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T863203 3CR T863203 3CR

LOCATION TECHNOLOGIES

INTRODUCTION

Senior Lecturer Jari-Pekka Rontu, M.Sc (Eng.), M.Sc (Sport Sciences) Oulu University of Applied Sciences

Course Status

2

…

This Course is a part of DEGREE PROGRAMME IN INFORMATION TECHNOLOGY (Master of

INFORMATION TECHNOLOGY (Master of Engineering), which contains 60 crs

…

This course will be held in english; all materials and

lectures will be given in english

(2)

Course Description

3

…

Learning objectives: The student will know the main principles of location applications in different

principles of location applications in different wireless communication systems. He or she can estimate the suitability of different technologies for various applications.

…

Contents: The student will learn how radio signal is used in location applications and understand

JPR 22.3.2010

different network, satellite and short range location methods. The emphasis is on the short range location applications.

Course Description (cont.)

4

…

Requirements: A course work (presentation, prestudy, practical measurement exercises) and active attending practical measurement exercises) and active attending to the lessons and exercises, also in the discussions after each student presentations

…

Literature: Teacher’s materials and student presentations.

†

Supplementary material:

„

Alan Bensky: Wireless Positioning Technologies and applications

„

Alan Bensky: Wireless Positioning, Technologies and applications, Artech House, 2008

…

Prerequisites: No prerequisites needed.

…

Assessment: Grading scale 0 - 5.

(3)

Practical Arrangements of the Course

5

… The course will be held on Monday afternoons, at 16.15 p.m., 4-5 hours per day

… There will be no exams in this course. Instead of the exams, every student has to participate in lectures at least 80 %, perform a lecture, act as an opponent, participate in measurement exercises and write and present the results of a pre- study about a given subject.

… Sessions:

1. General topics, 22.3.

2. Student lectures & possible Guest lecture by Jeroen Doggen, Artesis Hogeschool Antwerpen, 12.4.

3 Student lectures 19 4

JPR 22.3.2010 3. Student lectures, 19.4.

4. Student lectures & practical location measurements, 26.4.

5. Student lectures & practical location measurements, 3.5.

6. Presentations of pre-studies, 10.5.

Student Presentation Topics

6

1. Basic methods (e.g. TOA, TDOA, EOTD, AOA, RSS(?))

RSS(?))

„ 12.4.2010, 2 students (nn1-2)

2. Satellite positioning (GPS, Galileo, Glonass, pseudolites, etc.)

„ 12.4.2010 (OR19.4.2010), 2 students (nn 3-4)

3. Mobile positioning (GSM/UMTS)

„ 19 4 2010 2 students (nn 5-6)

„ 19.4.2010, 2 students (nn 5-6)

4. Short-range location techniques such as UWB, RFID, WLAN, Bluetooth, ZigBee, Ultrasound, etc.

„ 19.4.2010 & 26.4.2010 & 3.5.2010, 4 students (nn 7-10)

(4)

Student Lectures

7

…

Every student has to make a lecture on a given topic and perform it in the appointed date. The student group itself is responsible for planning the given entity and dividing the topics for it’s members planning the given entity and dividing the topics for it s members.

…

The material for the lesson should be sent to the teacher and to the opponent in electrical format (Power Point is preferred) by email on Friday afternoon at 16.00 p.m. before the lecture

…

The topics will be shown to you in a list. Build up the groups and reserve your topics, first lectures should be given after one week or 2 weeks (if the course will be postponed with 1 week)

…

The lecture should last at least 30 minutes. After that there will be

JPR 22.3.2010

15 minutes reserved for the comments and questions of the opponent and also other students.

…

Student must also give a self-evaluation with good explanation to the teacher e.g. by e-mail.

The Opponent

8

…

The task of the opponent is to read the material in advance and then at the presentation to ask clarifying questions that help the audience to understand the topic

audience to understand the topic.

…

The opponent will receive the lecture material by e-mail latest at 16.00 pm Friday before the lecture.

…

The opponent is also expected to give more detailed feedback on the presentation than the rest of the audience.

…

The opponents for different topics will be drawn out of the hat.

…

The opponent must also give his own evaluation of the lecture in scale 1-5 also with reasons

scale 1 5, also with reasons.

…

Also the performing in the role of the opponent affects the

assesment of the student.

(5)

The Contents of the Student’s Lectures

(Basic methods)

9

…

The lectures should include at least the following s bjects

subjects:

†

General description

†

The main principle (e.g. examples of calculating the position)

†

Technical features of the technology/method

†

Ad t d di d t f th

JPR 22.3.2010

†

Advantages and disadvantages of the technology/method

†

The most common applications (very shortly)

The Contents of the Student’s Lectures

(Satellite positioning, mobile positioning, short-range location technologies)

10

…

The lectures should include at least the following s bjects

subjects:

†

General description

†

The main principle shortly

†

Technical features of the used method

†

Advantages and disadvantages of the t h l / th d

technology/method

†

The most common applications

(6)

The practical location measurement exercises

11

†

The students will be divided into two groups

†

T i d f th t (

†

Two sessions reserved for the measurement (one system/session)

1.

Nanotron system (based on chirp technology)

2.

Lost system by Essensium

†

Tasks for groups

„

Plan the tests to measure the system performance

JPR 22.3.2010

y p

„

Execute the planned tests

„

Analyse the results and create the report

†

Belgian students will guide you to use those systems

Pre-study Topic by Kari Kivistö

12

(7)

Course Material

13

…

All materials for this course will be available in the home page of the Telecomm nication Laborator home page of the Telecommunication Laboratory:

http://www.tekniikka.oamk.fi/tl-lab

…

You can access the page with your student username and password.

…

The student lectures will be published in these pages

JPR 22.3.2010

as soon as the teacher receives them.

Assessment of the Course

14

…

Main part of the assessing happens on the base of the lecture and the pre-study: p y

†

Teacher’s evaluation (the lecture and the pre-study)

†

Opponent’s evaluation (the lecture)

†

Self-evaluation (the lecture)

†

Also the performing as an opponent is evaluated by the teacher (from - - to ++) and has an effect on the grade

…

Active participation in practical measurement exercises

…

A student must attend at least 80 % of the course hours to pass the course

…

Scale is 0-5

(8)

General Aspects of Location Technologies

15

…

Introduction

1 F d l d T

1. Fundamentals and Terms 2. Basic Measurements

3. Basic Technology based Applications

„

Satellite positioning

„

Mobile positioning

„

Short-range location techniques

JPR 22.3.2010

Introduction

…

The basic task of a wireless communication system?

I f i f

16

†

Information transfer

†

Nowadays also location information is often needed

„

Personal safety

„

Industrial monitoring and control

„

Asset tracking

„

Commercial purposes etc

„

Commercial purposes etc.

(9)

1. Fundamentals and Terms

…

Distance measuring

† To determine the radius of a circle or of a sphere

17

p

† May be used to compute locations

…

Location (”where is it?”)

† Point in space which is described as a symbolic place (e.g. a room or street) or as a set of coordinates defined as distances or angles in relation to another point

…

Position generally synonymous with location

…

Positioning

…

Positioning

† Process of finding the two or three-dimensional coordinates of a terminal

JPR 22.3.2010

Fundamentals and Terms (cont.)

…

Range

† The greatest distance between two terminals over which communication is

18

g supported

† May be used also as any distance between terminals that has been calculated by distance measurement or location techniques

…

Multilateral

† The target is a transmitter whose location is calculated from measurements taken by multiple fixed terminal receivers whose positions are known

† e.g. cellular positioning

…

Unilateral

† The target receives transmissions from multiple terminals, whose positions are known, and calculates its own position

† e.g. GPS

(10)

Fundamentals and Terms (cont.)

…

Navigation

† The determination of the position and velocity of a moving vehicle

19

p y g

…

Accuracy

† Refers to how much the estimated position is deviated from the true position (e.g.

1 m accuracy)

…

Precision

† An indication of the repeatability of a measurement

† Defines the percentage that a certain accuracy (or better) is achieved (e.g. 95 % i i )

precision)

…

Resolution

† The smallest readout intervals

JPR 22.3.2010

Fundamentals and Terms (cont.)

…

Lateration

† Location determination from multiple

20

p distance measurements

† Trilateration (position is derived from the measured or given lengths of the three sides of the triangle)

…

Angulation

† The use of angle or bearing data relative to points of known position to find target’s location

† Triangulation

(11)

2. Basic Measurements

There are three basic properties that enable distance measurement and location from analysis of specific physical charasteristics of radio signals:

21

1. Received signal strength (RSS) 2. Time of flight (TOF)

3. Angle of arrival (AOA) or direction of arrival (DOA)

All methods of distance measurement and location are derived from the measurements above, alone or in combinations. There are two variants of these methods that differ enough from the normal cases:

these methods that differ enough from the normal cases:

4. Proximity 5. Fingerprinting

JPR 22.3.2010

2. Basic Measurements (cont.)

1. Received signal strength (RSS)

22

† Signal level is used to estimate the distance

† Signal level depends on the distance between the modules

„ The power density of an electromagnetic wave is propotional to transmitted power and inversely propotional to the square of the distance to the source

† Accuracy vary according to different environments. Many aspects affect the signal: multipath fading, buildings, weather …

† The attenuation that is caused by other means than increasing the distance is calculated and tried to be separated with mathematical models

(12)

2. Basic Measurements (cont.)

2. Time of flight (TOF)

23

† The distance between a transmitter and receiver equals the time of flight (propagation time) of the transmitted signal times the speed of

propagation

† The distance can be determined from measurement of time of arrival (TOA) of a signal at the receiver when transmission time is known or from differences of reception time at different locations (time difference of arrival, TDOA)

† Another expression of TOF is the phase of the received signal which may

† Another expression of TOF is the phase of the received signal, which may be referred to as phase of arrival (POA), since phase may be related to time and distance through the signal wavelength and speed of light

JPR 22.3.2010

2. Basic Measurements (cont.)

Time of arrival (TOA)

24

† Time of arrival data from two base stations will narrow a position to two circles and data from a third base station is required to resolve the precise position with the third circle when matching in a single point. There are many ToA-based localization systems, including GPS.

† The drawback of TOA is that it requires an expensive monitoring equipment (LMU) to maintain accurate synchronized clocks in all stations participating in the measurements.

(13)

2. Basic Measurements (cont.)

Time difference of arrival (TDOA)

25

† The process of locating an object by accurately computing the time difference of arrival (TDOA) of a signal emitted from the object to three or more receivers.

† In unsyncronised networks the

measurement has to be done from time differences

† Need for transmission that has a recognizable unambiguous starting point

JPR 22.3.2010

2. Basic Measurements (cont.)

Enhanced observed time difference (E-OTD)

† Th bil th b d ti

26

† The mobile measures the observed time differences of received signals from pairs of base stations in known locations. The method is the same as in TDOA but the measurement is done by the mobile.

† The terminal must be capable of contacting many base stations and calculating the location from time differences in signals or sending the information to server in the sending the information to server in the network

† At least three base stations are measured to obtain the exact position

(14)

2. Basic Measurements (cont.)

3. Angle of arrival (AOA) or direction of arrival (DOA)

27

direction of arrival (DOA)

† Directional antennas are used to estimate the angle from which the signal arrives.

† The angle of arrival may be determined to be the point in the pattern rotation where the signal strength is maximum (knowledge of g ( g transmitted power is not needed).

† At least two estimates are needed.

JPR 22.3.2010

2. Basic Measurements (cont.)

4. Proximity

28

„ Refers to detection of a mobile terminal as being within radio range of a fixed location so that the mobile is known to be within an area around that location

(15)

2. Basic Measurements (cont.)

5. Fingerprinting

l b h f l l

29

„ Locates terminal by comparing various characteristics of a signal or signals received at or from that terminal with a database of the same type of characteristics that has been compiled in advance over a given area or volume

JPR 22.3.2010

3. Basic Technology based Applications

There are three basic categories for location technologies:

30

There are three basic categories for location technologies:

1.

Satellite positioning (GPS, Galileo, Glonass, pseudolites, etc.)

2.

Cellular handset location (GSM/UMTS)

3.

Short-range location techniques (UWB, RFID, WLAN, Bluetooth,

ZigBee, Ultrasound, etc.)

(16)

3. Basic Technology based Applications (cont.)

Performance parametric measures of location identification:

†

Accuracy

31

†

Accuracy

†

Calibration

†

Responsiveness

†

Scalability

†

Cost

†

Power consumption P i

†

Privacy

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

1.

Satellite positioning (GPS, Galileo, Glonass, pseudolites, etc.)

32

† GPS (the Global Positioning System) is a network of 24 Navstar satellites orbiting Earth at around 20 000 km

„ Originally established by the U.S.

Department of Defence (DOD) at a cost of about US$13 billion, A t GPS i f t ll

„ Access to GPS is free to all users, including those in other countries.

(17)

3. Basic Technology based Applications (cont.)

„ The system’s positioning and timing data are used for a variety of applications 33

are used for a variety of applications, including air, land and sea navigation, vehicle and vessel tracking, surveying and mapping, and asset and natural resource management.

„ With military accuracy restrictions partially lifted in March 1996 and fully lifted in May 2000

„ The DOD keeps 4 satellites in reserve to

l d t d d f ti

replace any destroyed or defective satellites. The satellites are positioned so that signals from six of them can be received nearly 100 percent of the time at any point on earth.

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

„ GPS provides specially coded satellite signals that can be processed in a GPS 34

signals that can be processed in a GPS receiver, enabling the receiver to compute position, velocity and time.

„ Basically GPS works by using four GPS satellite signals to compute positions in three dimensions (and the time offset) in the receiver clock. So by very accurately measuring our distance from these satellites a user can triangulate their position anywhere on earth position anywhere on earth.

(18)

3. Basic Technology based Applications (cont.)

† GLONASS

„ GLONASS is the Russian satellite 35

„ GLONASS is the Russian satellite navigation system. The system was declared fully operational on 18 January 1996 but by late 1997 only 15 satellites were available for navigation due to quality issues and funding problems.

„ Altogether, there should be 24 satellites in three orbital planes. Initially, system completion was planned by the year completion was planned by the year 2012, but with close attention from the Russian government, the system may be deployed in full scale by the end of 2009.

„ Accuracy of few tens of metres

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

† Galileo

A l b l i ti t llit t 36

„ A global navigation satellite system currently being built by the European Union (EU) and European Space Agency (ESA).

„ On 30 Nov 2007 the 27 EU

transportation ministers involved reached an agreement that it should be operational by 2013

„ Should be accurate down to the metre range including the height (altitude) above sea level

„ 30 satellites, orbital altitude 23 222 km

(19)

3. Basic Technology based Applications (cont.)

2. Cellular handset location (GSM/UMTS)

†

There are various means of mobile positioning which can be

37

†

There are various means of mobile positioning, which can be divided into two major categories - network based and handset based positioning. The purpose of positioning the mobile is to provide location-based services (LBS), including wireless emergency services.

†

Location service: A service that is producing the location information

†

Location-based service: A value-added service which is utilizing

l i i f i

location information

†

Location-aware service: A service that is based on location service and which is modifying its functioning or content according to users location

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

†

Location-based Mobile Applications

„ http://www.youtube.com/watch?v=qZlc_x6amaQ(Search and locate part 1)

38

p // y / q ( p )

„ Governmental

„ Safety and security

„ Operator-based

„ Traffic and logistics

„ Entertainment and socializing

„ Miscellaneous

(20)

3. Basic Technology based Applications (cont.)

†

Governmental

„ US FCC ruled in 1996, that in wireless

39

networks the location accuracy for emergency calls must be (in the end of year 2005)

„ 50 m for 67% of calls, 150m for 95% of calls for handset-based solutions

„ 100 m for 67% of calls, 300m for 95%

of calls for network-based solutions

„ Also in Europe location services are

d f diff i

used for different purposes in emergency services

„ Military applications:

„ Military intelligence

„ Force tracking

„ Surveillance of citizens

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

†

Safety and security

„ Criminal tracking: tracking people that are on parole or on vacation

40

g g p p p

from prison

„ Crime and terrorist attack prevention. Also lawful interception can be combined to positioning

„ Asset tracking: following money or important papers which are transported

„ Family monitoring: keeping an eye on children or elderly family members http://www.youtube.com/watch?v=hZKfNRxdUeI&NR=1 (ChildLocate)

(ChildLocate)

(21)

3. Basic Technology based Applications (cont.)

†

Operator-based

„ Location-specific billing: e.g. cheaper calls at home or office than

41

p g g p

out in the city

„ Network planning purposes

„ Parameter settings, e.g. handover thresholds and network demand monitoring

„ Network maintenance

„ Enhanced call routing

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

†

Traffic and logistics

„ Traffic information; Traffic jams,

42

j accidents, roadworks etc.

„ Tracking of stolen cars

„ Fleet management: trucks, taxis, ships etc.

„ Manpower planning: positioning the nearest service man

„ Car navigation: route planning

d i f i

and map services for moving vehicles

(22)

3. Basic Technology based Applications (cont.)

„ Maritime applications: security and logistics

„ Public transportation: real-time controlling of the functioning of

43

buses, trains and local timetable information

„ Vehicle tracking for security and logistics purposes. For example work orders and instructions may be given according to accurate location of the vehicle or the employee

„ Road information: access to digital road data system based on actual location

„ Towing service for broken cars or the nearest garage

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

†

Entertainment and socializing

44

†

Entertainment and socializing

„ Social applications: e.g. Whrrl GPS Social Discovery http://www.youtube.com/watch?v=UkPZO717zvY&NR=1

„ Find-a-friend services, dating services

„ Location-based network games, e.g. geocaching:

http://www.youtube.com/watch?v=fp4oZhUzfWM

„ Useful tourist information, e.g. restaurants, theatres and other leisure time activities based on Your own location

(23)

3. Basic Technology based Applications (cont.)

†

Miscellaneous applications

45

†

Miscellaneous applications

„ Dog radar:

http://www.youtube.com/watch?v=RAs8e4c4IYw

„ Advertisements, special offers,…

„ Location-based Yellow Pages

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

†

Requirements for Mobile Location Methods

„ Good accuracy

46

„ Good accuracy

„ Positioning area should be global

„ Short positioning time

„ As small amount of signaling in the network as possible

„ In mobile station: power, size and price should be minimized

„ Consumer should be able to keep his privacy and disable the service

„ Ability to locate a large number of mobiles at the same time

„ Ability to locate all mobile devices

„ Conclusion: There is no single method that is suitable for all applications. Several location methods have been developed for different purposes.

(24)

3. Basic Technology based Applications (cont.)

†

Methods

„ Cell-ID

47

„ TA: Timing advance

„ RSS: Received signal levels

„ RTT: Round trip time

„ AOA: Angle of arrival

„ TOA: Time of arrival

„ TDOA: Time difference of arrival

„ E-OTD: Enhanced observed time difference

„ E-OTD: Enhanced observed time difference

„ OTDOA: Observed time difference of arrival

„ A-GPS: Assisted GPS

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

†

Accuracy of different mobile positioning methods

48

Rural

Urban

Heavy urban

GPS AGPS DGPS Heavy urban

Indoor

0,001 0,01 0,1 1 10 100

Accuracy/km

(25)

3. Basic Technology based Applications (cont.)

3. Short-range location techniques (UWB, RFID, WLAN, Bluetooth, ZigBee, Ultrasound, etc.)

49

ZigBee, Ultrasound, etc.)

†

Typical characteristics

„ Low power and small terminals

„ Short distances (typically <100 m)

„ Short TOF => time resolution needed around 10 ns (equivalent of 3 m range)

„ Indoor environment (NLOS, severe multipath conditions)

„ Usage of unlicenced bands => interference from other system signal types

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

†

The position methods mostly used for the short-range wireless networks are TOA, RSS and fingerprinting

50

„ Proximity detection is also used but can be considered as form of RSS

„ Multipath propagation may cause large deviations of the estimates from the true values

„ Fingerprinting requires the creation of a database that is individual for each site to be covered (changes require updating the database)

„ Movement of people at the site may affect accuracy

(26)

3. Basic Technology based Applications (cont.)

†

WLAN positioning

„ Most solutions are based on signal strength

51

g g

„ There are two possible methods used based on signal strength

„ The empirical model is based on storing pre-recorded measurements in a database

„ The propagation model is based on the degradation of the signal strength of a radio wave over distance in space

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

„ Empirical model (fingerprinting)

„ An RF map is created before location positioning can begin 52

„ This map stores the signal strengths at each particular location from all access points that can be read from that area into a database

„ When a device requests a location, it sends the signal strengths from all access points to the server, which holds the database

„ The server now searches the database to find the closest match and returns this match as a location

„ Requires a large amount of manual effort before positioning can begin

„ Cannot be improved beyond a certain point by increasing the granularity of the grid, because the variations in signal strengths becomes too small

„ The time of the day when the RF map is created is of vital importance, since the radio wave properties in an indoor environment vary greatly depending on the number of people etc. in the building

„ A solution to this problem could be to create several RF maps and choose the appropriate one

Even taking all this into account, the empirical model is more accurate than the

(27)

3. Basic Technology based Applications (cont.)

„ Propagation Model (RSS)

„ The propagation model is based on the fact that as a radio wave travels through an i t it l i l t th

53

environment it loses signal strength

„ The amount of signal strength that the radio wave loses is dependent on the environment

„ The loss of signal strength is modelled by using given models, e.g. the hata-okumura model

„ Using one of these models, the distance from a wireless device to an access point can be determined by the signal strength loss over space

„ By calculating the distance to three or more access points, triangulation can be used to determine the location of the device

„ Can determine position with fairly good accuracy, given a reasonable proximity to the access points

„ Accuracy decreases as the distance between the device and the affiliated access point increases

„ One solution to this is to give the primary access point a higher weight in the triangulation algorithm

„ The accuracy of the propagation model can be improved by increasing the complexity of the model used

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

†

UWB positioning

„ UWB has several features that differentiate it from conventional narrowband

54

systems:

„ Large instantaneous bandwidth enables fine time resolution for network time distribution, precision location capability, or use as a radar.

„ Short duration pulses are able to provide robust performance in dense multi-path environments by exploiting more resolvable paths.

„ Low power spectral density allows coexistence with existing users and has a Low Probability of Intercept (LPI).

„ Data rate may be traded for power spectral density and multipath performance.

„ UWB has good obstacle penetration capability compared with the existing transmission

„ UWB has good obstacle penetration capability compared with the existing transmission media.

„ UWB-based tracking systems are capable of locating objects within a building to an accuracy of 10-15cm in 3D.

„ http://www.youtube.com/watch?v=_7SqZ44yt0U

(28)

3. Basic Technology based Applications (cont.)

†

RFID positioning

„ A Radio Frequency Identification (RFID) system consists of two components: the

55

q y ( ) y p

Tranceiver (a transmitter and receiver in one), often called the Reader and Transponders (from transmitter and responder), often called the Tags.

„ If three or more readers receive the signal from one particular tag, the tag's position can be calculated by triangulation of the signal to the different readers. Each tag's position is calculated in the central computer, not in the tags.

„ The range in which readers and tags can communicate with each other is very limited

„ RFID technology can be used together with other positioning technologies (e.g.

UWB)

„ http://www.youtube.com/watch?v=QkSloRDs4j4

JPR 22.3.2010

3. Basic Technology based Applications (cont.)

†

Ultrasound positioning

„ Ultrasound positioning is a technique for estimating the position of a mobile

56

p g q g p

device using ultrasound signals from beacons.

„ Typical accuracies of ultrasound positioning systems are around 10cm; less accurate than advanced motion capture systems but more accurate than GPS.

„ Ultrasound is detected by microphones placed in rooms where the tracking is to be done. When ultrasound signals—which have short wavelengths—are emitted, the walls and doors confine the signals to that room.

(29)

3. Basic Technology based Applications (cont.)

57

JPR 22.3.2010

… RFID http://www.youtube.com/watch?v=QkSloRDs4j4 http://www.youtube.com/watch?v=h4STc5fM5Ss

… UWB http://www.youtube.com/watch?v=_7SqZ44yt0U 58

… GALILEO http://www.youtube.com/watch?v=iF7a_4vaGzc

… Indoor precision location system by CSIRO http://www.youtube.com/watch?v=3fLJWDnv7rI http://www.ict.csiro.au/page.php?did=67

… Indoor position (doc)

http://images.google.fi/imgres?imgurl=http://www.csd.uwo.ca/~nplemieu/thesisProposal/thesisProposal_fi les/image002.jpg&imgrefurl=http://www.csd.uwo.ca/~nplemieu/thesisProposal/

… Miikka Kiprusoff http://www.youtube.com/watch?v=_gfXty29k7Q&feature=related

… "Local Positioning Systems"by Krzysztof W. Kolodziej, Johan Hjelm. Hardcover 488 pages. ISBN:

0849333490

… http://www.youtube.com/watch?v=6kJgN25gfgg&feature=related(Bluetooth positioning)

… http://www.youtube.com/watch?v=Zb-t6vPNRrQ&feature=related(pelastustoimi)

… http://www.youtube.com/watch?v=9HsBtdeh97c(ICDNET)

…

Viittaukset

LIITTYVÄT TIEDOSTOT

From this, it can be determined that when antennas radiation pattern is known, the intensity of the signal at any point in the far field of the antenna can be calculated as

The time evolution of the population at the initial sizes may be largely determined by stochastics-driven processes, particle sinks and the time dependence of vapor

Ryhmillä oli vastuu myös osaamisen pitkäjänteisestä kehittämisestä ja suuntaa- misesta niin, että aluetaso miellettiin käytännössä yleisesti ennemminkin ryhmien osaamisen

Tulokset olivat samat Konala–Perkkaa-tiejaksolle poikkeuksena se, että 15 minuutin ennus- teessa viimeisimpään mittaukseen perustuva ennuste oli parempi kuin histo-

Ensimmäisessä osassa valotetaan hieman moniakselisen kuormituksen problematiikkaa sekä esitellään menetelmiä, joilla voidaan käyttää rakennetta it- seään ”voima-anturina”

Konfiguroijan kautta voidaan tarkastella ja muuttaa järjestelmän tunnistuslaitekonfiguraatiota, simuloi- tujen esineiden tietoja sekä niiden

The time evolution of the population at the initial sizes may be largely determined by stochastics-driven processes, particle sinks and the time dependence of vapor

Vaikka tuloksissa korostuivat inter- ventiot ja kätilöt synnytyspelon lievittä- misen keinoina, myös läheisten tarjo- amalla tuella oli suuri merkitys äideille. Erityisesti