Questions tagged [sensor-fusion]

Sensor fusion is a process by which data from several different sensors are "fused" to compute something more than could be determined by any one sensor alone.

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28
votes
2answers
24k views

How to fuse linear and angular data from sensors?

My team and I are setting up an outdoor robot that has encoders, a commercial-grade IMU, and GPS sensor. The robot has a basic tank drive, so the encoders sufficiently supply ticks from the left and ...
8
votes
1answer
5k views

Angle Random Walk vs. Rate Noise Density (MPU6050)

I’ve made a datalog from a MPU6050 (IMU: gyroscope and accelerometer) at 500Hz sample rate. Now I want to calculate the characteristics from the gyro to evaluate the sensor. For the gyro I’ve found ...
8
votes
1answer
1k views

Multiple position estimates fusion

I have a system in which I have two separate subsystems for estimating robot positions. First subsystem is composed of 3 cameras which are used for detecting markers the robot is carrying and which ...
7
votes
4answers
995 views

How to localise a underwater robot?

I am building an autonomous underwater robot. It will be used in swimming pools. It should be capable of running in any normal sized pool, not just the pool in which I test. So I cannot rely on a ...
5
votes
3answers
14k views

Quadcopter Position Measurement (Accelerometer, GPS or Both)?

I previously thought that an accelerometer on a quadcopter is used to find the position by integrating the data got from it. After I read a lot and watched this Youtube video (specifically at time 23:...
7
votes
2answers
8k views

How to track robot position?

I'm a software researcher, who in my spare time mentors a robotics team, helping on the software side of things. For years, I keep coming back to the same question: How to determine the robots ...
5
votes
1answer
166 views

How do timings affect input, sensor fusion, and output?

I'm programming a quadcopter controller. I've managed to make it fly. But, I'm not sure how to set up the timings schedule for each part of the software. I have several sensors (gyro, accelerometer, ...
7
votes
3answers
2k views

information filter instead of kalman filter approach

I read many sources about kalman filter, yet no about the other approach to filtering, where canonical parametrization instead of moments parametrization is used. What is the difference? Other ...
7
votes
2answers
509 views

object level sensor fusion for multiobject tracking

I want to fuse objects coming from several sensors, with different (sometimes overlapping!) fields of view. Having object lists, how can I determine whether some objects observed by different sensors ...
4
votes
1answer
3k views

quaternion implementation

I am trying to implement quaternions and i am using CC2650 sensortag board from TI. This board has MPU9250 from invensense which has Digital Motion Processor (DMP) in it. This DMP gives quaternion, ...
4
votes
1answer
678 views

Are there off the shelf solutions for GPS+INS (accelerometer,gyro,magneto) sensor fusion for getting filtered/fused location and speed output?

I am working on a project that needs tracking location and speed of pedestrians/runners/athletes (so not really robotics, but I see a lot of related usage and posts in the robotics domain, and an ...
2
votes
1answer
329 views

P gain tuning for quadcopter (Is my perception for a P-gain too high correct?)

Good day, I am currently working on a project using Complementary filter for Sensor fusion and PID algorithm for motor control. I viewed a lot of videos in youtube as well as consulted various blogs ...