Related Experiment Video
Updated: Feb 8, 2026

The Modular Design and Production of an Intelligent Robot Based on a Closed-Loop Control Strategy
Published on: October 14, 2017
Multiple Fusion Based on the CCD and MEMS Accelerometer for the Low-Cost Multi-Loop Optoelectronic System Control.
Yong Luo1,2,3, Yao Mao4,5, Wei Ren6,7,8
1Institute of Optics and Electronics, Chinese Academy of Science, Chengdu 610209, China. ly250047087@126.com.
This study enhances disturbance suppression in optoelectronic control systems by fusing charge-coupled device (CCD) and accelerometer data. The novel dual-fusion method improves low and medium-frequency performance for better system stability.
Area of Science:
- Control Systems Engineering
- Optical Engineering
- Sensor Fusion
Background:
- Low-cost optoelectronic control systems (OCS) using charge-coupled devices (CCD) and micro-electro-mechanical system (MEMS) accelerometers suffer from insufficient disturbance suppression (DS) at low frequencies due to accelerometer drift and noise.
- Traditional acceleration and position dual-loop control (ADLC) with disturbance observers (DOB) and virtual velocity loops offer suboptimal performance, limited by inaccurate low-frequency disturbance observation and CCD delays in fused velocity signals.
Purpose of the Study:
- To develop an improved method for signal fusion in OCS to enhance disturbance suppression, particularly at low and medium frequencies.
- To overcome the limitations of existing DOBs and velocity estimation techniques by leveraging the complementary strengths of CCDs and accelerometers.
Main Methods:
- A modified complementary filter method is proposed for dual signal fusion of CCD and accelerometer data to obtain accurate low-frequency acceleration and low-delay velocity signals.
- A new acceleration model is created using the drift-free, low-noise, but lower-bandwidth fused acceleration for a fusion DOB (FDOB).
- An additional velocity loop is constructed using the low-delay fused velocity signal.
Main Results:
- The proposed dual-fusion approach yields an acceleration signal with no drift and reduced noise, suitable for the FDOB.
- The fused velocity signal exhibits minimal delay, enabling the construction of an effective additional velocity loop.
- Experimental results demonstrate that the multiple fusion method significantly enhances system disturbance suppression, especially in the low and medium frequency ranges, outperforming traditional DOBs with time-domain fusion.
Conclusions:
- The proposed dual-fusion signal processing technique effectively addresses the limitations of conventional methods in low-cost OCS.
- This approach provides superior disturbance suppression at critical low and medium frequencies, leading to more robust and stable system performance.
- The study validates the benefits of intelligently fusing sensor data with complementary characteristics for advanced control system applications.
Related Concept Videos
Open and closed-loop control systems
An open-loop control system operates without feedback from the output. It consists of two primary elements: the controller and the controlled process. The controller receives an input signal...
Nuclear Fusion
A helium nucleus has a mass that is 0.7% less than that of four hydrogen nuclei; this lost mass is converted into energy during the fusion. This reaction produces about...
Feedback Loops
Multiple Allele Traits
Tagging and Fusion Proteins
SNAREs and Membrane Fusion
SNAREs exist in pairs that symmetrically interact and catalyze the fusion of the lipid bilayers in vesicle and target organelle. v-SNARE in the vesicle membrane are single polypeptide chains that bind to a complementary t-SNARE, composed of 2...

