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International Journal of Scientific and Research Publications, Volume 2, Issue 4, April 2012                                                         1
ISSN 2250-3153




         Automatic Accident Detection via Embedded GSM
             message interface with Sensor Technology
                                                         C.Vidya Lakshmi, J.R.Balakrishnan

                                                         M.E Computer Science Engineering
                                         Anand Institute of Higher Technology, Affiliated to Anna University


   Abstract- An automatic alarm device for traffic accidents is                       range dual-axis accelerometer MMA621010EG and small-scale
introduced in this paper. It can automatically find a traffic                         three-axis accelerometer sensor MMA7260QT, GPS positioning
accident, search for the spot and then send the basic information                     module GS-87, people machine interaction module, including the
to first aid center within two seconds covering geographical                          keyboard and LED, and message sending module TC35i module.
coordinates, the time and circumstances in which a traffic                            When a vehicle collision accident occurred,large number dual-
accident takes place. GPS software is fitted in the vehicle will                      axis accelerometer MMA621010EG detects the level of the
now start communicate with the satellite and get the latitude and                     collision automatically, vehicle rollover accident occurred, the Z-
longitude values and send the information to the centralized                          axis of small range acceleration sensor automatically detects the
server.                                                                               vehicle roll angle . Accident signal is sent when the angle is
   Then the server will search the nearest hospital and send the                      greater than the set value given. using mobile phone text
accident information to the hospital. The hospital will then be                       messages of accident information (accident geographical
sending the ambulance to the accident zone. Then the injured                          coordinates, altitude, license plate number, time, date) through
people will be saved as soon as possible. This process will save                      the TC35i sent to the owner's family and friends, rescue units and
time in particular for the areas in the outer part of main zone.                      the transport sector.block diagram shown in Figure 1.


  Index Terms- GSM, MEMS, automatic accident detection,
GPS.


                                I. INTRODUCTION
     he rapid development of economic construction and people’s
T    living standard continues to improve. as well as road traffic
accident take place frequently which caused huge losses of life
and property to the country and people. Traffic has become an
important event in the national interest. it will be a serious
consequences if people cannot sent weft to the outside for help
when traffic occur. Poor emergency incident is a major cause for
the high number of traffic fatalities and the death rate in our
country.
   The design is a equipment which can detect accidents ,search
of accident place and sent rescue alarm automatically.
application of this device can significantly shorten the warning                                     Figure.1: System structure diagram
time of the accident and determine the accident site. accident
                                                                                      GS-87 real-time search for satellite signals, through the program
detection and information sending are
                                                                                      to extract the geographic coordinates, altitude, time, date and
full automated, which win a valuable rescue time. It plays a
                                                                                      other information. The phone number to receive text messages
significant role in rescuing the wounded lives and reducing loss
of lives and property of the State and people to reduce road                          and the license plate numbers can be directly solidified in the
traffic hazards. This design has acquired the utility patent of                       program. Keyboard keys are "false alarms", emergency",
                                                                                      "reported safety" and "close the colorful LED". LED lights
State Intellectual Property Office, patent number: ZL
                                                                                      indicate system functions were normal, the system fails, GPS
200920089697.9.
                                                                                      satellite signal search, and send information the normal and
                                                                                      abnormal signals.
                          II. SYSTEM ARCHITECTURE
   The design is a traffic accident automatic detection and long-
distance alarm device.It makes up of the control module
MC9S08AW60, information detection module includes large


                                                                                                                                        www.ijsrp.org
International Journal of Scientific and Research Publications, Volume 2, Issue 4, April 2012                                                         2
ISSN 2250-3153

                           III. HARDWARE DESIGN                                       directly to the native database interface. ODBC has had many
                                                                                      detractors make the charge that it is too slow. Microsoft has
  A. The Information Detection Module
                                                                                      always claimed that the critical factor in performance is the
   Information detection module consists of large-range dual-axis                     quality of the driver software that is used. In our humble opinion,
accelerometer MMA621010EG and small-scale three-axis                                  this is true. The availability of good ODBC drivers has improved
accelerometer sensor MMA7260QT.             MMA621010EG is a                          a great deal recently. And anyway, the criticism about
proven special car accident sensor which is integrated XY-axis                        performance is somewhat analogous to those who said that
accelerometer and built-in serial peripheral interface SPI bus,                       compilers would never match the speed of pure assembly
compatible with 3.3V and 5V voltage .The accelerometer has                            language. Maybe not, but the compiler (or ODBC) gives the
self-test function .mechanical and circuit can be calibrated                          opportunity to write cleaner programs, which means finish
performance before and after the installation. advanced converter                     sooner.
design to improve the sensor offset and over damped response, to
improve system reliability and reduce the high frequency , high
amplitude attenuation of the parasitic resonance.
The sensor can help identify false status which may lead to an
accident situation, to ensure accurate detection of accident
information. Accelerometer MMA7260QT, can read low order
of magnitude drop, tilt, locomote, orientation, shock and
vibration errors. Sensitivity is 1.5g, 2g, 4g and 6g. It has 3 ȝA
sleep mode configuration, 500 ȝA low operating current, 1.0 ms
fast response power supply, which can effectively detect vehicle
rollover accident information, etc.
  B. GPS Location Module
   GPS location module GS-87 is the third generation of GPS
receiver chip designed by the United States SiRF star III
company, which consists of a radio frequency integrated circuit,
a digital signal processing circuit and standard embedded GPS
software composition .Radio frequency integrated circuit is used
to detect and process GPS RF signal. Digital signal processing
circuit is used to process the IF signal. The standard embedded
GPS software is used search and follow up GPS satellite signals,
Users to coordinate and speed is available according to the
information. It is a high performance, low-power intelligent
satellite receiver module or called satellite engine, is a complete
GPS receiver.
  C. Message Transmission Module
   Message transmission module is TC35i module of the German
Siemens TC35 module series. This is the latest Siemens wireless
modules, compatible with the TC35 functionally. TC35i supports
dual-band 900MHz and 1800MHz and supports for voice, data,
short message and fax service, low power, is a highly integrated                          Figure.2: TC35i module connected with the microprocessor
GSM module. Module and the microprocessor interface circuit                                                        circuit
shown in Figure 2.
                                                                                      The 1-5,6-10 pins of TC35i are power supply pins, are connected
ODBC:
Microsoft Open Database Connectivity (ODBC) is a standard                             to 3.6V power supply "+" and "-" .The 15-pin of ZIF socket is
programming interface for application developers and database                         the module enable pin. The serial port pins 18,19 are connected
systems providers. Before ODBC became a de facto standard for                         to microprocessor serial communication pins. 24-29 pins are
Windows programs to interface with database systems,                                  connected to SIM card. 32-pin SYNC is connected to LED to
programmers had to use proprietary languages for each database                        indicate system status. LED light can indicate that TC35i is off or
they wanted to connect to. Now, ODBC has made the choice of                           sleeping, SIM card is not inserted or the network login and
the database system almost irrelevant from a coding perspective,                      TC35i being logged into the network is holding machine status
which is as it should be. Application developers have much more                       signals.
important things to worry about than the syntax that is needed to
port their program from one database to another when business                                           IV. SYSTEM SOFTWARE DESIGN
needs suddenly change.                                                                  The development environment for the system software is
   The advantages of the scheme are so numerous that are                              CodeWarrior 6.1 with the C program language been used. Flow
probably thinking there must be some catch. The only                                  chart of the program is presented in Fig.3. It is shows that the
disadvantage of ODBC is that it isn’t as efficient as talking                         system includes the features as motorcycle accident information

                                                                                                                                        www.ijsrp.org
International Journal of Scientific and Research Publications, Volume 2, Issue 4, April 2012                                                            3
ISSN 2250-3153

detection, GPS satellite positioning and alarm information
sending. After the system initialized by powered-on, it runs the
sensor calibration program and system self-test program. Sending
alarm information when the system is abnormal. It is to
determine to send "false alarm", “Emergency            for help "and
"reported safety" information by scanning keyboard signal. It is
confirmed that the motorcycle accident occurred when data
abnormal detected by information detection module. Position
information searched by the GPS and then sent by GSM. XˈY of
MMA621010EG and Z-axis of MMA7260QT connected to the
AD conversion interface of the microprocessor after a RC low-
pass filter. The analog signal converted to digital by the 8-bit
AD. It enables the microprocessor to detect the rollover or
collision accident information effectively by calculating the
different roll angle and set collision acceleration threshold.
   According to NMEA-0183 protocol standard specifications,
GPS receiver transmits the position and speed information to the
PC and PDA etc. via the serial port. NMEA-0183 is a standard
protocol which GPS receiver complied with. It is the most widely
GPS receiver used protocol currently. According to NMEA -
0183, data is sent in statements. The receiver send multiple types
of statements, only a few of letters in certain statements is valid,
so it needs to parse the received data, separating out the required
information.GS-87 module provides a serial communication
interface, this design chooses 9600bps, serial communication
parameters: Baud Rate: 9600, Data bits: 8 bits, stop bit: 1 bit, no
parity. The SCI communication interface of MC9S08AW60 can
read data sent by GS-87, the processing program can extract the
effective geographic coordinates and time information. TC35i
module data input/output interface is compliant with ITU-T
RS232 interface standard. Fixed parameters: 8 data bits and 1
stop bit, no parity, baud rate 300bps ~ 115kbps, hardware control
signal RTS0/CTS0, software flow control XON / XOFF, CMOS
level, support the standard AT command set. Because instruction                                      Figure.3: System software flow chart
content is the ASCII code and short message in Chinese is
encoded UNICODE code, the transmitting data must be encoded
                                                                                      ALGORITHM:
when microprocessor control TC35i module via AT commands.
                                                                                      1. KNN Algorithm Description:
For the number of Chinese characters is large and the                                 The K-nearest-neighbor measures the distance between a query
microprocessor resources are limited, the UNICODE code must                           scenario and a set of scenarios in the data set. The k-nearest
put into the microprocessor memory which related to the Chinese                       neighbor algorithm (KNN) is a method for classifying objects
characters involved in the message.                                                   based on closest training examples in the feature space. KNN is a
                                                                                      type of instance-based learning, or lazy learning where the
                                                                                      function is only approximated locally and all computation is
                                                                                      deferred until classification. The k-nearest neighbor algorithm is
                                                                                      amongst the simplest of all machine learning algorithms: an
                                                                                      object is classified by a majority vote of its neighbors, with the
                                                                                      object being assigned to the class most common amongst its k
                                                                                      nearest neighbors (k is a positive integer typically small). If k = 1,
                                                                                      then the object is simply assigned to the class of its nearest
                                                                                      neighbor.
                                                                                      In pattern recognition, the k-nearest neighbor algorithm (k-NN)
                                                                                      is a method for classifying objects based on closest training
                                                                                      examples in the feature space. K-NN is a type of instance-based
                                                                                      learning, or lazy learning where the function is only
                                                                                      approximated locally and all computation is deferred until
                                                                                      classification. The k-nearest neighbor algorithm is amongst the
                                                                                      simplest of all machine learning algorithms: an object is
                                                                                      classified by a majority vote of its neighbors, with the object
                                                                                      being assigned to the class most common amongst its k nearest

                                                                                                                                          www.ijsrp.org
International Journal of Scientific and Research Publications, Volume 2, Issue 4, April 2012                                                                 4
ISSN 2250-3153

neighbors (k is a positive integer, typically small). If k = 1, then                        4.   Since it is supervised learning, get all the Categories of
the object is simply assigned to the class of its nearest neighbor.                              training data for the sorted value which fall under K.
The neighbors are taken from a set of objects for which the                                 5.   Use the majority of nearest neighbors as the prediction
correct classification (or, in the case of regression, the value of                              value.
the property) is known. This can be thought of as the training set
for the algorithm, though no explicit training step is required.
The k-nearest neighbor algorithm is sensitive to the local                                                          V. CONCLUSION
structure of the data. Nearest neighbor rules in effect compute the                      An automatic alarm device for traffic accidents is designed in
decision boundary in an implicit manner. It is also possible to                       this paper. It can shorten the alarm time greatly and locate the
compute the decision boundary itself explicitly, and to do so in                      accident spot accurately, realizing the automation of accident
an efficient manner so that the computational complexity is a                         detection and information transmission. Consequently, it will
function of the boundary complexity.                                                  save the rescuers form wasting their time in search. The
Usually Euclidean distance is used as the distance metric;                            experiments of model car’s collision and rollover proved that this
however this is only applicable to continuous variables. In cases                     system can automatically detect corresponding accident and sent
such as text classification, another metric such as the overlap                       related information. Such functions can be achieved by buttons
metric (or Hamming distance) can be used. Often, the                                  representing "false alarm", “help” and “safety”, respectively.
classification accuracy of "k"-NN can be improved significantly
if the distance metric is learned with specialized algorithms such
                                                                                                                    REFERENCES
as Large Margin Nearest Neighbor or Neighborhood components
                                                                                      [1]   Yao Jin. The discussion of Road Traffic Safety Countermeasures System
analysis.                                                                                   [J]. Private Science and Technology, 2010, (06).
DISTANCE                                                                              [2]   Wang Wei. Embedded Microcontroller MC9S08AW60 Principles and
The distance between two scenario using some distance function                              Application [M]. Beijing: Beijing Aerospace University Press, 2008.
is d(x,y) where scenarios are composed of features suchthat                           [3]   Zhu Yi, Yang Shubo. MMA series of acceleration sensor principles and
                                      .                                                     application [J]. Medical equipment, 2008, (04).
Two Distance functions are discussed in this summary:                                 [4]   TAYLORRK, SCHROCKMD, BLOOMFIELDJ, Dynamic testing of GPS
                                                                                            receivers [J]. Transactions of the ASAE, 2004,47 (4).
     1. Absolute distance measuring:
                                                                                      [5]   SIEMENS, TC35i Hardware Interface Description [M]. April 14,2003
                                                                                      [6]   Ma Chao. Embedded GSM message interface hardware and software design
                                                                                            [J]. Microcontroller and Embedded Systems, 2003, (7).
             dA (x,y) =
     2.    Euclidean distance measuring:
                             N

                                  x12  y12
                                                                                                                      AUTHORS
            dE(x,y) = i 1
KNN Algorithm:                                                                        First Author – C.Vidya Lakshmi, M.E Computer Science
The algorithm on how to compute the K-nearest neighbors is as                         Engineering, Anand Institute of Higher Technology, Affiliated to
follows:                                                                              Anna University. Email id - Vidu.smart@gmail.com
     1. Determine the parameter K = number of nearest
         neighbors beforehand.                                                        Second Author – J.R.Balakrishnan, M.E Computer Science
     2. Calculate the distance between the query-instance and                         Engineering, Anand Institute of Higher Technology, Affiliated to
         all the training samples. It can use any distance                            Anna University.
         algorithm.
     3. Sort the distances for all the training samples and
         determine the nearest neighbor based on the K-th
         minimum distance.




                                                                                                                                              www.ijsrp.org

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Ijsrp apr-2012-83

  • 1. International Journal of Scientific and Research Publications, Volume 2, Issue 4, April 2012 1 ISSN 2250-3153 Automatic Accident Detection via Embedded GSM message interface with Sensor Technology C.Vidya Lakshmi, J.R.Balakrishnan M.E Computer Science Engineering Anand Institute of Higher Technology, Affiliated to Anna University Abstract- An automatic alarm device for traffic accidents is range dual-axis accelerometer MMA621010EG and small-scale introduced in this paper. It can automatically find a traffic three-axis accelerometer sensor MMA7260QT, GPS positioning accident, search for the spot and then send the basic information module GS-87, people machine interaction module, including the to first aid center within two seconds covering geographical keyboard and LED, and message sending module TC35i module. coordinates, the time and circumstances in which a traffic When a vehicle collision accident occurred,large number dual- accident takes place. GPS software is fitted in the vehicle will axis accelerometer MMA621010EG detects the level of the now start communicate with the satellite and get the latitude and collision automatically, vehicle rollover accident occurred, the Z- longitude values and send the information to the centralized axis of small range acceleration sensor automatically detects the server. vehicle roll angle . Accident signal is sent when the angle is Then the server will search the nearest hospital and send the greater than the set value given. using mobile phone text accident information to the hospital. The hospital will then be messages of accident information (accident geographical sending the ambulance to the accident zone. Then the injured coordinates, altitude, license plate number, time, date) through people will be saved as soon as possible. This process will save the TC35i sent to the owner's family and friends, rescue units and time in particular for the areas in the outer part of main zone. the transport sector.block diagram shown in Figure 1. Index Terms- GSM, MEMS, automatic accident detection, GPS. I. INTRODUCTION he rapid development of economic construction and people’s T living standard continues to improve. as well as road traffic accident take place frequently which caused huge losses of life and property to the country and people. Traffic has become an important event in the national interest. it will be a serious consequences if people cannot sent weft to the outside for help when traffic occur. Poor emergency incident is a major cause for the high number of traffic fatalities and the death rate in our country. The design is a equipment which can detect accidents ,search of accident place and sent rescue alarm automatically. application of this device can significantly shorten the warning Figure.1: System structure diagram time of the accident and determine the accident site. accident GS-87 real-time search for satellite signals, through the program detection and information sending are to extract the geographic coordinates, altitude, time, date and full automated, which win a valuable rescue time. It plays a other information. The phone number to receive text messages significant role in rescuing the wounded lives and reducing loss of lives and property of the State and people to reduce road and the license plate numbers can be directly solidified in the traffic hazards. This design has acquired the utility patent of program. Keyboard keys are "false alarms", emergency", "reported safety" and "close the colorful LED". LED lights State Intellectual Property Office, patent number: ZL indicate system functions were normal, the system fails, GPS 200920089697.9. satellite signal search, and send information the normal and abnormal signals. II. SYSTEM ARCHITECTURE The design is a traffic accident automatic detection and long- distance alarm device.It makes up of the control module MC9S08AW60, information detection module includes large www.ijsrp.org
  • 2. International Journal of Scientific and Research Publications, Volume 2, Issue 4, April 2012 2 ISSN 2250-3153 III. HARDWARE DESIGN directly to the native database interface. ODBC has had many detractors make the charge that it is too slow. Microsoft has A. The Information Detection Module always claimed that the critical factor in performance is the Information detection module consists of large-range dual-axis quality of the driver software that is used. In our humble opinion, accelerometer MMA621010EG and small-scale three-axis this is true. The availability of good ODBC drivers has improved accelerometer sensor MMA7260QT. MMA621010EG is a a great deal recently. And anyway, the criticism about proven special car accident sensor which is integrated XY-axis performance is somewhat analogous to those who said that accelerometer and built-in serial peripheral interface SPI bus, compilers would never match the speed of pure assembly compatible with 3.3V and 5V voltage .The accelerometer has language. Maybe not, but the compiler (or ODBC) gives the self-test function .mechanical and circuit can be calibrated opportunity to write cleaner programs, which means finish performance before and after the installation. advanced converter sooner. design to improve the sensor offset and over damped response, to improve system reliability and reduce the high frequency , high amplitude attenuation of the parasitic resonance. The sensor can help identify false status which may lead to an accident situation, to ensure accurate detection of accident information. Accelerometer MMA7260QT, can read low order of magnitude drop, tilt, locomote, orientation, shock and vibration errors. Sensitivity is 1.5g, 2g, 4g and 6g. It has 3 ȝA sleep mode configuration, 500 ȝA low operating current, 1.0 ms fast response power supply, which can effectively detect vehicle rollover accident information, etc. B. GPS Location Module GPS location module GS-87 is the third generation of GPS receiver chip designed by the United States SiRF star III company, which consists of a radio frequency integrated circuit, a digital signal processing circuit and standard embedded GPS software composition .Radio frequency integrated circuit is used to detect and process GPS RF signal. Digital signal processing circuit is used to process the IF signal. The standard embedded GPS software is used search and follow up GPS satellite signals, Users to coordinate and speed is available according to the information. It is a high performance, low-power intelligent satellite receiver module or called satellite engine, is a complete GPS receiver. C. Message Transmission Module Message transmission module is TC35i module of the German Siemens TC35 module series. This is the latest Siemens wireless modules, compatible with the TC35 functionally. TC35i supports dual-band 900MHz and 1800MHz and supports for voice, data, short message and fax service, low power, is a highly integrated Figure.2: TC35i module connected with the microprocessor GSM module. Module and the microprocessor interface circuit circuit shown in Figure 2. The 1-5,6-10 pins of TC35i are power supply pins, are connected ODBC: Microsoft Open Database Connectivity (ODBC) is a standard to 3.6V power supply "+" and "-" .The 15-pin of ZIF socket is programming interface for application developers and database the module enable pin. The serial port pins 18,19 are connected systems providers. Before ODBC became a de facto standard for to microprocessor serial communication pins. 24-29 pins are Windows programs to interface with database systems, connected to SIM card. 32-pin SYNC is connected to LED to programmers had to use proprietary languages for each database indicate system status. LED light can indicate that TC35i is off or they wanted to connect to. Now, ODBC has made the choice of sleeping, SIM card is not inserted or the network login and the database system almost irrelevant from a coding perspective, TC35i being logged into the network is holding machine status which is as it should be. Application developers have much more signals. important things to worry about than the syntax that is needed to port their program from one database to another when business IV. SYSTEM SOFTWARE DESIGN needs suddenly change. The development environment for the system software is The advantages of the scheme are so numerous that are CodeWarrior 6.1 with the C program language been used. Flow probably thinking there must be some catch. The only chart of the program is presented in Fig.3. It is shows that the disadvantage of ODBC is that it isn’t as efficient as talking system includes the features as motorcycle accident information www.ijsrp.org
  • 3. International Journal of Scientific and Research Publications, Volume 2, Issue 4, April 2012 3 ISSN 2250-3153 detection, GPS satellite positioning and alarm information sending. After the system initialized by powered-on, it runs the sensor calibration program and system self-test program. Sending alarm information when the system is abnormal. It is to determine to send "false alarm", “Emergency for help "and "reported safety" information by scanning keyboard signal. It is confirmed that the motorcycle accident occurred when data abnormal detected by information detection module. Position information searched by the GPS and then sent by GSM. XˈY of MMA621010EG and Z-axis of MMA7260QT connected to the AD conversion interface of the microprocessor after a RC low- pass filter. The analog signal converted to digital by the 8-bit AD. It enables the microprocessor to detect the rollover or collision accident information effectively by calculating the different roll angle and set collision acceleration threshold. According to NMEA-0183 protocol standard specifications, GPS receiver transmits the position and speed information to the PC and PDA etc. via the serial port. NMEA-0183 is a standard protocol which GPS receiver complied with. It is the most widely GPS receiver used protocol currently. According to NMEA - 0183, data is sent in statements. The receiver send multiple types of statements, only a few of letters in certain statements is valid, so it needs to parse the received data, separating out the required information.GS-87 module provides a serial communication interface, this design chooses 9600bps, serial communication parameters: Baud Rate: 9600, Data bits: 8 bits, stop bit: 1 bit, no parity. The SCI communication interface of MC9S08AW60 can read data sent by GS-87, the processing program can extract the effective geographic coordinates and time information. TC35i module data input/output interface is compliant with ITU-T RS232 interface standard. Fixed parameters: 8 data bits and 1 stop bit, no parity, baud rate 300bps ~ 115kbps, hardware control signal RTS0/CTS0, software flow control XON / XOFF, CMOS level, support the standard AT command set. Because instruction Figure.3: System software flow chart content is the ASCII code and short message in Chinese is encoded UNICODE code, the transmitting data must be encoded ALGORITHM: when microprocessor control TC35i module via AT commands. 1. KNN Algorithm Description: For the number of Chinese characters is large and the The K-nearest-neighbor measures the distance between a query microprocessor resources are limited, the UNICODE code must scenario and a set of scenarios in the data set. The k-nearest put into the microprocessor memory which related to the Chinese neighbor algorithm (KNN) is a method for classifying objects characters involved in the message. based on closest training examples in the feature space. KNN is a type of instance-based learning, or lazy learning where the function is only approximated locally and all computation is deferred until classification. The k-nearest neighbor algorithm is amongst the simplest of all machine learning algorithms: an object is classified by a majority vote of its neighbors, with the object being assigned to the class most common amongst its k nearest neighbors (k is a positive integer typically small). If k = 1, then the object is simply assigned to the class of its nearest neighbor. In pattern recognition, the k-nearest neighbor algorithm (k-NN) is a method for classifying objects based on closest training examples in the feature space. K-NN is a type of instance-based learning, or lazy learning where the function is only approximated locally and all computation is deferred until classification. The k-nearest neighbor algorithm is amongst the simplest of all machine learning algorithms: an object is classified by a majority vote of its neighbors, with the object being assigned to the class most common amongst its k nearest www.ijsrp.org
  • 4. International Journal of Scientific and Research Publications, Volume 2, Issue 4, April 2012 4 ISSN 2250-3153 neighbors (k is a positive integer, typically small). If k = 1, then 4. Since it is supervised learning, get all the Categories of the object is simply assigned to the class of its nearest neighbor. training data for the sorted value which fall under K. The neighbors are taken from a set of objects for which the 5. Use the majority of nearest neighbors as the prediction correct classification (or, in the case of regression, the value of value. the property) is known. This can be thought of as the training set for the algorithm, though no explicit training step is required. The k-nearest neighbor algorithm is sensitive to the local V. CONCLUSION structure of the data. Nearest neighbor rules in effect compute the An automatic alarm device for traffic accidents is designed in decision boundary in an implicit manner. It is also possible to this paper. It can shorten the alarm time greatly and locate the compute the decision boundary itself explicitly, and to do so in accident spot accurately, realizing the automation of accident an efficient manner so that the computational complexity is a detection and information transmission. Consequently, it will function of the boundary complexity. save the rescuers form wasting their time in search. The Usually Euclidean distance is used as the distance metric; experiments of model car’s collision and rollover proved that this however this is only applicable to continuous variables. In cases system can automatically detect corresponding accident and sent such as text classification, another metric such as the overlap related information. Such functions can be achieved by buttons metric (or Hamming distance) can be used. Often, the representing "false alarm", “help” and “safety”, respectively. classification accuracy of "k"-NN can be improved significantly if the distance metric is learned with specialized algorithms such REFERENCES as Large Margin Nearest Neighbor or Neighborhood components [1] Yao Jin. The discussion of Road Traffic Safety Countermeasures System analysis. [J]. Private Science and Technology, 2010, (06). DISTANCE [2] Wang Wei. Embedded Microcontroller MC9S08AW60 Principles and The distance between two scenario using some distance function Application [M]. Beijing: Beijing Aerospace University Press, 2008. is d(x,y) where scenarios are composed of features suchthat [3] Zhu Yi, Yang Shubo. MMA series of acceleration sensor principles and . application [J]. Medical equipment, 2008, (04). Two Distance functions are discussed in this summary: [4] TAYLORRK, SCHROCKMD, BLOOMFIELDJ, Dynamic testing of GPS receivers [J]. Transactions of the ASAE, 2004,47 (4). 1. Absolute distance measuring: [5] SIEMENS, TC35i Hardware Interface Description [M]. April 14,2003 [6] Ma Chao. Embedded GSM message interface hardware and software design [J]. Microcontroller and Embedded Systems, 2003, (7). dA (x,y) = 2. Euclidean distance measuring: N  x12  y12 AUTHORS dE(x,y) = i 1 KNN Algorithm: First Author – C.Vidya Lakshmi, M.E Computer Science The algorithm on how to compute the K-nearest neighbors is as Engineering, Anand Institute of Higher Technology, Affiliated to follows: Anna University. Email id - Vidu.smart@gmail.com 1. Determine the parameter K = number of nearest neighbors beforehand. Second Author – J.R.Balakrishnan, M.E Computer Science 2. Calculate the distance between the query-instance and Engineering, Anand Institute of Higher Technology, Affiliated to all the training samples. It can use any distance Anna University. algorithm. 3. Sort the distances for all the training samples and determine the nearest neighbor based on the K-th minimum distance. www.ijsrp.org