US20170212529A1 - Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (mav) - Google Patents

Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (mav) Download PDF

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Publication number
US20170212529A1
US20170212529A1 US15/165,846 US201615165846A US2017212529A1 US 20170212529 A1 US20170212529 A1 US 20170212529A1 US 201615165846 A US201615165846 A US 201615165846A US 2017212529 A1 US2017212529 A1 US 2017212529A1
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United States
Prior art keywords
measurements
state
sensors
vehicle
gps
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Abandoned
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US15/165,846
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English (en)
Inventor
R. Vijay Kumar
Shaojie Shen
Nathan Michael
Kartik Mohta
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University of Pennsylvania Penn
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University of Pennsylvania Penn
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Priority to US15/165,846 priority Critical patent/US20170212529A1/en
Publication of US20170212529A1 publication Critical patent/US20170212529A1/en
Priority to US15/684,700 priority patent/US10732647B2/en
Abandoned legal-status Critical Current

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    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05D—SYSTEMS FOR CONTROLLING OR REGULATING NON-ELECTRIC VARIABLES
    • G05D1/00—Control of position, course or altitude of land, water, air, or space vehicles, e.g. automatic pilot
    • G05D1/10—Simultaneous control of position or course in three dimensions
    • G05D1/101—Simultaneous control of position or course in three dimensions specially adapted for aircraft
    • G05D1/102—Simultaneous control of position or course in three dimensions specially adapted for aircraft specially adapted for vertical take-off of aircraft
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64C—AEROPLANES; HELICOPTERS
    • B64C39/00—Aircraft not otherwise provided for
    • B64C39/02—Aircraft not otherwise provided for characterised by special use
    • B64C39/024—Aircraft not otherwise provided for characterised by special use of the remote controlled vehicle type, i.e. RPV
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64C—AEROPLANES; HELICOPTERS
    • B64C39/00—Aircraft not otherwise provided for
    • B64C39/02—Aircraft not otherwise provided for characterised by special use
    • B64C39/028—Micro-sized aircraft
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64U—UNMANNED AERIAL VEHICLES [UAV]; EQUIPMENT THEREFOR
    • B64U10/00—Type of UAV
    • B64U10/80—UAVs characterised by their small size, e.g. micro air vehicles [MAV]
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64U—UNMANNED AERIAL VEHICLES [UAV]; EQUIPMENT THEREFOR
    • B64U20/00—Constructional aspects of UAVs
    • B64U20/40—Modular UAVs
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01C—MEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/10—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration
    • G01C21/12—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning
    • G01C21/16—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation
    • G01C21/165—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation combined with non-inertial navigation instruments
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01C—MEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/10—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration
    • G01C21/12—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning
    • G01C21/16—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation
    • G01C21/165—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation combined with non-inertial navigation instruments
    • G01C21/1654—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation combined with non-inertial navigation instruments with electromagnetic compass
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01C—MEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/10—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration
    • G01C21/12—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning
    • G01C21/16—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation
    • G01C21/165—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation combined with non-inertial navigation instruments
    • G01C21/1656—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 by using measurements of speed or acceleration executed aboard the object being navigated; Dead reckoning by integrating acceleration or speed, i.e. inertial navigation combined with non-inertial navigation instruments with passive imaging devices, e.g. cameras
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01C—MEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/20—Instruments for performing navigational calculations
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01C—MEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C21/00—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
    • G01C21/20—Instruments for performing navigational calculations
    • G01C21/206—Instruments for performing navigational calculations specially adapted for indoor navigation
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S19/00—Satellite radio beacon positioning systems; Determining position, velocity or attitude using signals transmitted by such systems
    • G01S19/38—Determining a navigation solution using signals transmitted by a satellite radio beacon positioning system
    • G01S19/39—Determining a navigation solution using signals transmitted by a satellite radio beacon positioning system the satellite radio beacon positioning system transmitting time-stamped messages, e.g. GPS [Global Positioning System], GLONASS [Global Orbiting Navigation Satellite System] or GALILEO
    • G01S19/42—Determining position
    • G01S19/48—Determining position by combining or switching between position solutions derived from the satellite radio beacon positioning system and position solutions derived from a further system
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S19/00—Satellite radio beacon positioning systems; Determining position, velocity or attitude using signals transmitted by such systems
    • G01S19/38—Determining a navigation solution using signals transmitted by a satellite radio beacon positioning system
    • G01S19/39—Determining a navigation solution using signals transmitted by a satellite radio beacon positioning system the satellite radio beacon positioning system transmitting time-stamped messages, e.g. GPS [Global Positioning System], GLONASS [Global Orbiting Navigation Satellite System] or GALILEO
    • G01S19/42—Determining position
    • G01S19/48—Determining position by combining or switching between position solutions derived from the satellite radio beacon positioning system and position solutions derived from a further system
    • G01S19/485—Determining position by combining or switching between position solutions derived from the satellite radio beacon positioning system and position solutions derived from a further system whereby the further system is an optical system or imaging system
    • B64C2201/027—
    • B64C2201/108—
    • B64C2201/141—
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64U—UNMANNED AERIAL VEHICLES [UAV]; EQUIPMENT THEREFOR
    • B64U10/00—Type of UAV
    • B64U10/10—Rotorcrafts
    • B64U10/13—Flying platforms
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64U—UNMANNED AERIAL VEHICLES [UAV]; EQUIPMENT THEREFOR
    • B64U10/00—Type of UAV
    • B64U10/10—Rotorcrafts
    • B64U10/13—Flying platforms
    • B64U10/14—Flying platforms with four distinct rotor axes, e.g. quadcopters
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64U—UNMANNED AERIAL VEHICLES [UAV]; EQUIPMENT THEREFOR
    • B64U2201/00—UAVs characterised by their flight controls
    • B64U2201/10—UAVs characterised by their flight controls autonomous, i.e. by navigating independently from ground or air stations, e.g. by using inertial navigation systems [INS]
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64U—UNMANNED AERIAL VEHICLES [UAV]; EQUIPMENT THEREFOR
    • B64U30/00—Means for producing lift; Empennages; Arrangements thereof
    • B64U30/20—Rotors; Rotor supports

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  • Engineering & Computer Science (AREA)
  • Remote Sensing (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Automation & Control Theory (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Mechanical Engineering (AREA)
  • Electromagnetism (AREA)
  • Navigation (AREA)
  • Position Fixing By Use Of Radio Waves (AREA)
  • Traffic Control Systems (AREA)
  • Control Of Position, Course, Altitude, Or Attitude Of Moving Bodies (AREA)
US15/165,846 2013-11-27 2016-05-26 Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (mav) Abandoned US20170212529A1 (en)

Priority Applications (2)

Application Number Priority Date Filing Date Title
US15/165,846 US20170212529A1 (en) 2013-11-27 2016-05-26 Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (mav)
US15/684,700 US10732647B2 (en) 2013-11-27 2017-08-23 Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (MAV)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201361910022P 2013-11-27 2013-11-27
PCT/US2014/067822 WO2015105597A2 (en) 2013-11-27 2014-11-28 Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (mav)
US15/165,846 US20170212529A1 (en) 2013-11-27 2016-05-26 Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (mav)

Related Parent Applications (1)

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PCT/US2014/067822 Continuation WO2015105597A2 (en) 2013-11-27 2014-11-28 Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (mav)

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US15/684,700 Continuation US10732647B2 (en) 2013-11-27 2017-08-23 Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (MAV)

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US15/684,700 Active US10732647B2 (en) 2013-11-27 2017-08-23 Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (MAV)

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US (2) US20170212529A1 (zh)
EP (2) EP3074832A4 (zh)
JP (2) JP2016540211A (zh)
CN (2) CN109885080B (zh)
CA (1) CA2931632C (zh)
WO (1) WO2015105597A2 (zh)

Cited By (37)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170305546A1 (en) * 2014-04-29 2017-10-26 Baidu Online Network Technology (Beijing) Co., Ltd. Autonomous navigation method and system, and map modeling method and system
US20180188374A1 (en) * 2016-12-30 2018-07-05 Hon Hai Precision Industry Co., Ltd. Navigation systerm and method for using the same
US10037028B2 (en) 2015-07-24 2018-07-31 The Trustees Of The University Of Pennsylvania Systems, devices, and methods for on-board sensing and control of micro aerial vehicles
US20180217614A1 (en) * 2017-01-19 2018-08-02 Vtrus, Inc. Indoor mapping and modular control for uavs and other autonomous vehicles, and associated systems and methods
US20190004543A1 (en) * 2017-07-03 2019-01-03 Skydio, Inc. Detecting optical discrepancies in captured images
US10234856B2 (en) * 2016-05-12 2019-03-19 Caterpillar Inc. System and method for controlling a machine
US20190127067A1 (en) * 2016-05-03 2019-05-02 Sunshine Aerial Systems, Inc. Autonomous aerial vehicle
CN109916394A (zh) * 2019-04-04 2019-06-21 山东智翼航空科技有限公司 一种融合光流位置和速度信息的组合导航算法
US10395115B2 (en) 2015-01-27 2019-08-27 The Trustees Of The University Of Pennsylvania Systems, devices, and methods for robotic remote sensing for precision agriculture
CN110427046A (zh) * 2019-07-26 2019-11-08 沈阳航空航天大学 一种三维平滑随机游走无人机群移动模型
US20200025570A1 (en) * 2017-03-29 2020-01-23 Agency For Science, Technology And Research Real time robust localization via visual inertial odometry
US10604236B2 (en) * 2016-06-01 2020-03-31 Regents Of The University Of Minnesota Fault-tolerant aircraft flight control using a subset of aerodynamic control surfaces
CN110954101A (zh) * 2019-11-13 2020-04-03 南昌大学 一种利用Vicon的无人机激光定位的调试方法
US20200130864A1 (en) * 2018-10-29 2020-04-30 California Institute Of Technology Long-duration, fully autonomous operation of rotorcraft unmanned aerial systems including energy replenishment
USD886694S1 (en) * 2017-08-11 2020-06-09 Trifo, Inc. Autonomous vehicle sensor housing
CN111337037A (zh) * 2020-05-19 2020-06-26 北京数字绿土科技有限公司 移动激光雷达slam制图装置及数据处理方法
US10732647B2 (en) 2013-11-27 2020-08-04 The Trustees Of The University Of Pennsylvania Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (MAV)
US10748299B2 (en) * 2018-09-24 2020-08-18 Tata Consultancy Services Limited System and method of multirotor dynamics based online scale estimation for monocular vision
US20200277053A1 (en) * 2017-09-15 2020-09-03 Syracuse University Integrated guidance and feedback control for autonomous vehicle
WO2020181255A1 (en) * 2018-03-07 2020-09-10 Skylla Technologies, Inc. Collaborative task execution with humans and robotic vehicles
CN111896008A (zh) * 2020-08-20 2020-11-06 哈尔滨工程大学 一种改进的鲁棒无迹卡尔曼滤波组合导航方法
US10884430B2 (en) 2015-09-11 2021-01-05 The Trustees Of The University Of Pennsylvania Systems and methods for generating safe trajectories for multi-vehicle teams
CN113361194A (zh) * 2021-06-04 2021-09-07 安徽农业大学 一种基于深度学习的传感器漂移校准方法、电子设备及存储介质
US11119507B2 (en) * 2018-06-27 2021-09-14 Intel Corporation Hardware accelerator for online estimation
US20210293544A1 (en) * 2016-03-11 2021-09-23 Kaarta, Inc. Laser scanner with real-time, online ego-motion estimation
US11164149B1 (en) * 2016-08-31 2021-11-02 Corvus Robotics, Inc. Method and system for warehouse inventory management using drones
US11173921B2 (en) 2018-11-19 2021-11-16 Micron Technology, Inc. Sensor fusion to determine reliability of autonomous vehicle operation
US20210356293A1 (en) * 2019-05-03 2021-11-18 Lg Electronics Inc. Robot generating map based on multi sensors and artificial intelligence and moving based on map
TWI747718B (zh) * 2020-12-14 2021-11-21 大陸商廣州昂寶電子有限公司 位移補償方法和設備及速度補償方法和設備
US20220060628A1 (en) * 2020-08-19 2022-02-24 Honeywell International Inc. Active gimbal stabilized aerial visual-inertial navigation system
US11343924B2 (en) * 2017-11-24 2022-05-24 SZ DJI Technology Co., Ltd. Unmanned aerial vehicle and avionics system thereof
US11402855B2 (en) 2017-07-21 2022-08-02 Nec Corporation Processing device, drive control device, data processing method, and storage medium for attitude control of moving body based on wind conditions
CN115235475A (zh) * 2022-09-23 2022-10-25 成都凯天电子股份有限公司 一种基于mcc的ekf-slam后端导航路径优化方法
US11573325B2 (en) 2016-03-11 2023-02-07 Kaarta, Inc. Systems and methods for improvements in scanning and mapping
US11814158B1 (en) 2022-04-28 2023-11-14 Beta Air, Llc Systems and methods for determining areas of discrepancy in flight for an electric aircraft
US11815601B2 (en) 2017-11-17 2023-11-14 Carnegie Mellon University Methods and systems for geo-referencing mapping systems
US11830136B2 (en) 2018-07-05 2023-11-28 Carnegie Mellon University Methods and systems for auto-leveling of point clouds and 3D models

Families Citing this family (54)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2014018147A2 (en) 2012-04-30 2014-01-30 The Trustees Of The University Of Pennsylvania Three-dimensional manipulation of teams of quadrotors
CN106030431B (zh) 2014-08-15 2017-11-03 深圳市大疆创新科技有限公司 传感器的自动标定系统及方法
WO2017071143A1 (en) 2015-10-30 2017-05-04 SZ DJI Technology Co., Ltd. Systems and methods for uav path planning and control
CN107209854A (zh) 2015-09-15 2017-09-26 深圳市大疆创新科技有限公司 用于支持顺畅的目标跟随的系统和方法
DE102016211805A1 (de) * 2015-10-09 2017-04-13 Volkswagen Aktiengesellschaft Fusion von Positionsdaten mittels Posen-Graph
DE102015226365A1 (de) * 2015-12-21 2017-06-22 Robert Bosch Gmbh Verfahren zur Messung der Varianz in einem Messsignal, Verfahren zur Datenfusion, Computerprogramm, Maschinenlesbares Speichermedium und Vorrichtung
US10156441B2 (en) * 2016-01-05 2018-12-18 Texas Instruments Incorporated Ground plane estimation in a computer vision system
CN105425818B (zh) * 2016-01-15 2018-08-31 中国人民解放军国防科学技术大学 一种无人飞行器自主安全飞行控制方法
JP6663606B2 (ja) * 2016-03-08 2020-03-13 国立大学法人京都大学 無人航空機位置推定方法及びシステム
US11567201B2 (en) 2016-03-11 2023-01-31 Kaarta, Inc. Laser scanner with real-time, online ego-motion estimation
US10989542B2 (en) 2016-03-11 2021-04-27 Kaarta, Inc. Aligning measured signal data with slam localization data and uses thereof
CN107543540B (zh) * 2016-06-27 2020-05-15 杭州海康机器人技术有限公司 一种飞行设备的数据融合和飞行模式切换方法及装置
CN106094840B (zh) * 2016-07-20 2019-03-01 深圳洲际通航投资控股有限公司 飞行控制系统及方法
CN106125751A (zh) * 2016-07-21 2016-11-16 天津津宇凯创航空科技发展有限公司 一种巡查飞行器安全控制系统
US10474148B2 (en) * 2016-07-27 2019-11-12 General Electric Company Navigating an unmanned aerial vehicle
CA3032812A1 (en) 2016-08-04 2018-02-08 Reification Inc. Methods for simultaneous localization and mapping (slam) and related apparatus and systems
CN106526542A (zh) * 2016-10-17 2017-03-22 西南大学 一种基于确定性采样的增广卡尔曼滤波方法
WO2018086133A1 (en) * 2016-11-14 2018-05-17 SZ DJI Technology Co., Ltd. Methods and systems for selective sensor fusion
WO2018125939A1 (en) * 2016-12-30 2018-07-05 DeepMap Inc. Visual odometry and pairwise alignment for high definition map creation
JP6275887B2 (ja) * 2017-01-05 2018-02-07 エスゼット ディージェイアイ テクノロジー カンパニー リミテッドＳｚ Ｄｊｉ Ｔｅｃｈｎｏｌｏｇｙ Ｃｏ．，Ｌｔｄ センサ較正方法及びセンサ較正装置
EP3574285A4 (en) * 2017-01-27 2020-12-02 Kaarta, Inc. LASER SCAN DEVICE WITH REAL-TIME ESTIMATE OF CLEAN MOTION ONLINE
US10386843B2 (en) * 2017-04-03 2019-08-20 Bell Helicopter Textron Inc. System and method for determining a position of a rotorcraft
KR101982822B1 (ko) * 2017-04-06 2019-05-29 명지대학교 산학협력단 멀티센서 기반의 웨어러블 실내공간정보 구축시스템
KR101956447B1 (ko) * 2017-04-20 2019-03-12 한국과학기술원 그래프 구조 기반의 무인체 위치 추정 장치 및 그 방법
CN107478220B (zh) * 2017-07-26 2021-01-15 中国科学院深圳先进技术研究院 无人机室内导航方法、装置、无人机及存储介质
CN109387192B (zh) * 2017-08-02 2022-08-26 湖南云箭格纳微信息科技有限公司 一种室内外连续定位方法及装置
CN107577646A (zh) * 2017-08-23 2018-01-12 上海莫斐信息技术有限公司 一种高精度轨迹运算方法及系统
US10606277B2 (en) * 2017-09-18 2020-03-31 Baidu Usa Llc Speed optimization based on constrained smoothing spline for autonomous driving vehicles
US10591926B2 (en) * 2017-09-18 2020-03-17 Baidu Usa Llc Smooth road reference for autonomous driving vehicles based on 2D constrained smoothing spline
CN107544533A (zh) * 2017-10-12 2018-01-05 中国人民解放军国防科技大学 多功能便携式微型无人机系统
WO2019165194A1 (en) 2018-02-23 2019-08-29 Kaarta, Inc. Methods and systems for processing and colorizing point clouds and meshes
CN110633336B (zh) * 2018-06-05 2022-08-05 杭州海康机器人技术有限公司 激光数据搜索范围的确定方法、装置及存储介质
CN109375647A (zh) * 2018-11-20 2019-02-22 中国航空工业集团公司西安航空计算技术研究所 微型多源感知计算系统
US11312379B2 (en) * 2019-02-15 2022-04-26 Rockwell Collins, Inc. Occupancy map synchronization in multi-vehicle networks
CN109931926B (zh) * 2019-04-04 2023-04-25 山东智翼航空科技有限公司 一种基于站心坐标系的小型无人机无缝自主式导航方法
CN110081881B (zh) * 2019-04-19 2022-05-10 成都飞机工业（集团）有限责任公司 一种基于无人机多传感器信息融合技术的着舰引导方法
US11565807B1 (en) 2019-06-05 2023-01-31 Gal Zuckerman Systems and methods facilitating street-level interactions between flying drones and on-road vehicles
CN112578788B (zh) * 2019-09-30 2023-05-02 北京百度网讯科技有限公司 车辆避障二次规划方法、装置、设备和可读存储介质
US11389957B2 (en) * 2019-09-30 2022-07-19 Mitsubishi Electric Research Laboratories, Inc. System and design of derivative-free model learning for robotic systems
US10717528B1 (en) * 2019-10-03 2020-07-21 Trung Vo Tran Automatic flying delivery drone in precalculated flight routes and method for delivering merchandises
KR102258505B1 (ko) * 2019-12-09 2021-05-28 금오공과대학교 산학협력단 무인항공기의 군집 내비게이션 방법
TWI715358B (zh) * 2019-12-18 2021-01-01 財團法人工業技術研究院 移動載具及其狀態估測與感測融合切換方法
CN111006694B (zh) * 2019-12-29 2022-03-18 北京理工大学 基于航迹规划的长航时惯性导航系统轨迹发生器设计方法
CN112198887B (zh) * 2019-12-31 2022-04-01 北京理工大学 一种多旋翼无人机机载计算机性能评估系统方法
FR3106571B1 (fr) 2020-01-27 2022-08-12 Airbus Helicopters Drone multirotor équipé d’une protection périphérique et procédé de commande d’un tel drone multirotor
US11662472B2 (en) 2020-04-20 2023-05-30 Honeywell International Inc. Integrity monitoring of odometry measurements within a navigation system
CN111578940B (zh) * 2020-04-24 2021-05-11 哈尔滨工业大学 一种基于跨传感器迁移学习的室内单目导航方法及系统
CN111722614B (zh) * 2020-06-15 2021-07-09 南京航空航天大学 一种基于广义观测器的四旋翼无人机故障估计方法
AT523734B1 (de) 2020-11-10 2021-11-15 Alpen Adria Univ Klagenfurt Verfahren und System zur Schätzung von Zustandsgrößen eines beweglichen Objekts mit modularer Sensorfusion
EP4095746A1 (en) * 2021-05-24 2022-11-30 Zenseact AB Ads perception development
CN114489124B (zh) * 2022-01-05 2023-07-28 南京邮电大学 一种保证无人机编队一致性动作的方法
CN114967751B (zh) * 2022-06-21 2022-12-06 深圳华创电科技术有限公司 飞行器航迹追踪方法、装置、设备及存储介质
CN117250855B (zh) * 2023-11-14 2024-02-13 安徽大学 一种基于多目标优化的飞行机器人轨迹规划方法
CN117310773B (zh) * 2023-11-30 2024-02-02 山东省科学院海洋仪器仪表研究所 基于双目立体视觉的水下机器人自主定位方法及系统

Family Cites Families (85)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
FR2697796B1 (fr) 1992-11-10 1994-12-09 Sextant Avionique Dispositif d'évitement de collisions pour aéronef notamment avec le sol.
US6278945B1 (en) 1997-11-24 2001-08-21 American Gnc Corporation Fully-coupled positioning process and system thereof
US6308911B1 (en) 1998-10-30 2001-10-30 Lockheed Martin Corp. Method and apparatus for rapidly turning a vehicle in a fluid medium
US6422508B1 (en) 2000-04-05 2002-07-23 Galileo Group, Inc. System for robotic control of imaging data having a steerable gimbal mounted spectral sensor and methods
TW539866B (en) * 2001-07-20 2003-07-01 American Gnc Corp Integrated GPS/IMU method and microsystem thereof
US6876945B2 (en) 2002-03-25 2005-04-05 Nicholas Jon Emord Seamless sensory system
US8712144B2 (en) 2003-04-30 2014-04-29 Deere & Company System and method for detecting crop rows in an agricultural field
US7343232B2 (en) 2003-06-20 2008-03-11 Geneva Aerospace Vehicle control system including related methods and components
US7289906B2 (en) 2004-04-05 2007-10-30 Oregon Health & Science University Navigation system applications of sigma-point Kalman filters for nonlinear estimation and sensor fusion
US7818127B1 (en) 2004-06-18 2010-10-19 Geneva Aerospace, Inc. Collision avoidance for vehicle control systems
US7228227B2 (en) 2004-07-07 2007-06-05 The Boeing Company Bezier curve flightpath guidance using moving waypoints
US7249730B1 (en) 2004-09-23 2007-07-31 United States Of America As Represented By The Secretary Of The Army System and method for in-flight trajectory path synthesis using the time sampled output of onboard sensors
US8019544B2 (en) 2005-01-03 2011-09-13 The Boeing Company Real-time refinement method of spacecraft star tracker alignment estimates
CA2605177C (en) * 2005-04-19 2011-06-21 Jaymart Sensors, Llc Miniaturized inertial measurement unit and associated methods
US20070235592A1 (en) 2005-12-05 2007-10-11 Horn Phillippe L Minimum time or thrust separation trajectory for spacecraft emergency separation
US8050863B2 (en) 2006-03-16 2011-11-01 Gray & Company, Inc. Navigation and control system for autonomous vehicles
CN101109640A (zh) * 2006-07-19 2008-01-23 北京航空航天大学 基于视觉的无人驾驶飞机自主着陆导航系统
US7643893B2 (en) 2006-07-24 2010-01-05 The Boeing Company Closed-loop feedback control using motion capture systems
US7925049B2 (en) 2006-08-15 2011-04-12 Sri International Stereo-based visual odometry method and system
AU2007354885B2 (en) * 2006-12-06 2011-10-20 Honeywell International, Inc. Methods, apparatus and systems for enhanced synthetic vision and multi-sensor data fusion to improve operational capabilities of unmanned aerial vehicles
US20080195316A1 (en) 2007-02-12 2008-08-14 Honeywell International Inc. System and method for motion estimation using vision sensors
CN101676744B (zh) * 2007-10-31 2012-07-11 北京航空航天大学 一种复杂背景低信噪比下弱小目标高精度跟踪方法
US9766074B2 (en) * 2008-03-28 2017-09-19 Regents Of The University Of Minnesota Vision-aided inertial navigation
US8675068B2 (en) 2008-04-11 2014-03-18 Nearmap Australia Pty Ltd Systems and methods of capturing large area images in detail including cascaded cameras and/or calibration features
US8442355B2 (en) 2008-05-23 2013-05-14 Samsung Electronics Co., Ltd. System and method for generating a multi-dimensional image
US8040981B2 (en) * 2008-07-10 2011-10-18 Xilinx, Inc. Symbol detection in a MIMO communication system
US20110082566A1 (en) 2008-09-04 2011-04-07 Herr Hugh M Implementing a stand-up sequence using a lower-extremity prosthesis or orthosis
JP5151833B2 (ja) * 2008-09-09 2013-02-27 日本電気株式会社 移動体位置推定システム、移動体位置推定方法、及び移動体位置推定プログラム
US8521339B2 (en) * 2008-09-09 2013-08-27 Aeryon Labs Inc. Method and system for directing unmanned vehicles
US20100114408A1 (en) * 2008-10-31 2010-05-06 Honeywell International Inc. Micro aerial vehicle quality of service manager
US8380362B2 (en) 2009-07-10 2013-02-19 The Boeing Company Systems and methods for remotely collaborative vehicles
CN101598556B (zh) * 2009-07-15 2011-05-04 北京航空航天大学 一种未知环境下无人机视觉/惯性组合导航方法
US8398920B2 (en) 2009-07-28 2013-03-19 The Invention Science Fund I, Llc Drinking vessels and related systems and methods
EP2280241A3 (en) 2009-07-30 2017-08-23 QinetiQ Limited Vehicle control
CN101655561A (zh) * 2009-09-14 2010-02-24 南京莱斯信息技术股份有限公司 基于联合卡尔曼滤波的多点定位数据与雷达数据融合方法
US8577539B1 (en) * 2010-01-27 2013-11-05 The United States Of America As Represented By The Secretary Of The Air Force Coded aperture aided navigation and geolocation systems
DE112011100529T5 (de) 2010-02-14 2012-12-06 Trimble Navigation Limited GNSS-Signalverarbeitungmit regionalern Augmentationsnetzwerk
US9568321B2 (en) 2010-04-19 2017-02-14 Honeywell International Inc. Systems and methods for determining inertial navigation system faults
FR2959812B1 (fr) 2010-05-05 2012-11-16 Thales Sa Procede d'elaboration d'une phase de navigation dans un systeme de navigation impliquant une correlation de terrain.
US9031809B1 (en) 2010-07-14 2015-05-12 Sri International Method and apparatus for generating three-dimensional pose using multi-modal sensor fusion
US8676498B2 (en) * 2010-09-24 2014-03-18 Honeywell International Inc. Camera and inertial measurement unit integration with navigation data feedback for feature tracking
US9058633B2 (en) 2010-10-25 2015-06-16 Trimble Navigation Limited Wide-area agricultural monitoring and prediction
US8756001B2 (en) 2011-02-28 2014-06-17 Trusted Positioning Inc. Method and apparatus for improved navigation of a moving platform
US8868323B2 (en) * 2011-03-22 2014-10-21 Honeywell International Inc. Collaborative navigation using conditional updates
WO2013105926A1 (en) 2011-03-22 2013-07-18 Aerovironment Inc. Invertible aircraft
US20140032167A1 (en) 2011-04-01 2014-01-30 Physical Sciences, Inc. Multisensor Management and Data Fusion via Parallelized Multivariate Filters
US9035774B2 (en) 2011-04-11 2015-05-19 Lone Star Ip Holdings, Lp Interrogator and system employing the same
US10027952B2 (en) 2011-08-04 2018-07-17 Trx Systems, Inc. Mapping and tracking system with features in three-dimensional space
US9784582B2 (en) 2011-09-14 2017-10-10 Invensense, Inc. Method and apparatus for navigation with nonlinear models
CN102411371A (zh) * 2011-11-18 2012-04-11 浙江大学 一种基于多传感器服务机器人跟随系统和方法
CN103814570A (zh) 2011-11-30 2014-05-21 三菱电机株式会社 影像监视系统
FR2985581B1 (fr) 2012-01-05 2014-11-28 Parrot Procede de pilotage d'un drone a voilure tournante pour operer une prise de vue par une camera embarquee avec minimisation des mouvements perturbateurs
US9104201B1 (en) 2012-02-13 2015-08-11 C&P Technologies, Inc. Method and apparatus for dynamic swarming of airborne drones for a reconfigurable array
US8874360B2 (en) 2012-03-09 2014-10-28 Proxy Technologies Inc. Autonomous vehicle and method for coordinating the paths of multiple autonomous vehicles
WO2014018147A2 (en) 2012-04-30 2014-01-30 The Trustees Of The University Of Pennsylvania Three-dimensional manipulation of teams of quadrotors
WO2013181558A1 (en) 2012-06-01 2013-12-05 Agerpoint, Inc. Systems and methods for monitoring agricultural products
US20140008496A1 (en) 2012-07-05 2014-01-09 Zhou Ye Using handheld device to control flying object
US9004973B2 (en) 2012-10-05 2015-04-14 Qfo Labs, Inc. Remote-control flying copter and method
JP6055274B2 (ja) 2012-10-31 2016-12-27 株式会社トプコン 航空写真測定方法及び航空写真測定システム
US9723230B2 (en) 2012-11-30 2017-08-01 University Of Utah Research Foundation Multi-spectral imaging with diffractive optics
FR3000813B1 (fr) 2013-01-04 2016-04-15 Parrot Drone a voilure tournante comprenant des moyens de determination autonome de position dans un repere absolu lie au sol.
US10254118B2 (en) * 2013-02-21 2019-04-09 Regents Of The University Of Minnesota Extrinsic parameter calibration of a vision-aided inertial navigation system
WO2014165031A1 (en) 2013-03-13 2014-10-09 Double Robotics, Inc. Accessory robot for mobile device
US20140312165A1 (en) 2013-03-15 2014-10-23 Armen Mkrtchyan Methods, apparatus and systems for aerial assessment of ground surfaces
US9536427B2 (en) 2013-03-15 2017-01-03 Carnegie Mellon University Methods and software for managing vehicle priority in a self-organizing traffic control system
US20140263822A1 (en) 2013-03-18 2014-09-18 Chester Charles Malveaux Vertical take off and landing autonomous/semiautonomous/remote controlled aerial agricultural sensor platform
US9607401B2 (en) * 2013-05-08 2017-03-28 Regents Of The University Of Minnesota Constrained key frame localization and mapping for vision-aided inertial navigation
US10063782B2 (en) 2013-06-18 2018-08-28 Motorola Solutions, Inc. Method and apparatus for displaying an image from a camera
WO2014202258A1 (en) * 2013-06-21 2014-12-24 National University Of Ireland, Maynooth A method for mapping an environment
US20150321758A1 (en) 2013-08-31 2015-11-12 II Peter Christopher Sarna UAV deployment and control system
US10302435B2 (en) 2013-09-17 2019-05-28 Invensense, Inc. Method and system for enhanced navigation with multiple sensors assemblies
DE102014211166A1 (de) 2013-11-20 2015-05-21 Continental Teves Ag & Co. Ohg Verfahren, Fusionsfilter und System zur Fusion von Sensorsignalen mit unterschiedlichen zeitlichen Signalausgabeverzügen zu einem Fusionsdatensatz
EP3827654A1 (en) 2013-11-20 2021-06-02 Rowbot Systems LLC Agricultural robot for performing multiple functions in argicultural systems
EP3074832A4 (en) 2013-11-27 2017-08-30 The Trustees Of The University Of Pennsylvania Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (mav)
US9741140B2 (en) * 2014-05-19 2017-08-22 Microsoft Technology Licensing, Llc Fast solving for loop closure using a relative state space
CA2957081A1 (en) 2014-08-22 2016-02-25 The Climate Corporation Methods for agronomic and agricultural monitoring using unmanned aerial systems
US9129355B1 (en) 2014-10-09 2015-09-08 State Farm Mutual Automobile Insurance Company Method and system for assessing damage to infrastructure
FR3028186A1 (fr) 2014-11-12 2016-05-13 Parrot Equipement de telecommande de drone a longue portee
WO2016076586A1 (en) 2014-11-14 2016-05-19 Lg Electronics Inc. Mobile terminal and controlling method thereof
US20160214715A1 (en) 2014-11-21 2016-07-28 Greg Meffert Systems, Methods and Devices for Collecting Data at Remote Oil and Natural Gas Sites
US20160214713A1 (en) 2014-12-19 2016-07-28 Brandon Cragg Unmanned aerial vehicle with lights, audio and video
US9915956B2 (en) 2015-01-09 2018-03-13 Workhorse Group Inc. Package delivery by means of an automated multi-copter UAS/UAV dispatched from a conventional delivery vehicle
US10395115B2 (en) 2015-01-27 2019-08-27 The Trustees Of The University Of Pennsylvania Systems, devices, and methods for robotic remote sensing for precision agriculture
US10037028B2 (en) 2015-07-24 2018-07-31 The Trustees Of The University Of Pennsylvania Systems, devices, and methods for on-board sensing and control of micro aerial vehicles
US10884430B2 (en) 2015-09-11 2021-01-05 The Trustees Of The University Of Pennsylvania Systems and methods for generating safe trajectories for multi-vehicle teams

Cited By (47)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10732647B2 (en) 2013-11-27 2020-08-04 The Trustees Of The University Of Pennsylvania Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft micro-aerial vehicle (MAV)
US9981742B2 (en) * 2014-04-29 2018-05-29 Baidu Online Network Technology (Beijing) Co., Ltd. Autonomous navigation method and system, and map modeling method and system
US20170305546A1 (en) * 2014-04-29 2017-10-26 Baidu Online Network Technology (Beijing) Co., Ltd. Autonomous navigation method and system, and map modeling method and system
US10395115B2 (en) 2015-01-27 2019-08-27 The Trustees Of The University Of Pennsylvania Systems, devices, and methods for robotic remote sensing for precision agriculture
US10037028B2 (en) 2015-07-24 2018-07-31 The Trustees Of The University Of Pennsylvania Systems, devices, and methods for on-board sensing and control of micro aerial vehicles
US10884430B2 (en) 2015-09-11 2021-01-05 The Trustees Of The University Of Pennsylvania Systems and methods for generating safe trajectories for multi-vehicle teams
US11573325B2 (en) 2016-03-11 2023-02-07 Kaarta, Inc. Systems and methods for improvements in scanning and mapping
US20210293544A1 (en) * 2016-03-11 2021-09-23 Kaarta, Inc. Laser scanner with real-time, online ego-motion estimation
US11585662B2 (en) * 2016-03-11 2023-02-21 Kaarta, Inc. Laser scanner with real-time, online ego-motion estimation
US20190127067A1 (en) * 2016-05-03 2019-05-02 Sunshine Aerial Systems, Inc. Autonomous aerial vehicle
US10234856B2 (en) * 2016-05-12 2019-03-19 Caterpillar Inc. System and method for controlling a machine
US10604236B2 (en) * 2016-06-01 2020-03-31 Regents Of The University Of Minnesota Fault-tolerant aircraft flight control using a subset of aerodynamic control surfaces
US11164149B1 (en) * 2016-08-31 2021-11-02 Corvus Robotics, Inc. Method and system for warehouse inventory management using drones
US20180188374A1 (en) * 2016-12-30 2018-07-05 Hon Hai Precision Industry Co., Ltd. Navigation systerm and method for using the same
US20180217614A1 (en) * 2017-01-19 2018-08-02 Vtrus, Inc. Indoor mapping and modular control for uavs and other autonomous vehicles, and associated systems and methods
US10649469B2 (en) * 2017-01-19 2020-05-12 Vtrus Inc. Indoor mapping and modular control for UAVs and other autonomous vehicles, and associated systems and methods
US11747144B2 (en) * 2017-03-29 2023-09-05 Agency For Science, Technology And Research Real time robust localization via visual inertial odometry
US20200025570A1 (en) * 2017-03-29 2020-01-23 Agency For Science, Technology And Research Real time robust localization via visual inertial odometry
US11760484B2 (en) * 2017-07-03 2023-09-19 Skydio, Inc. Detecting optical discrepancies in captured images
US20220337798A1 (en) * 2017-07-03 2022-10-20 Skydio, Inc. Detecting Optical Discrepancies In Captured Images
US10379545B2 (en) * 2017-07-03 2019-08-13 Skydio, Inc. Detecting optical discrepancies in captured images
US11323680B2 (en) * 2017-07-03 2022-05-03 Skydio, Inc. Detecting optical discrepancies in captured images
US20190004543A1 (en) * 2017-07-03 2019-01-03 Skydio, Inc. Detecting optical discrepancies in captured images
US11402855B2 (en) 2017-07-21 2022-08-02 Nec Corporation Processing device, drive control device, data processing method, and storage medium for attitude control of moving body based on wind conditions
USD886694S1 (en) * 2017-08-11 2020-06-09 Trifo, Inc. Autonomous vehicle sensor housing
US20200277053A1 (en) * 2017-09-15 2020-09-03 Syracuse University Integrated guidance and feedback control for autonomous vehicle
US11815601B2 (en) 2017-11-17 2023-11-14 Carnegie Mellon University Methods and systems for geo-referencing mapping systems
US11343924B2 (en) * 2017-11-24 2022-05-24 SZ DJI Technology Co., Ltd. Unmanned aerial vehicle and avionics system thereof
WO2020181255A1 (en) * 2018-03-07 2020-09-10 Skylla Technologies, Inc. Collaborative task execution with humans and robotic vehicles
US11119507B2 (en) * 2018-06-27 2021-09-14 Intel Corporation Hardware accelerator for online estimation
US11830136B2 (en) 2018-07-05 2023-11-28 Carnegie Mellon University Methods and systems for auto-leveling of point clouds and 3D models
US10748299B2 (en) * 2018-09-24 2020-08-18 Tata Consultancy Services Limited System and method of multirotor dynamics based online scale estimation for monocular vision
US20200130864A1 (en) * 2018-10-29 2020-04-30 California Institute Of Technology Long-duration, fully autonomous operation of rotorcraft unmanned aerial systems including energy replenishment
US11866198B2 (en) * 2018-10-29 2024-01-09 California Institute Of Technology Long-duration, fully autonomous operation of rotorcraft unmanned aerial systems including energy replenishment
US11173921B2 (en) 2018-11-19 2021-11-16 Micron Technology, Inc. Sensor fusion to determine reliability of autonomous vehicle operation
CN109916394A (zh) * 2019-04-04 2019-06-21 山东智翼航空科技有限公司 一种融合光流位置和速度信息的组合导航算法
US20210356293A1 (en) * 2019-05-03 2021-11-18 Lg Electronics Inc. Robot generating map based on multi sensors and artificial intelligence and moving based on map
US11960297B2 (en) * 2019-05-03 2024-04-16 Lg Electronics Inc. Robot generating map based on multi sensors and artificial intelligence and moving based on map
CN110427046A (zh) * 2019-07-26 2019-11-08 沈阳航空航天大学 一种三维平滑随机游走无人机群移动模型
CN110954101A (zh) * 2019-11-13 2020-04-03 南昌大学 一种利用Vicon的无人机激光定位的调试方法
CN111337037A (zh) * 2020-05-19 2020-06-26 北京数字绿土科技有限公司 移动激光雷达slam制图装置及数据处理方法
US20220060628A1 (en) * 2020-08-19 2022-02-24 Honeywell International Inc. Active gimbal stabilized aerial visual-inertial navigation system
CN111896008A (zh) * 2020-08-20 2020-11-06 哈尔滨工程大学 一种改进的鲁棒无迹卡尔曼滤波组合导航方法
TWI747718B (zh) * 2020-12-14 2021-11-21 大陸商廣州昂寶電子有限公司 位移補償方法和設備及速度補償方法和設備
CN113361194A (zh) * 2021-06-04 2021-09-07 安徽农业大学 一种基于深度学习的传感器漂移校准方法、电子设备及存储介质
US11814158B1 (en) 2022-04-28 2023-11-14 Beta Air, Llc Systems and methods for determining areas of discrepancy in flight for an electric aircraft
CN115235475A (zh) * 2022-09-23 2022-10-25 成都凯天电子股份有限公司 一种基于mcc的ekf-slam后端导航路径优化方法

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