2020
DOI: 10.3390/s20113300
|View full text |Cite
|
Sign up to set email alerts
|

A Smartphone Integrated Hand-Held Gap and Flush Measurement System for in Line Quality Control of Car Body Assembly

Abstract: This paper presents the design and the characterization of a portable laser triangulation measurement system for measuring gap and flush in the car body assembly process. Targeting Human in the Loop (HILT) operations in the manufacturing sector, and in line with the vision of human empowerment with Industry 4.0 technologies, the instrument embeds features to ease operators’ activity and compensate possible misuse that could affect the robustness and the quality of data acquired. The device is based on a smartp… Show more

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
2
1

Citation Types

0
3
0

Year Published

2021
2021
2023
2023

Publication Types

Select...
7
1

Relationship

0
8

Authors

Journals

citations
Cited by 18 publications
(3 citation statements)
references
References 22 publications
(24 reference statements)
0
3
0
Order By: Relevance
“…The errors of each set of training data are summed up. In stochastic gradient methods [70][71][72][73][74][75][76][77], the cost and sum of errors is used to update current model parameters to reduce the distance from the optimal point in the parameter space. The equation of binary cross entropy is shown as follows:…”
Section: Expansion Joint Device Recognitionmentioning
confidence: 99%
“…The errors of each set of training data are summed up. In stochastic gradient methods [70][71][72][73][74][75][76][77], the cost and sum of errors is used to update current model parameters to reduce the distance from the optimal point in the parameter space. The equation of binary cross entropy is shown as follows:…”
Section: Expansion Joint Device Recognitionmentioning
confidence: 99%
“…The assembly gap is usually applied to indicate the assembly quality in some assembly task such as the car body assembly, 1 tip clearance in turbine, 2 clearance of Gyro motor, 3 etc. These gaps are measured for adjustment or record by manual gauge 4 in past.…”
Section: Introductionmentioning
confidence: 99%
“…Tran and Ha (2018) developed a gap and flush measurement system involving a highresolution camera and a multi-line laser. Vicente et al (2020) developed a portable laser triangulation measurement system to measure the gap and flush in an automotive assembly process. Although these methods are promising, they must be optimized in terms of stability and reliability.…”
Section: Introductionmentioning
confidence: 99%