step three or two for not under the state that the user is kept the GNSS service; If judged result is that then execution in step three or four;
The Euclidean distance of step 3 four, calculating user and " entering " switch area, and whether judge said Euclidean distance greater than No. two preset thresholdings, if judged result is that then execution in step two; If judged result is for being that then execution in step three or five;
Step 3 five, the user is kept the GNSS positioning service, and the user kept return execution in step three or four under the state of GNSS service.
" enter " switch area and " going out " switch area adopts the mode of RSS fingerprint image to set.
The present invention can realize the seamless location of indoor and outdoor is switched, and can satisfy the demand that Modern wireless communication is switched the seamless location of indoor and outdoor.
Description of drawings
Fig. 1 is the sketch map that concerns between switch area of the present invention and indoor, the outdoor two kinds of positioning services; Fig. 2 is a schematic flow sheet of the present invention; Fig. 3 is the emulation sketch map in the embodiment one.
Embodiment
Embodiment one, combination Fig. 1 and Fig. 2 explain this embodiment, based on the seamless location of the indoor and outdoor changing method of Euclidean distance judgement,
It is based on the switched system realization of the seamless location of indoor and outdoor, and said system comprises receiver and N radio access node; A said N radio access node is distributed in indoor, and receiver receives the observation vector from N radio access node RSS value; N is a positive integer;
The seamless location of indoor and outdoor changing method based on the Euclidean distance judgement is realized by following steps:
Step 1, judges whether under outdoor environment, if judged result for not, then execution in step two; If judged result is for being that then execution in step three;
Step 2, the user is carried out the WLAN positioning service, and execution in step 21;
Step 2 one, according to the WLAN positioning result, whether judges is in the preset near scope of " going out " switch area, if judged result is then returned execution in step two for not; If judged result is for being that then execution in step two or two;
Step 2 two, startup GNSS signal detect the user, and calculate the Euclidean distance of user and " going out " switch area, and execution in step two or three;
Whether step 2 three, determining step two or two detected Euclidean distances are greater than a preset thresholding; If judged result is for being that then execution in step two or four; If judged result is that then execution in step three;
Step 2 four, the user is kept WLAN service, and the user kept return execution in step two or two under the state of WLAN service;
Step 3, the user is carried out the GNSS positioning service, and execution in step 31;
Step 3 one, according to the GNSS positioning result, whether judges is in the preset near scope of " going out " switch area, if judged result is then returned execution in step three for not; If judged result is for being that then execution in step three or two;
The fingerprint image of step 3 two, basis " entering " switch area carries out the WLAN signal search to the user;
Step 3 three, according to the WLAN signal search in the step 3 two as a result judges whether be in the preset range of " entering " switch area, if judged result is then returned execution in step three or two for not under the state that the user is kept the GNSS service; If judged result is that then execution in step three or four;
The Euclidean distance of step 3 four, calculating user and " entering " switch area, and whether judge said Euclidean distance greater than No. two preset thresholdings, if judged result is that then execution in step two; If judged result is for being that then execution in step three or five;
Step 3 five, the user is kept the GNSS positioning service, and the user kept return execution in step three or four under the state of GNSS service.
" enter " switch area and " going out " switch area adopts the mode of RSS fingerprint image to set.
Realize based on the WLAN system indoor fingerprint of the present invention location.At first need, receiver judge self-position when starting shooting, to confirm next step switching kind through information such as the visible star of GNSS, WLAN signal strength signal intensities.When inferring through information such as customer location, speed; Realize when the user needs handed over service, be divided into two kinds of situation and carry out: in " entering " process, need at first to receive the necessary informations such as RSS fingerprint image of switch area through wlan network; When the Euclidean distance between RSS vector and fingerprint image during greater than thresholding; Keep outdoor positioning service, and, adopt the result of indoor positioning service when this Euclidean distance during less than thresholding.In " going out " process, the fingerprint image of switch area has been positioned to accomplish when indoor the user to be downloaded, and only need when the user gets into the switch area, judge whether to switch through Euclidean distance.
One: set up crossover region
For realizing the seamless switching of indoor and outdoor positioning service, must there be certain crossover region in indoor node signal and outdoor GNSS signal, and promptly in certain period, receiver can obtain the service that two navigation systems provide simultaneously.Because RSS fingerprint locating accuracy reached in the 2m at present, far above the position error of the 10m magnitude of free-standing GPS, so in the present invention, the user uses the priority of indoor fingerprint navigation system greater than outdoor GNSS system.
For realizing setting up the crossover region of indoor and outdoor positioning service, need in closing on the exterior space of building, also set up same fingerprint image, make the user can under the part outdoor environment, obtain the service that provides by indoor locating system.This part fingerprint image The corresponding area is the switch area among the present invention.
The process of setting up the RSS fingerprint image is following, promptly at the vectorial S of the measure R SS of the reference point place of some location awares value (i)
S (i)=(a i1,a i2,a i3,…,a ij,…a iM)
A in the formula IjRepresent the signal strength values that i reference point place observes j indoor signal node obtain, M is an indoor signal node number.The RSS vector of all reference points can write down and be recorded as a database C, i.e. fingerprint image, and N is the reference point number in the formula.
C = S ( 1 ) S ( 2 ) S ( 3 ) . . . S ( N )
Whether receiver can need carry out handover operation through known information judges such as indoor node signal strength signal intensity, customer location and speed whether near the switch area in the present invention.
Two: compute euclidian distances
In position fixing process, the RSS vector that subscriber computer receives in real time can be represented by S '
S'=(a 1,a 2,a 3,…,a j,…a M)
Each RSS vector in this fingerprint image is compared with the RSS vector S ' that measures, assert that the Euclidean distance reckling is current user position.The computational process of Euclidean distance is shown below:
D ( S ′ , S ( i ) ) = Σ j = 1 M ( a j - a ij ) 2
In handoff procedure; Receiver is monitored the RSS value of peripheral indoor positioning node all the time; If when the minimum Eustachian distance of RSS vector is worth greater than certain in detected RSS vector and the fingerprint image, assert that then this RSS vector is not present in the fingerprint image, the user is in beyond the service area of interior location.
When preventing that the user is in the edge, switch area, " shake " problem that receiver switches under two kinds of station-keeping modes back and forth appears, " enter " among the present invention with " going out " process employed Zone switched can be different.When the user when indoor environment is moved towards outdoor environment, in the process of promptly " going out ", receiver is with reference to bigger switch area.Switch to indoor environment and work as the user from outdoor environment, receiver is with reference to a less switch area in the process of promptly " entering ".
Below, test effect of the present invention through emulation experiment:
Fig. 3 is the software emulation experiment about Euclidean distance.Simulated the indoor environment of a spaciousness and the outdoor environment of periphery thereof in the experiment, 4 AP of indoor even layout, the transmitting power of each AP is-17dBm.Use the decline of classical logarithmic model simulation WLAN signal in the emulation, use floor decay factor model to simulate the decay of WLAN signal after through walls.The foundation of RSS fingerprint image is extended 10 meters outside wall, exist as crossover region.
White box is represented room wall among Fig. 3, and white circle is represented the AP position, and saturate part representes that detected RSS vector is more little with the Euclidean distance of fingerprint image, and white dashed line is represented the switch area among the figure.As can be seen from the figure; The minimum Eustachian distance of test point in Zone switched and the vector of the RSS between reference point generally is lower than 2 units; And beyond the switch area test point minimum Eustachian distance far away mostly at 3 more than the unit, some in addition up to 10 more than the unit.
Can find out,, can effectively distinguish the user whether in the service area of indoor positioning through the observation of minimum Eustachian distance.
Fig. 1 has provided the relation between switch area and two kinds of positioning service districts of indoor and outdoor.Wherein: mark 21 is indoor positioning nodes; Mark 22 is indoor positioning service areas; Mark 23 is " going out " switch areas; Mark 24 is " entering " switch areas; Mark 25 is doors; Mark 26 is users.
The present invention utilizes the process of existing compute euclidian distances in the fingerprint location technology; Absolute value through the Euclidean distance of RSS vector between calculating sampling point and reference point; Come judges whether to be in the service area of indoor positioning, and control subscriber computer with this and between the indoor and outdoor positioning service, switch.

Claims (2)

1. based on the seamless location of the indoor and outdoor changing method of Euclidean distance judgement, it is characterized in that:
It is based on the switched system realization of the seamless location of indoor and outdoor, and said system comprises receiver and N radio access node; A said N radio access node is distributed in indoor, and receiver receives the observation vector from N radio access node RSS value; N is a positive integer;
The seamless location of indoor and outdoor changing method based on the Euclidean distance judgement is realized by following steps:
Step 1, judges whether under outdoor environment, if judged result for not, then execution in step two; If judged result is for being that then execution in step three;
Step 2, the user is carried out the WLAN positioning service, and execution in step 21;
Step 2 one, according to the WLAN positioning result, whether judges is in the preset near scope of " going out " switch area, if judged result is then returned execution in step two for not; If judged result is for being that then execution in step two or two;
Step 2 two, startup GNSS signal detect the user, and calculate the Euclidean distance of user and " going out " switch area, and execution in step two or three;
Whether step 2 three, determining step two or two detected Euclidean distances are greater than a preset thresholding; If judged result is for being that then execution in step two or four; If judged result is that then execution in step three;
Step 2 four, the user is kept WLAN service, and the user kept return execution in step two or two under the state of WLAN service;
Step 3, the user is carried out the GNSS positioning service, and execution in step 31;
Step 3 one, according to the GNSS positioning result, whether judges is in the preset near scope of " going out " switch area, if judged result is then returned execution in step three for not; If judged result is for being that then execution in step three or two;
The fingerprint image of step 3 two, basis " entering " switch area carries out the WLAN signal search to the user;
Step 3 three, according to the WLAN signal search in the step 3 two as a result judges whether be in the preset range of " entering " switch area, if judged result is then returned execution in step three or two for not under the state that the user is kept the GNSS service; If judged result is that then execution in step three or four;
The Euclidean distance of step 3 four, calculating user and " entering " switch area, and whether judge said Euclidean distance greater than No. two preset thresholdings, if judged result is that then execution in step two; If judged result is for being that then execution in step three or five;
Step 3 five, the user is kept the GNSS positioning service, and the user kept return execution in step three or four under the state of GNSS service.
2. the seamless location of the indoor and outdoor changing method based on the Euclidean distance judgement according to claim 1 is characterized in that the mode of " entering " switch area and " going out " switch area employing RSS fingerprint image is set.
CN2012103013697A 2012-08-23 2012-08-23 Indoor/outdoor seamless positioning and switching method based on Euclidean distance judgment Pending CN102802225A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN2012103013697A CN102802225A (en) 2012-08-23 2012-08-23 Indoor/outdoor seamless positioning and switching method based on Euclidean distance judgment

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN2012103013697A CN102802225A (en) 2012-08-23 2012-08-23 Indoor/outdoor seamless positioning and switching method based on Euclidean distance judgment

Publications (1)

Publication Number Publication Date
CN102802225A true CN102802225A (en) 2012-11-28

Family

ID=47201165

Family Applications (1)

Application Number Title Priority Date Filing Date
CN2012103013697A Pending CN102802225A (en) 2012-08-23 2012-08-23 Indoor/outdoor seamless positioning and switching method based on Euclidean distance judgment

Country Status (1)

Country Link
CN (1) CN102802225A (en)

Cited By (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103517361A (en) * 2013-10-25 2014-01-15 北京航空航天大学 Seamless indoor and outdoor positioning switching method
CN103889053A (en) * 2014-03-26 2014-06-25 哈尔滨工业大学 Automatic establishing method of self-growing-type fingerprint
CN103926613A (en) * 2014-04-22 2014-07-16 上海旭薇物联网科技有限公司 Three-in-one multifunctional intelligent card
CN104185225A (en) * 2014-09-11 2014-12-03 南京大学 Indoor and outdoor seamless positioning switching method based on scene classification
CN105044755A (en) * 2014-12-31 2015-11-11 泰斗微电子科技有限公司 Method for seamless switching between indoor positioning and outdoor positioning and a system
CN106412985A (en) * 2015-07-31 2017-02-15 展讯通信(上海)有限公司 Mobile terminal cell handover control method and apparatus
CN108873939A (en) * 2018-07-31 2018-11-23 深圳智达机械技术有限公司 A kind of unmanned control patrol device
CN109348501A (en) * 2018-12-05 2019-02-15 哈尔滨工业大学 Indoor and outdoor differentiating method based on LTE signal
CN110636566A (en) * 2018-06-22 2019-12-31 镇江雅迅软件有限责任公司 Indoor and outdoor seamless switching method based on WSN virtual subnet
US20210080280A1 (en) * 2018-05-15 2021-03-18 Nec Corporation Positioning system and positioning method
CN114326431A (en) * 2022-03-15 2022-04-12 云丁网络技术(北京)有限公司 Control system, method and device of intelligent equipment and storage medium

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101387699A (en) * 2008-10-28 2009-03-18 华南理工大学 Combined positioning method based on RFID and GNSS
CN102279404A (en) * 2010-06-13 2011-12-14 上海伽利略导航有限公司 Seamless positioning method and device
CN102645666A (en) * 2012-05-11 2012-08-22 常熟南师大发展研究院有限公司 Method for switching indoor ultra wide band (UWB) location and outdoor global position system (GPS) location

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101387699A (en) * 2008-10-28 2009-03-18 华南理工大学 Combined positioning method based on RFID and GNSS
CN102279404A (en) * 2010-06-13 2011-12-14 上海伽利略导航有限公司 Seamless positioning method and device
CN102645666A (en) * 2012-05-11 2012-08-22 常熟南师大发展研究院有限公司 Method for switching indoor ultra wide band (UWB) location and outdoor global position system (GPS) location

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
吴萌: "《基于模糊逻辑的无缝导航切换算法研究》", 《硕士学位论文》, 30 June 2012 (2012-06-30), pages 34 - 55 *

Cited By (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103517361B (en) * 2013-10-25 2016-07-06 北京航空航天大学 A kind of indoor and outdoor seamless location changing method
CN103517361A (en) * 2013-10-25 2014-01-15 北京航空航天大学 Seamless indoor and outdoor positioning switching method
CN103889053A (en) * 2014-03-26 2014-06-25 哈尔滨工业大学 Automatic establishing method of self-growing-type fingerprint
CN103889053B (en) * 2014-03-26 2017-02-08 哈尔滨工业大学 Automatic establishing method of self-growing-type fingerprint
CN103926613A (en) * 2014-04-22 2014-07-16 上海旭薇物联网科技有限公司 Three-in-one multifunctional intelligent card
CN104185225A (en) * 2014-09-11 2014-12-03 南京大学 Indoor and outdoor seamless positioning switching method based on scene classification
CN105044755A (en) * 2014-12-31 2015-11-11 泰斗微电子科技有限公司 Method for seamless switching between indoor positioning and outdoor positioning and a system
CN106412985A (en) * 2015-07-31 2017-02-15 展讯通信(上海)有限公司 Mobile terminal cell handover control method and apparatus
CN106412985B (en) * 2015-07-31 2019-12-31 展讯通信(上海)有限公司 Mobile terminal cell switching control method and device
US20210080280A1 (en) * 2018-05-15 2021-03-18 Nec Corporation Positioning system and positioning method
CN110636566A (en) * 2018-06-22 2019-12-31 镇江雅迅软件有限责任公司 Indoor and outdoor seamless switching method based on WSN virtual subnet
CN108873939A (en) * 2018-07-31 2018-11-23 深圳智达机械技术有限公司 A kind of unmanned control patrol device
CN109348501A (en) * 2018-12-05 2019-02-15 哈尔滨工业大学 Indoor and outdoor differentiating method based on LTE signal
CN114326431A (en) * 2022-03-15 2022-04-12 云丁网络技术(北京)有限公司 Control system, method and device of intelligent equipment and storage medium

Similar Documents

Publication Publication Date Title
CN102802225A (en) Indoor/outdoor seamless positioning and switching method based on Euclidean distance judgment
CN102781049B (en) Seamless switching method between indoor wireless location and outdoor wireless location based on cost function
US10845456B2 (en) Supporting the use of radio maps
CN106814345B (en) It is easy to data acquisition and high-precision indoor orientation method
CN104620125B (en) Method and apparatus for calculating location of terminal in wireless communication system
EP3227707B1 (en) Supporting positioning quality assurance
Elbakly et al. A robust zero-calibration RF-based localization system for realistic environments
CN103917887B (en) Location based on the subscriber equipment that virtual reference is measured
KR101910936B1 (en) System and method for developing a wi-fi access point map using sensors in a wireless mobile device
CN106993319A (en) A kind of algorithm for realizing the switching of GNSS and WIFI systems seamless vertical
US20070184850A1 (en) Apparatus and Method for Determining a Current Position of a Mobile Device
CN105474031A (en) 3D sectorized path-loss models for 3D positioning of mobile terminals
CN106170712A (en) Network-centric location
JP6180645B2 (en) Feedback in positioning system
CN109286946B (en) Mobile communication indoor wireless network optimization method and system based on unsupported positioning
CN106358155B (en) A kind of method for building up and device of radio-frequency fingerprint database
CN1988550A (en) Distributing realizing method for radio sensor network no-anchor point location
WO2017084427A1 (en) Method and device for positioning terminal
CN107205268A (en) A kind of 3-D positioning method based on radio communication base station
JP2018097002A (en) System and method for location determination using local-area-network
CN103415069A (en) Mobile node positioning algorithm based on integration of sensor network and cellular network
CN106664531A (en) Zone based lighting access
CN101858750A (en) Intelligent positioning navigation system for assisting in rescue in large-size buildings
CN100407852C (en) A method for locating mobile terminal in mobile communication
Abdelhadi et al. Position estimation of robotic mobile nodes in wireless testbed using GENI

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C02 Deemed withdrawal of patent application after publication (patent law 2001)
WD01 Invention patent application deemed withdrawn after publication

Application publication date: 20121128