indoor mobile robots;
INS;
UWB integrated positioning;
Sage-Husa fuzzy adaptive filter;
innovation contribution weight;
outliers detection and correction;
KALMAN FILTER;
DATA FUSION;
NAVIGATION;
LOCALIZATION;
ALIGNMENT;
D O I:
10.3390/s19040950
中图分类号:
O65 [分析化学];
学科分类号:
070302 ;
081704 ;
摘要:
The key to successful positioning of autonomous mobile robots in complicated indoor environments lies in the strong anti-interference of the positioning system and accurate measurements from sensors. Inertial navigation systems (INS) are widely used for indoor mobile robots because they are not susceptible to external interferences and work properly, but the positioning errors may be accumulated over time. Thus ultra wideband (UWB) is usually adopted to compensate the accumulated errors due to its high ranging precision. Unfortunately, UWB is easily affected by the multipath effects and non-line-of-sight (NLOS) factor in complex indoor environments, which may degrade the positioning performance. To solve above problems, this paper proposes an effective system framework of INS/UWB integrated positioning for autonomous indoor mobile robots, in which our modeling approach is simple to implement and a Sage-Husa fuzzy adaptive filter (SHFAF) is proposed. Due to the favorable property (i.e., self-adaptive adjustment) of SHFAF, the difficult problem of time-varying noise in complex indoor environments is considered and solved explicitly. Moreover, outliers can be detected and corrected by the proposed sliding window estimation with fading coefficients. This facilitates the positioning performance improvement for indoor mobile robots. The benefits of what we propose are illustrated by not only simulations but more importantly experimental results.
机构:
Univ Southern Calif, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USAUniv Southern Calif, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USA
Aditya, Sundar
;
Molisch, Andreas F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Southern Calif, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USAUniv Southern Calif, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USA
Molisch, Andreas F.
;
Behairy, Hatim Mohammed
论文数: 0引用数: 0
h-index: 0
机构:
King Abdulaziz City Sci & Technol, Riyadh 11442, Saudi ArabiaUniv Southern Calif, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USA
机构:
Khalifa Univ, Robot Inst, POB 127788, Abu Dhabi, U Arab EmiratesKhalifa Univ, Robot Inst, POB 127788, Abu Dhabi, U Arab Emirates
Al-Sharman, Mohammad K.
;
Emran, Bara J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ British Columbia, Dept Mech Engn, Kelowna, BC, CanadaKhalifa Univ, Robot Inst, POB 127788, Abu Dhabi, U Arab Emirates
Emran, Bara J.
;
Jaradat, Mohammad A.
论文数: 0引用数: 0
h-index: 0
机构:
Amer Univ Sharjah, Dept Mech Engn, Sharjah, U Arab Emirates
Jordan Univ Sci & Technol, Dept Mech Engn, Irbid, JordanKhalifa Univ, Robot Inst, POB 127788, Abu Dhabi, U Arab Emirates
Jaradat, Mohammad A.
;
Najjaran, Homayoun
论文数: 0引用数: 0
h-index: 0
机构:
Univ British Columbia, Dept Mech Engn, Kelowna, BC, CanadaKhalifa Univ, Robot Inst, POB 127788, Abu Dhabi, U Arab Emirates
Najjaran, Homayoun
;
Al-Husari, Raghad
论文数: 0引用数: 0
h-index: 0
机构:
Khalifa Univ, Dept Elect Engn, Abu Dhabi, U Arab EmiratesKhalifa Univ, Robot Inst, POB 127788, Abu Dhabi, U Arab Emirates
机构:
Univ Southern Calif, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USAUniv Southern Calif, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USA
Aditya, Sundar
;
Molisch, Andreas F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Southern Calif, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USAUniv Southern Calif, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USA
Molisch, Andreas F.
;
Behairy, Hatim Mohammed
论文数: 0引用数: 0
h-index: 0
机构:
King Abdulaziz City Sci & Technol, Riyadh 11442, Saudi ArabiaUniv Southern Calif, Ming Hsieh Dept Elect Engn, Los Angeles, CA 90089 USA
机构:
Khalifa Univ, Robot Inst, POB 127788, Abu Dhabi, U Arab EmiratesKhalifa Univ, Robot Inst, POB 127788, Abu Dhabi, U Arab Emirates
Al-Sharman, Mohammad K.
;
Emran, Bara J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ British Columbia, Dept Mech Engn, Kelowna, BC, CanadaKhalifa Univ, Robot Inst, POB 127788, Abu Dhabi, U Arab Emirates
Emran, Bara J.
;
Jaradat, Mohammad A.
论文数: 0引用数: 0
h-index: 0
机构:
Amer Univ Sharjah, Dept Mech Engn, Sharjah, U Arab Emirates
Jordan Univ Sci & Technol, Dept Mech Engn, Irbid, JordanKhalifa Univ, Robot Inst, POB 127788, Abu Dhabi, U Arab Emirates
Jaradat, Mohammad A.
;
Najjaran, Homayoun
论文数: 0引用数: 0
h-index: 0
机构:
Univ British Columbia, Dept Mech Engn, Kelowna, BC, CanadaKhalifa Univ, Robot Inst, POB 127788, Abu Dhabi, U Arab Emirates
Najjaran, Homayoun
;
Al-Husari, Raghad
论文数: 0引用数: 0
h-index: 0
机构:
Khalifa Univ, Dept Elect Engn, Abu Dhabi, U Arab EmiratesKhalifa Univ, Robot Inst, POB 127788, Abu Dhabi, U Arab Emirates