CN107872278A - A kind of underwater visible light communication sensor network system of multidimensional based on ranging localization - Google Patents

A kind of underwater visible light communication sensor network system of multidimensional based on ranging localization Download PDF

Info

Publication number
CN107872278A
CN107872278A CN201710822213.6A CN201710822213A CN107872278A CN 107872278 A CN107872278 A CN 107872278A CN 201710822213 A CN201710822213 A CN 201710822213A CN 107872278 A CN107872278 A CN 107872278A
Authority
CN
China
Prior art keywords
node
anchor node
visible light
network
module
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
CN201710822213.6A
Other languages
Chinese (zh)
Inventor
赵弋菲
黄鸿基
宋苇
宋一苇
熊健
范山岗
桂冠
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.)
Nanjing Post and Telecommunication University
Nanjing University of Posts and Telecommunications
Original Assignee
Nanjing Post and Telecommunication University
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 Nanjing Post and Telecommunication University filed Critical Nanjing Post and Telecommunication University
Priority to CN201710822213.6A priority Critical patent/CN107872278A/en
Publication of CN107872278A publication Critical patent/CN107872278A/en
Pending legal-status Critical Current

Links

Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04BTRANSMISSION
    • H04B10/00Transmission systems employing electromagnetic waves other than radio-waves, e.g. infrared, visible or ultraviolet light, or employing corpuscular radiation, e.g. quantum communication
    • H04B10/80Optical aspects relating to the use of optical transmission for specific applications, not provided for in groups H04B10/03 - H04B10/70, e.g. optical power feeding or optical transmission through water
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S5/00Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations
    • G01S5/16Position-fixing by co-ordinating two or more direction or position line determinations; Position-fixing by co-ordinating two or more distance determinations using electromagnetic waves other than radio waves

Abstract

The invention discloses a kind of underwater visible light communication sensor network system of multidimensional based on ranging localization.The system includes:Anchor node, network access module, network signal processing module, visible light communication transceiver machine A and B, electronic signal processing module, processing locality and display module, cloud server module and database.It is loaded into after network signal access through analog-to-digital conversion on blue-ray LED, by visible light channel to receiving terminal, then through optical-electrical converter is loaded into signal processing chip, network is sent in the same fashion after terminal recognition.Meanwhile the cloud server module bit error rate for analyzing processing locality and display module, submarine site information for being drawn through location algorithm etc. are uploaded to database in real time.The present invention causes relevant parameter change to realize sensing by channel variation.In addition, node forms multidimensional Sensor Network, reliable underwater data transmission can be achieved, and submarine site information is grasped by node, can be achieved to be accurately positioned, and robustness is preferable.

Description

A kind of underwater visible light communication sensor network system of multidimensional based on ranging localization
Technical field
The invention belongs to the communications field, and in particular to a kind of underwater visible light communication Sensor Network of multidimensional based on location algorithm Sensor Network.
Background technology
In recent years, the fast development of the communication technology, brought great convenience for our life.Visible light communication is base In the safe and secret communication of a kind of new, short distance that light emitting diode etc. technically grows up, the wireless communication technology of high speed, With good development prospect.Subsurface communication all has critical role in military, industry and scientific domain.Subsurface communication speed Demand is in the range of several million to tens even more highs.Radio wave in the seawater can be by altitude decay.Sound wave is in ocean Transmission speed is 1500m/s, and time delay length, Bandwidth-Constrained, the bit error rate is high, and sound wave also can be to marine animals such as dolphin and whales Produce interference etc..VLC can overcome the problems such as decay and electromagnetic interference well under water, have very big advantage.
For present case, the correlative study of wireless light communication technology is carried out both at home and abroad.In November, 2015, Velmenni companies of Estonia demonstrate Li-Fi prototype bulbs in Tallin, and its data transmission bauds is up to 1Gbps;Testing Under specified conditions, the Li-Fi lamp data transmission speeds of record reach 224Gbps.In the Globecom meetings in December, 2016, Ki-Hong Park etc. analyze the reliability of indoor visible light mimo system.2017, YahyaMohammed Al-Moliki Seminar have studied the safety of physical layer strategy of indoor visible light communication.In 2 months the same years, Sun Hongwei etc., which is proposed, realizes intelligent hand The scheme of machine visible ray positioning function.Meanwhile fourth elder brother of the Chinese Academy of Sciences etc. develops a portable light antenna equipment.But according to Known to us, not yet occurs the research with multidimensional Sensor Network visible light communication system both at home and abroad.
Full-duplex communication is the up-link and downlink in communication equipment while carries out the transmission of data and instruction.Base In VISIBLE LIGHT SYSTEM, with reference to multidimensional transmission and the full-duplex communication of location technology, higher positioning precision is can be achieved to, is carried simultaneously High spectrum utilization.
The content of the invention
The present invention employs the underwater visible light communication Sensor Network of multidimensional based on location algorithm to improve the precision of positioning Ranging localization.The thinking of the present invention is first had in the case where channel circumstance is good, and what structure can carry out data transmission can See optical communication system;Then, when channel circumstance is by destroying, the break-make of network signal is observed, so as to realize sensing function.
To achieve the above object, the technical solution adopted by the present invention is a kind of underwater visible ray of multidimensional based on ranging localization Communicate sensor network system, and the system includes anchor node, network access module, network signal processing module, visible light communication transmitting-receiving All-in-one A and B, electronic signal processing module, processing locality and display module, cloud server module and database, network connect Entering module and network signal is linked into the system, network signal processing module is handled network signal, forms data signal, VISIBLE LIGHT EMISSION machine A carries out electro-optic conversion, converts digital signals into optical signal and is launched by light emitting diode, receiving terminal B carries out optical-electrical converter and is loaded into electronic signal processing module again, and network is passed in the same way after terminal recognition, same with this When, bit error rate that cloud server module analyzes processing locality and display module, the submarine site drawn through location algorithm Information is uploaded to database in real time, and system causes relevant parameter change to realize sensing by channel variation.
Further, above-mentioned anchor node is one of node in monitoring waters, except anchor node also has beaconing nodes and unknown Node.
Whole position fixing process is divided into two parts:Anchor node positions and unknown node positioning, defines the positioning week of each node Phase is T1, and beaconing nodes are directly contacted by acoustic signals with anchor node, and anchor node collects at least three above beaconing nodes position Information, the positional information of anchor node is calculated using trilateration.
Beaconing nodes need to dispose more than four and be equipped with GPS.
The basic step of the location algorithm of unknown node is as follows:
(1) define unknown node only to be contacted with its local hop neighbor node, disappeared by the local with anchor node Breath is transmitted to be positioned oneself;
(2) unknown node and the minimum hop count of anchor node are calculated, anchor node obtains the position of oneself by beaconing nodes to be believed After breath, its grouping information is broadcasted, hop count field is initialized as 0, and hop-by-hop adds 1, and in broadcasting process, anchor node will also be recorded and oneself arrived The minimum hop count of other anchor nodes, unknown node recorded the minimum hop count of each anchor node, if receiving from same node Identical data packet or the larger packet of hop count field, then give up;
(3) unknown node is calculated to the Average hop distance D of the distance of anchor node, first calculating anchor node, each anchor node Obtained D broadcast packes are multiplied by unknown node j to anchor node i hop count to whole network, unknown node using obtained D Nij is the distance Dij that can obtain unknown node j to anchor node i:
(i=1,2 ... n numbers for anchor node).
Compared with prior art, the present invention has following advantageous effects:
1, the present invention is positioned using multidimensional, i.e., by the position of multiple known anchor nodes, determines the position of unknown node, with The increase of reference coordinates, the degree of accuracy is higher, and positioning is more accurate.
2, the present invention uses sensor node, and energy consumption is small.
Brief description of the drawings
Fig. 1 is the system schematic of the present invention.
Fig. 2 figures compared with the positioning performance of distributed algorithm for the present invention.
Fig. 3 is the distribution schematic diagram of three kinds of nodes.
Embodiment
The present invention is described in further details in conjunction with accompanying drawing.
Received as shown in figure 1, the system includes anchor node, network access module, network signal processing module, visible light communication Send out all-in-one A and B, electronic signal processing module, processing locality and display module, cloud server module and database.Network Network signal is linked into the system by AM access module, and network signal processing module is handled network signal, forms numeral letter Number, it is seen that optical sender carries out electro-optic conversion, converts digital signals into optical signal and is launched by light emitting diode, receives End carries out optical-electrical converter and is loaded into process chip again, and network is passed in the same way after terminal recognition.At the same time, cloud Bit error rate that end server module analyzes processing locality and display module, the submarine site information drawn through location algorithm etc. It is uploaded to database in real time.System causes relevant parameter change to realize sensing by channel variation.
Under the good free space environment of channel, channel gain h can be expressed as
Wherein, m is Lambertian radiation exponent number, and A is the area of receiving terminal photodiode (Photodiode, PD), and d is transmitting-receiving The distance at end, a and b represent LED radiation angle and PD incidence angle respectively.
Visible light signal reaches visible Optical Receivers after visible light channel is transmitted.The visible Optical Receivers Execution and the opposite operation of visible optical transmission module, namely opto-electronic conversion is carried out, light intensity signal is converted into electric signal.Receiver The electric signal received can be expressed as
Y=rhx+z
Wherein, r represents photoelectric transformation efficiency, and x is the light intensity signal sent, and z is the additive Gaussian white noise for obeying N (O, σ 2) Sound.Then, by amplifying, filtering, the processing such as demodulating, former electric signal is recovered.
Simultaneously, it is seen that optical sender and visible photoreceiver respectively further comprise an extra PD and LED, anti-for forming To link, the transmission of Signalling exchange information is carried out.Then, processing locality and display module are responsible for the performance evaluation to reception signal And display, mainly analysis and the information such as the current bit error rate of reality system.It is false under the good free space environment of channel If being modulated using OOK, LED average transmitting power is designated as P, then the symbol sent{0,2P};Assume again that and send bit " 0 " The probability of " 1 " is identical, then, it is seen that the signal break-make decision rule of optical communication system is as follows
Wherein, x be OOK modulation in sampling, OOK modulate when sampling function x (t) Gaussian distributed.If its average is A, variance are σ n2.V0 is decision threshold, when " 0 " is identical with the probability of " 1 ",
Bit error rate can be expressed as
Wherein, erfc (x) is complementary error function.
Cloud server module be used for by fructufies such as bit error rates when upload to cloud server module, be easy to storage and Real time access.In the case where channel circumstance is good, according to the visible light communication system of above-mentioned structure, can missed shown in above formula Under bit rate conditions, reliable data transfer is carried out.
In order to reach pinpoint purpose, the solution of the present invention is the underwater visible light communication of multidimensional based on location algorithm The ranging localization of Sensor Network.I.e. in multidimensional underwater sensing net, it is a node to define a system, in waters of deploying troops on garrison duty Launch multiple nodes.When underwater visible light channel changes, corresponding index parameter can occur significantly to change, such as errored bit Rate raises, and network speed declines.The information that each node obtains can be sent to data in real time after processing locality and display module analysis Storehouse and cloud server module, to realize investigation and monitoring to waters of deploying troops on garrison duty.
Node in monitoring waters is divided into this 3 kinds of beaconing nodes, anchor node and unknown node, and whole position fixing process is divided into two Part:Anchor node positions and unknown node positioning.The locating periodically for defining each node is T1.Beaconing nodes need to dispose four with Upper and outfit GPS, is directly contacted by acoustic signals with anchor node.Anchor node collects at least three above beaconing nodes position letter Breath, the positional information of anchor node is calculated using trilateration.The location algorithm basic step of its unknown node is as follows:
(1) define unknown node only to be contacted with its local hop neighbor node, disappeared by the local with anchor node Breath is transmitted to be positioned oneself.
(2) unknown node and the minimum hop count of anchor node are calculated.Anchor node obtains the position of oneself by beaconing nodes to be believed After breath, its grouping information is broadcasted.Hop count field is initialized as 0, and hop-by-hop adds 1.In broadcasting process, anchor node will also be recorded and oneself arrived The minimum hop count of other anchor nodes, unknown node recorded the minimum hop count of each anchor node, if receiving from same node Identical data packet or the larger packet of hop count field, then give up.
(3) unknown node is calculated to the distance of anchor node.First calculate the Average hop distance D of anchor node, each anchor node By obtained D broadcast packes to whole network.Unknown node is multiplied by unknown node j to anchor node i hop count using obtained D Nij is the distance Dij that can obtain unknown node j to anchor node i:
(i=1,2 ... n is the numbering of anchor node)
1. the Di for calculating anchor node i is the anchor node and its border anchor node of all hop neighbors using its anchor node i To calculate Di, Di values are made up of two parts node data, and anchor node j is an anchor node i hop neighbor node, and anchor node k is it Boundary node.
2. unknown node receives the Di that other anchor nodes are sent, its weight proportion is calculated according to its hop count inverse, ai is The corresponding anchor node i proportion factors.
Dij=D × NijDi
Wherein,
3. using the distance of unknown node to anchor node, pass through the positional information of maximum-likelihood method calculating unknown node.Not It is (x1, y1) to know that node receives the anchor node Average hop distance of more than 3 its coordinate, (x2, y2), (x3, y3) ..., (xn, Yn), if they to node A distance be respectively d1, d2, d3 ... dn,
If node A coordinate is (x, y), then have:
Last equation is individually subtracted with first equation, obtains:
Its linear equation representation is:AX=b, wherein:
Then the coordinate that node A can be obtained using the nonlinear IEM model of standard is
4. define the error positioned between Error is represented from i to j between actual range and estimated distance.Position error can To be expressed from the next, the positioning precision of its energy assessment algorithm.
Wherein, E, F represent the number of simulation and the number of unknown node respectively.(xi, yi) represents the coordinate of known node, (x'i, y'i) represents the coordinate of estimation node.
The effect of the present invention is further appreciated that for ease of technical staff, following analog result is now provided:
The scope that 100 nodes are randomly dispersed in 100 × 100m is defined, the accounting of wherein anchor node is adjustable, all nodes Communication can be achieved in the range of R=50m.Influence to eliminate the contingency of distribution of results, simulate under the same conditions 80 times and take its average value.
Meanwhile anchor node ratio is set as 30%, node total number is changed to 150 from 60 and emulated again, tested Node total number changes the influence to the algorithm positioning performance in the case that anchor node ratio is certain.Figure it is seen that with section The increase of point sum, normalization position error gradually reduce.Further look at it can be found that when node total number reaches 80 curve Tend towards stability, i.e. the performance of this algorithm tends towards stability.The position error of this algorithm drops than traditional underwater sensing net location algorithm Low 4.3%~11.2% or so.Figure it is seen that each node error distribution of this algorithm is more uniform, i.e., this algorithm is public Levelling and harmony are preferable.

Claims (5)

  1. A kind of 1. underwater visible light communication sensor network system of multidimensional based on ranging localization, it is characterised in that:The system includes anchor Node, network access module, network signal processing module, visible light communication transceiver machine A and B, electronic signal processing module, sheet Network signal is linked into the system by ground processing and display module, cloud server module and database, network access module, Network signal processing module is handled network signal, forms data signal, it is seen that optical sender A carries out electro-optic conversion, will Data signal is converted into optical signal and launched by light emitting diode, and receiving terminal B carries out optical-electrical converter and is loaded into telecommunications again Number processing module, network is passed in the same way after terminal recognition, at the same time, cloud server module is by processing locality The bit error rate analyzed with display module, the submarine site information drawn through location algorithm are uploaded to database in real time, and system is led to Crossing channel variation causes relevant parameter change to realize sensing.
  2. 2. the underwater visible light communication sensor network system of the multidimensional according to claim 1 based on ranging localization, its feature exist In the anchor node to monitor one of node in waters, except anchor node also has beaconing nodes and unknown node.
  3. 3. the underwater visible light communication sensor network system of the multidimensional according to claim 2 based on ranging localization, its feature exist It is divided into two parts in whole position fixing process:Anchor node positions and unknown node positioning, and the locating periodically for defining each node is T1, Beaconing nodes are directly contacted by acoustic signals with anchor node, and anchor node collects at least three above beaconing nodes positional information, profit The positional information of anchor node is calculated with trilateration.
  4. 4. the underwater visible light communication sensor network system of the multidimensional according to claim 2 based on ranging localization, its feature exist More than four need to be disposed in beaconing nodes and are equipped with GPS.
  5. 5. the underwater visible light communication sensor network system of the multidimensional according to claim 2 based on ranging localization, its feature exist It is as follows in the basic step of the location algorithm of the unknown node:
    (1) define unknown node only to be contacted with its local hop neighbor node, passed by the local message with anchor node Pass to be positioned oneself;
    (2) unknown node and the minimum hop count of anchor node are calculated, after anchor node obtains the positional information of oneself by beaconing nodes, Broadcast its grouping information, hop count field is initialized as 0, and hop-by-hop adds 1, and in broadcasting process, anchor node will also record and oneself arrive other The minimum hop count of anchor node, unknown node recorded the minimum hop count of each anchor node, if receiving from the identical of same node Packet or the larger packet of hop count field, then give up;
    (3) unknown node is calculated to incite somebody to action to the Average hop distance D of the distance of anchor node, first calculating anchor node, each anchor node The D broadcast packes arrived are multiplied by unknown node j to anchor node i hop count Nij i.e. to whole network, unknown node using obtained D It can obtain unknown node j to anchor node i distance Dij:
    (i=1,2 ... n numbers for anchor node).
CN201710822213.6A 2017-09-13 2017-09-13 A kind of underwater visible light communication sensor network system of multidimensional based on ranging localization Pending CN107872278A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201710822213.6A CN107872278A (en) 2017-09-13 2017-09-13 A kind of underwater visible light communication sensor network system of multidimensional based on ranging localization

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201710822213.6A CN107872278A (en) 2017-09-13 2017-09-13 A kind of underwater visible light communication sensor network system of multidimensional based on ranging localization

Publications (1)

Publication Number Publication Date
CN107872278A true CN107872278A (en) 2018-04-03

Family

ID=61761591

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201710822213.6A Pending CN107872278A (en) 2017-09-13 2017-09-13 A kind of underwater visible light communication sensor network system of multidimensional based on ranging localization

Country Status (1)

Country Link
CN (1) CN107872278A (en)

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110677813A (en) * 2018-07-02 2020-01-10 北京信息科技大学 Visible light indoor positioning method of DV-hop based on fruit fly correction
CN110728021A (en) * 2019-09-05 2020-01-24 杭州电子科技大学 Microstrip filter antenna design method based on improved binary whale optimization algorithm
CN113132022A (en) * 2021-04-13 2021-07-16 浙江大学 Underwater non-contact type electric energy data transmission system

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101221235A (en) * 2008-02-02 2008-07-16 北京航空航天大学 Wireless sensor network location refining method based on hop count
CN101458324A (en) * 2009-01-04 2009-06-17 北京航空航天大学 Node positioning method based on limitation region
CN102006123A (en) * 2010-11-18 2011-04-06 南京大学 Method for prolonging service life of three-dimensional underwater sensor network by moving underwater self-moving device
CN102547977A (en) * 2011-12-28 2012-07-04 南昌大学 Sensor network positioning method based on hop counts
CN102984798A (en) * 2012-11-21 2013-03-20 联想中望系统服务有限公司 Position-based accurate positioning method
CN103167609A (en) * 2013-04-01 2013-06-19 苏州大学 Hop-based wireless sensor network node positioning method and system
CN104302001A (en) * 2014-10-20 2015-01-21 上海电机学院 Underwater acoustic sensor network and node locating method based on water flow prediction
CN105119654A (en) * 2015-08-26 2015-12-02 南京邮电大学 Blue light underwater sensing system based on visible light communication

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101221235A (en) * 2008-02-02 2008-07-16 北京航空航天大学 Wireless sensor network location refining method based on hop count
CN101458324A (en) * 2009-01-04 2009-06-17 北京航空航天大学 Node positioning method based on limitation region
CN102006123A (en) * 2010-11-18 2011-04-06 南京大学 Method for prolonging service life of three-dimensional underwater sensor network by moving underwater self-moving device
CN102547977A (en) * 2011-12-28 2012-07-04 南昌大学 Sensor network positioning method based on hop counts
CN102984798A (en) * 2012-11-21 2013-03-20 联想中望系统服务有限公司 Position-based accurate positioning method
CN103167609A (en) * 2013-04-01 2013-06-19 苏州大学 Hop-based wireless sensor network node positioning method and system
CN104302001A (en) * 2014-10-20 2015-01-21 上海电机学院 Underwater acoustic sensor network and node locating method based on water flow prediction
CN105119654A (en) * 2015-08-26 2015-12-02 南京邮电大学 Blue light underwater sensing system based on visible light communication

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110677813A (en) * 2018-07-02 2020-01-10 北京信息科技大学 Visible light indoor positioning method of DV-hop based on fruit fly correction
CN110677813B (en) * 2018-07-02 2021-10-22 北京信息科技大学 Visible light indoor positioning method of DV-hop based on fruit fly correction
CN110728021A (en) * 2019-09-05 2020-01-24 杭州电子科技大学 Microstrip filter antenna design method based on improved binary whale optimization algorithm
CN110728021B (en) * 2019-09-05 2024-03-01 杭州电子科技大学 Microstrip filter antenna design method based on improved binary whale optimization algorithm
CN113132022A (en) * 2021-04-13 2021-07-16 浙江大学 Underwater non-contact type electric energy data transmission system

Similar Documents

Publication Publication Date Title
Elamassie et al. Performance characterization of underwater visible light communication
Vavoulas et al. A survey on ultraviolet C-band (UV-C) communications
Peppas et al. Performance of underwater optical wireless communication with multi‐pulse pulse‐position modulation receivers and spatial diversity
Kim et al. An indoor visible light communication positioning system using a RF carrier allocation technique
Iova et al. LoRa from the city to the mountains: Exploration of hardware and environmental factors
García-Zambrana et al. Selection transmit diversity for FSO links over strong atmospheric turbulence channels
Huang et al. Hybrid LD and LED-based underwater optical communication: state-of-the-art, opportunities, challenges, and trends
Luo et al. An indoor visible light communication positioning system using dual-tone multi-frequency technique
CN107872278A (en) A kind of underwater visible light communication sensor network system of multidimensional based on ranging localization
CN108495337A (en) Wireless portable communications system maximum safe rate optimization method based on NOMA
Liu et al. Non-line-of-sight scattering channel modeling for underwater optical wireless communication
Selvendran et al. Certain investigation on visible light communication with OFDM modulated white LED using optisystem simulation
Anguita et al. Prospects and problems of optical diffuse wireless communication for underwater wireless sensor networks (UWSNs)
Guo et al. Current trend in optical internet of underwater things
CN113141214B (en) Deep learning-based underwater optical communication misalignment robust blind receiver design method
Nabavi et al. Performance analysis of air-to-water optical wireless communication using spads
Sen et al. 3D indoor positioning with spatial modulation for visible light communications
CN110365414A (en) A kind of enhanced smooth modulating method being suitable for lognormal Turbulence Channels
Kim et al. An optimal energy harvesting scheme for simultaneous lightwave information and power transfer over multi-layer turbulence-induced underwater channel
Ambrish et al. Secure information broadcasting analysis in an indoor VLC system with imperfect CSI
CN109088923B (en) Open sea island reef environment monitoring system and decision-level fusion method
Schadhauser et al. Concept for an adaptive low power wide area (LPWA) bat communication network
Mu et al. Non-cooperative UAV detection with adaptive sampling of remote signal
Zheng et al. Adaptive spatial modulation for indoor visible light communications
Saadi et al. Performance analysis of optical wireless communication system using pulse width modulation

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
RJ01 Rejection of invention patent application after publication
RJ01 Rejection of invention patent application after publication

Application publication date: 20180403