• Title/Summary/Keyword: Complementary filter

Search Result 124, Processing Time 0.021 seconds

IMU-Barometric Sensor-based Vertical Velocity Estimation Algorithm for Drift-Error Minimization (드리프트 오차 최소화를 위한 관성-기압센서 기반의 수직속도 추정 알고리즘)

  • Ji, Sung-In;Lee, Jung Keun
    • Journal of Institute of Control, Robotics and Systems
    • /
    • v.22 no.11
    • /
    • pp.937-943
    • /
    • 2016
  • Vertical velocity is critical in many areas, such as the control of unmanned aerial vehicles, fall detection, and virtual reality. Conventionally, the integration of GPS (Global Positioning System) with an IMU (Inertial Measurement Unit) was popular for the estimation of vertical components. However, GPS cannot work well indoors and, more importantly, has low accuracy in the vertical direction. In order to overcome these issues, IMU-barometer integration has been suggested instead of IMU-GPS integration. This paper proposes a new complementary filter for the estimation of vertical velocity based on IMU-barometer integration. The proposed complementary filter is designed to minimize drift error in the estimated velocity by adding PID control in addition to a zero velocity update technique.

Hovering Control of 1-Axial Drone with Reinforcement Learning (강화학습을 이용한 1축 드론 수평 제어)

  • Lee, Taewoo;Ryu, Jinhoo;Park, Heemin
    • Journal of Korea Multimedia Society
    • /
    • v.21 no.2
    • /
    • pp.250-260
    • /
    • 2018
  • In order to control the quadcopter using reinforcement learning, hovering of 1-axial drones prototype is implemented through reinforcement learning. A complementary filter is used to measure the correct angle, and the range of angles is from -180 degrees to +180 degrees using modified complementary filter. The policy gradient method is used together with the REINFORCE algorithm for reinforcement learning. The prototype learned in this way confirmed the difference in performance depending on the length of the episode.

A Triple Nested PID Controller based on Sensor Fusion for Quadrotor Attitude Stabilization (쿼드로터 자세 안정화를 위한 센서융합 기반 3중 중첩 PID 제어기)

  • Cho, Youngwan
    • The Transactions of The Korean Institute of Electrical Engineers
    • /
    • v.67 no.7
    • /
    • pp.871-877
    • /
    • 2018
  • In this paper, we propose a triple nested PID control scheme for stable hovering of a quadrotor and propose a complementary filter based sensor fusion technique to improve the performance of attitude, altitude and velocity measurement. The triple nested controller has a structure in which a double nested attitude controller that has the angular velocity PD controller in inner loop and the angular PI controller in outer loop, is nested in a velocity control loop to enable stable hovering even in the case of disturbance. We also propose a sensor fusion technique by applying a complementary filter in order to reduce the noise and drift error included in the acceleration and gyro sensor and to measure the velocity by fusing image, gyro, and acceleration sensor. In order to verity the performance, we applied the proposed control and measurement scheme to hovering control of quadrotor.

Comparison of Attitude Estimation Methods for DVL Navigation of a UUV (UUV의 DVL 항법을 위한 자세 추정 방법 비교)

  • Jeong, Seokki;Ko, Nak Yong;Choi, Hyun-Taek
    • The Journal of Korea Robotics Society
    • /
    • v.9 no.4
    • /
    • pp.216-224
    • /
    • 2014
  • This paper compares methods for attitude estimation of a UUV(Unmanned Underwater Vehicle). Attitude estimation plays a key role in underwater navigation using DVL(Doppler Velocity Log). The paper proposes attitude estimation methods using EKF(Extended Kalman Filter), UKF(Unscented Kalman Filter), and CF(Complementary Filter). It derives methods using the measurements from MEMS-AHRS(Microelectromechanical Systems-Attitude Heading Reference System) and DVL. The methods are used for navigation in a test pool and their navigation performance is compared. The results suggest that even if there is no measurement relative to some absolute landmarks, DVL-only navigation can be useful for navigation in a limited time and range.

Complementary Filtering for the Self-Localization of Indoor Autonomous Mobile Robots (실내 자율형 주행로봇의 자기위치 추정을 위한 보상필터 설계)

  • Han, Jae-Won;Hwang, Jong-Hyon;Hong, Sung-Kyoung;Ryuh, Young-Sun
    • Journal of Institute of Control, Robotics and Systems
    • /
    • v.16 no.11
    • /
    • pp.1110-1116
    • /
    • 2010
  • This paper present an effective complementary filtering method using encoder and gyro sensors for the self-localization(including heading and velocity) of indoor mobile robot. The main idea of the proposed approach is to find the pros and cons of each sensor through a various maneuvering tests and to design of an adaptive complementary filter that works for the entire maneuvering phases. The proposed method is applied to an indoor mobile robot and the performances are verified through extensive experiments.

Constraint-Combined Adaptive Complementary Filter for Accurate Yaw Estimation in Magnetically Disturbed Environments

  • Jung, Woo Chang;Lee, Jung Keun
    • Journal of Sensor Science and Technology
    • /
    • v.28 no.2
    • /
    • pp.81-87
    • /
    • 2019
  • One of the major issues in inertial and magnetic measurement unit (IMMU)-based 3D orientation estimation is compensation for magnetic disturbances in magnetometer signals, as the magnetic disturbance is a major cause of inaccurate yaw estimation. In the proposed approach, a kinematic constraint is used to provide a measurement equation in addition to the accelerometer and magnetometer signals to mitigate the disturbance effect on the orientation estimation. Although a Kalman filter (KF) is the most popular framework for IMMU-based orientation estimation, a complementary filter (CF) has its own advantages over KF in terms of mathematical simplicity and ease of implementation. Accordingly, this paper introduces a quaternion-based CF with a constraint-combined correction equation. Furthermore, the weight of the constraint relative to the magnetometer signal is adjusted to adapt to magnetic environments to optimally deal with the magnetic disturbance. In the results of our validation experiments, the average and maximum of yaw errors were $1.17^{\circ}$ and $1.65^{\circ}$ from the proposed CF, respectively, and $8.88^{\circ}$ and $14.73^{\circ}$ from the conventional CF, respectively, showing the superiority of the proposed approach.

Design of Mutually Orthogonal Polyphase Complementary Sequences for Ultrasound Imaging (초음파 영상을 위한 직교 상보수열의 설계)

  • 김배형;김태호;송태경
    • Proceedings of the IEEK Conference
    • /
    • 2002.06d
    • /
    • pp.393-396
    • /
    • 2002
  • In this paper, we present a new method for generating a set of complementary sequences that can be simultaneously transmitted and yet compressed into a short pulse on reveive, and its application to ultrasound imaging. This new complementary sequences can be designed based on a filter bank theory. The new complementary sequences can be used to improve the SNR of ultrasound imaging without sacrificing the spatial resolution and frame rate, compared to conventional pulse-echo imaging. Computer simulations are performed to verify the proposed method.

  • PDF

Design of attitude estimation for RC Helicopter by sensor fusion (센서융합에 의한 모형헬리콥터의 자세 추정기 설계)

  • Jung, Won-Jae;Park, Moon-Soo;Lee, Kwang-Won
    • Proceedings of the KIEE Conference
    • /
    • 2001.07d
    • /
    • pp.2317-2319
    • /
    • 2001
  • This paper presents a sensor fusion algorithm for the RC helicopter which uses a complementary filter. To measure the attitude angle of the helicopter, 3rate gyroscopes and a 3-axis accelerometer are mounted on the helicopter. The signals from them are passed though a complementary filter to produce estimation outputs. Experiments show that designed system is effective for the attitude estimation.

  • PDF

Balance Control of Drone using Adaptive Two-Track Control (적응적 Two-Track 기술을 이용한 드론의 균형 제어)

  • Kim, Jang-Won
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
    • /
    • v.12 no.6
    • /
    • pp.666-671
    • /
    • 2019
  • The flight controller(FC) used in small-sized drone was developed as simple structure does not perform complex operations because it uses different MCU with large-sized drone. Also, the balance control of small-sized drone should be simpler than Kalman filter using complex filter and the method using Complementary filter has relatively more operations. So, the method to realize the balance control on small-sized drone effectively using two-track control operating as proper method for above is suggested in this research. This method is a system maintaining effective balance with simple structure and less operations by operating adaptively for the unbalance of the drone with the acceleration sensor with the advantage which performing accurate correction by data processing for long term change and gyroscope sensor maintaining the balance of the drone by data processing for short term change. It is confirmed that stable operation was performed mostly based on the test result for repeatable test more than 100 times using two-track control and it maintained normal state operation more than 98% excluding the difficulty of maintaining normal operation when meets sudden and rapid wind yet.

Design of a Compact Narrow Band Pass Filter Using the Circular CSRR (원형 CSRR를 이용한 소형 협 대역통과 필터 설계)

  • Choi, Dong-Muk;Kim, Dang-Oh;Kim, Che-Young
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.34 no.11A
    • /
    • pp.918-923
    • /
    • 2009
  • In this paper, a design method of the compact narrow band filter on the microstrip board is proposed using complementary split-ring resonators(CSRRs). The design technique of this filter is based on cascading filter stages consisting of the combination of circular CSRRs, capacitive gaps between patches, and inductive grounded stubs with the meander configuration. By these means, it was possible to get the nearly symmetric frequency responses, adjustable bandwidths, compact sizes. And also excellent characteristic of the out-of-band rejection is achieved in contrast to the conventional filter design technique. The measured insertion shows good results about -4.0dB at the center frequency($f_0=1GHz$) and passband return loss is less than -9.4dB. The 3dB fractional bandwidth(FBW) is approximately 4%. The results of the frequency response measured on the fabricated band pass filter substrate show satisfactory agreement with the simulated frequency responses by the HFSS in the region of interest.