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Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya Klongnaivai, Infinite Sora Techonology, Co., Ltd.

Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

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Page 1: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd.

Sanya Klongnaivai, Infinite Sora Techonology, Co., Ltd.

Page 2: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

• Technology Transfer

2012 – Join MGA

• Vehicle Monitoring Application

2013 – Multi-GNSS Asia Joint Experiment

• Vehicle Monitoring System

2015 – develop the low cost system

• IoT

2017 –Product developments business start-up

Page 3: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive
Page 4: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Raksit Thitipatanapong, M.Sc.

Sanya Klongnaivai, M.Eng

Presented at Asia Oceania Regional Workshop on GNSS

8-10th December 2012

Page 5: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Algorithm for on-line driving maneuver and severity rating.

Performance assessment of the algorithm comparison between the Conventional GPS and the enchanted QZSS.

Page 6: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

● Safe Vehicle Maneuver

● Aggressive Acceleration

● Hard Brake

● High Speed Turn● Fast Lane Change

● Normally, detected by

● Gyro-meter

● Accelerometer

Page 7: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive
Page 8: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

The conventional GPS has limitations:

3 meter error

1 Hz resolutionsConsequently, It cannot determine for:

High Speed Turn (in some case)

Fast Lane Change

Page 9: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive
Page 10: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Max Resolution 100Hz

Page 11: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive
Page 12: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive
Page 13: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

➔The Joint Experiment start from Nov, 2012 in Thailand

➔The results will confirm the proposed applications

➔We will delight to further investigation to confirm the in Asia Pacific Region with corroboration with local institute.

Page 14: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Vehicle Monitoring System

Page 15: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

R. THITIPATANAPONG, S. KLONGNAIVAI, N. NOOMWONGS and S. CHATRANUWATHANA, "Study of Driver Behavior Detection on Vehicle with Satellite Navigation System (in Thai)," in GEOINFOTECH, GISTDA, Nonthaburi, Thailand, 2013.

Phondeenana, P., Thitipatanapong, R., Klongnaivai, S., Noomwongs, N. et al., "Driver Behavior Detection based On PPP-GNSS Technology," SAE Technical Paper 2014-01-2006, 2014, doi:10.4271/2014-01-2006.

Peerapat Phondeenana, Raksit Thitipatanapong, Sanya Klongnaivai, Nuksit Noomwongs, Sunhapos Chantranuwathana: DRIVER BEHAVIOR DETECTION BASED ON MULTI GNSS TECHNOLOGY. FISITA: World Automotive Congress, Maastricht, The Netherland; 06/2014

N. Noomwongs, R. Thitipatanapong, S. Chantranuwathana, S. Klongnaivai, "Driver Behavior Detection Based on Multi-GNSS Precise Point Positioning Technology", Applied Mechanics and Materials, Vol 619, pp. 327-331, Aug. 2014

Page 16: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Raksit THITIPATANAPONG, M.Sc., & Sanya KLONGNAVAI, M.Eng

National Electronic & Computer Technology Center, THAILAND

Nuksit NOOMWONGS, D.Eng., & Sunhapos CHATRANUWATHANA. Ph.D.

Smart Mobility Research Center, Faculty of Engineering, Chulalongkorn Univ.

Presented at Geoinfotech 2013, Thailand

Page 17: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

In road accident, there usually are

three main mistake which are man,

vehicle or road combine together.

Missing a link the accident would

become incident.

The person or driver is important

key to avoid an accident so that the

monitoring system will play important role.

Page 18: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Behavior Physical Parameter

Accelerating Longitudinal Acceleration

Braking

Turning Lateral Acceleration

Lane Changing

Page 19: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Current 1-Hz conventional GPS receiver

LongitudinalAcceleration

enough accuracy and update rate for estimate.

Lateral Acceleration

For turning, applicable in cases with large displacement and duration.

For lane change, cannot estimate, not enough accuracy and update rate.

Page 20: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

ก. ข้อมูลจาก GNSS ปจัจุบนั ข. ขอ้มูลจาก GNSS 1 วนิาที

Page 21: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

ค. ข้อมลูจาก GNSS 100 มลิลวินิาที ง. ขอ้มูลจาก PPP GNSS

Page 22: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

To Evaluate the Multi-GNSS Technology for Vehicle’s Lateral Acceleration Estimation

Scopes

10-Hz Resolution

To Compare the Output with Single Solutions and RTK Solutions

Page 23: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Compare the Multi-GNSS estimate lateral acceleration with Inertia Measurement Unit

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JAVAD DELTA-G3T FW: TRE-G3TH

Dual-Frequency, Carrier Phase

Signal Tracked GPS: C/A, P1, P2, L2C, L5

GLONASS: C/A, L2C, P1, P2, L3

QZSS: C/A, L1C, L2C, L5

SBAS:

Raw Data Recording 1 second/point

Page 27: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

http://youtu.be/kwXfIBxs69A

Page 28: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive
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With series of tests, the peak point

from estimation and IMU were

compared.

The RTK Solution was necessary for

estimating the lateral acceleration in

lane change behavior because the small lateral displacement change.

Page 30: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

http://youtu.be/PgaUap4KjFc

Page 31: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive
Page 32: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

With series of tests, the peak point

from estimation and IMU were

compared.

There were insignificant different in

results between Single and RTK

solutions because the maneuver was

larger than an accuracy limit of Single solution.

Page 33: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Conclusion

The precision from Multi-GNSS is the key to detect the risk incident in vehicle driver’s behavior.

Single solution was enough for turning analysis.

RTK solution was required for lane changing analysis.

Future works

The data will re-processing in precise point positioning (PPP) technique.

LEX correction message will be considered.

Page 34: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Raksit THITIPATANAPONG

Space Technologies Applications

Information, Communication & Computing Research Unit

NATIONAL ELECTRONIC & COMPUTER TECHNOLOGY CENTER, THAILAND

Presented at 10th International Conference on Automotive Engineering, Thailand

Page 35: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Behavior Physical Parameter

Accelerating LongitudinalAccelerationBraking

Turning Lateral AccelerationLane ChangingAutomotive Symposium 2014 at bangkok motorshow 35

Page 36: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Current 1-Hz conventional GPS receiver

LongitudinalAcceleration

enough accuracy and update rate for estimate.

Lateral Acceleration

For turning, applicable in cases with large displacement and duration.

For lane change, cannot estimate, not enough accuracy and update rate.

Automotive Symposium 2014 at bangkok motorshow 36

Page 37: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Automotive Symposium 2014 at bangkok motorshow 37

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Automotive Symposium 2014 at bangkok motorshow 39

Page 40: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Automotive Symposium 2014 at bangkok motorshow 40

http://youtu.be/kwXfIBxs69A

Page 41: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

The precision from Multi-GNSS is the key to detect the risk incident in vehicle driver’s behavior.

Single solution was enough for turning analysis.

RTK solution was required for lane changing analysis.

Accuracy from RTK solution was less than actual lateral motion from lane changing.

Sub-meter class with high update rate capable for it.

PPP was considered

Automotive Symposium 2014 at bangkok motorshow 41

R. THITIPATANAPONG, S. KLONGNAIVAI, N. NOOMWONGS and S. CHATRANUWATHANA, "Study of Driver Behavior Detection on Vehicle with Satellite Navigation System (in Thai)," in GEOINFOTECH, GISTDA, Nonthaburi, Thailand, 2013.

Page 42: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Automotive Symposium 2014 at bangkok motorshow 42

Setting SGS PPP

Positioning Mode Single PPP Kinematic

Frequencies/Filter

TypeL1/Forward L1/Forward

Elevations Mask 5º 5º

Ionosphere

CorrectionBroadcast Iono-Free LC

Troposphere

CorrectionSaastamoinen Estimate ZTD

Satellite Clock Broadcast Broadcast

Navigation System GPSGPS, GLONASS,

QZSS

Page 43: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Automotive Symposium 2014 at bangkok motorshow 43

Page 44: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

G-SPASE, Feb 18 - 19, 2013 44

Page 45: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Automotive Symposium 2014 at bangkok motorshow 45

Page 46: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

PPP solutions the lane change maneuver can be detected

Detected all vehicle maneuver

Sub-meter class GNSS receiver should be evaluated.

L1-SAIF

U-blox Multi GNSS

LEX

http://papers.sae.org/2014-01-2006/

Automotive Symposium 2014 at bangkok motorshow 46

Page 47: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Peerapat PHONDEENANA

Smart Mobility Research Center,

Department of Mechanical Engineering, Faculty of Engineering,

Chulalongkron University, Bangkok. Thailand

Presented at 2014 FISITA World Automotive Congress, The Netherland

Page 48: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

The most important parts is driver.

F2014-AHF-021

Page 49: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

F2014-AHF-021

Page 50: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Behavior Physical Parameter

Accelerating LongitudinalAccelerationBraking

Turning Lateral AccelerationLane ChangingF2014-AHF-021

Page 51: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Current 1-Hz conventional GPS receiver

LongitudinalAcceleration

enough accuracy and update rate for estimate.

Lateral Acceleration

For turning, applicable in cases with large displacement and duration.

For lane change, cannot estimate, not enough accuracy and update rate.

F2014-AHF-021

Page 52: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

F2014-AHF-021

http://youtu.be/kwXfIBxs69A

Page 53: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

F2014-AHF-021

Page 54: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

F2014-AHF-021

Setting SGS PPP

Positioning Mode Single PPP Kinematic

Frequencies/Filter

TypeL1/Forward L1/Forward

Elevations Mask 5º 5º

Ionosphere

CorrectionBroadcast Iono-Free LC

Troposphere

CorrectionSaastamoinen Estimate ZTD

Satellite Clock Broadcast Broadcast

Navigation System GPSGPS, GLONASS,

QZSS

Page 55: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

P. Phondeenana, N. NOOMWONGS,

S. CHATRANUWATHANA and R.

THITIPATANAPONG, "Driving

Maneuver Detection System Based

on GPS Data," in Future Active Safety

Technology Toward Zero Traffic Accidents, Nagoya, 2013.

Page 56: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive
Page 57: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Real

Review the video footage (V-box)

SGS – single solution

Conventional GPS

With 10-Hz update rate

PPP – precise point positioning

Dual frequencies, ionospheric correction

With 10-Hz update rate

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F2014-AHF-021

Page 61: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

The advance multi-GNSS precise point navigation solution was investigated under driving behavior detection algorithm.

The PPP navigation output combine with algorithm can improve:

Lane-change from nothing to half of total incidents.

Turning same as SGS.

There still fault detection that needs to further investigated.

F2014-AHF-021

Page 62: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

This work had tested with a ten-thousand dollars receivers with decimeter accuracy.

To feasible in real application, sub-meter accuracy, hundred dollars will further investigate.

Page 63: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Nuksit Noomwongs

Smart Mobility Research Center,

Department of Mechanical Engineering, Faculty of Engineering,

Chulalongkorn University, Bangkok. Thailand

Published in Applied Mechanics and Materials 08/2014; 619:327. DOI: 10.4028/www.scientific.net/AMM.619.327

Page 64: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

To improve a simple vehicle maneuver detection algorithm is investigated.

Multi-GNSS with precise point positioning (PPP)

Furthermore, the PPP in this study consisting of 2 method,

(1) Dual Frequencies estimation

(2) QZSS broadcast.

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PPP

Survey class receiver

Dual frequencies ionosphere correction

Precision ~0.2m

$15,000

PPP-L1

Sub-meter class receiver

Broadcast Ionosphere correction from QZSS

Precision ~0.6m

$400 (prototype)

PPPPPP-L1

Page 68: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Visual: V-box Pro

GNSS: JAVAD G3T

Post Processing with RTKlib

Single Solution

PPP

PPP L1

Vehicle: ISUZU Dmax V-cross 4Dr

Page 69: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

HW 304 in Nakhon Ratchasima

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Both PPP on Multi-GNSS techniques can improve the detection performance in lateral motion detection.

386% overestimate form conventional GPS positioning technique.

43% overestimate in PPP and PPP-L1 techniques

9 times improvements

PPP-L1 indicated that low cost sub-meter class might apply to vehicle detection.

Page 73: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

For commercialization

Page 74: Raksit Thitipatanapong, SMRC-CU & Michibiki Sora, Co.,Ltd. Sanya … · 2017-10-30 · High Speed Turn (in some case) ... Presented at 10th International Conference on Automotive

Multi-GNSS receiver

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Ublox M8030 Multi-GNSS

(GPS+BDS+QZSS)

(GPS+GLO+QZSS)

Setting for Automotive filter output

Raw satellite measurement

High Frequency Datalogger

5-Hz update rate (positioning and

raw)

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Post Processing with RTKlib

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We have developed the application for Sub-meter accuracy.

Local correction / augmentation via internet connection.

Public augmentation will be the keys to compete with Japan’s QZSS system.

QZSS have tested feasibility on sub-meter satellite augmentation in 2015

Positioning and Signal Band of BDS are advantages over Thai’s sky.

Lower cost on antenna

Urban canyon

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2014

81

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5-Hz resolution

meter trajectory accuracy

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Rapid turning with double curvature Rapid turning with single curvature

BrakingFast lane change

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Detection of excessive lateral acceleration

Detection of excessive longitudinal acceleration

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2015

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Make things run Internet

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Blue U – blox

Green Normal GPS receivers

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Red U – blox

Green Normal GPS receivers

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CU JAXA Honda

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(+66) 93.935.1564

[email protected]

www.infintesora.com

Infinite Sora Technology

Sanya Klongnaivai

สัญญา คลอ่งในวยั

Co-FounderInternet of Things Specialist

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