Preliminary Results of a Structural Health Monitoring System Application for Real-Time Debonding Detection on a Full-Scale Composite Spar
The present paper reports the outcomes of activities concerning a real-time SHM system for debonding flaw detection based on ground testing of an aircraft structural component as a basis for condition-based maintenance. In this application, a damage detection method unrelated to structural or load m...
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| Published in | Sensors (Basel, Switzerland) Vol. 23; no. 1; p. 455 |
|---|---|
| Main Authors | , , , , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Switzerland
MDPI AG
01.01.2023
MDPI |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1424-8220 1424-8220 |
| DOI | 10.3390/s23010455 |
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| Abstract | The present paper reports the outcomes of activities concerning a real-time SHM system for debonding flaw detection based on ground testing of an aircraft structural component as a basis for condition-based maintenance. In this application, a damage detection method unrelated to structural or load models is investigated. In the reported application, the system is applied for real-time detection of two flaws, kissing bond type, artificially deployed over a full-scale composite spar under the action of external bending loads. The proposed algorithm, local high-edge onset (LHEO), detects damage as an edge onset in both the space and time domains, correlating current strain levels to next strain levels within a sliding inner product proportional to the sensor step and the acquisition time interval, respectively. Real-time implementation can run on a consumer-grade computer. The SHM algorithm was written in Matlab and compiled as a Python module, then called from a multiprocess wrapper code with separate operations for data reception and data elaboration. The proposed SHM system is made of FBG arrays, an interrogator, an in-house SHM code, an original decoding software (SW) for real-time implementation of multiple SHM algorithms and a continuous interface with an external operator. |
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| AbstractList | The present paper reports the outcomes of activities concerning a real-time SHM system for debonding flaw detection based on ground testing of an aircraft structural component as a basis for condition-based maintenance. In this application, a damage detection method unrelated to structural or load models is investigated. In the reported application, the system is applied for real-time detection of two flaws, kissing bond type, artificially deployed over a full-scale composite spar under the action of external bending loads. The proposed algorithm, local high-edge onset (LHEO), detects damage as an edge onset in both the space and time domains, correlating current strain levels to next strain levels within a sliding inner product proportional to the sensor step and the acquisition time interval, respectively. Real-time implementation can run on a consumer-grade computer. The SHM algorithm was written in Matlab and compiled as a Python module, then called from a multiprocess wrapper code with separate operations for data reception and data elaboration. The proposed SHM system is made of FBG arrays, an interrogator, an in-house SHM code, an original decoding software (SW) for real-time implementation of multiple SHM algorithms and a continuous interface with an external operator. The present paper reports the outcomes of activities concerning a real-time SHM system for debonding flaw detection based on ground testing of an aircraft structural component as a basis for condition-based maintenance. In this application, a damage detection method unrelated to structural or load models is investigated. In the reported application, the system is applied for real-time detection of two flaws, kissing bond type, artificially deployed over a full-scale composite spar under the action of external bending loads. The proposed algorithm, local high-edge onset (LHEO), detects damage as an edge onset in both the space and time domains, correlating current strain levels to next strain levels within a sliding inner product proportional to the sensor step and the acquisition time interval, respectively. Real-time implementation can run on a consumer-grade computer. The SHM algorithm was written in Matlab and compiled as a Python module, then called from a multiprocess wrapper code with separate operations for data reception and data elaboration. The proposed SHM system is made of FBG arrays, an interrogator, an in-house SHM code, an original decoding software (SW) for real-time implementation of multiple SHM algorithms and a continuous interface with an external operator.The present paper reports the outcomes of activities concerning a real-time SHM system for debonding flaw detection based on ground testing of an aircraft structural component as a basis for condition-based maintenance. In this application, a damage detection method unrelated to structural or load models is investigated. In the reported application, the system is applied for real-time detection of two flaws, kissing bond type, artificially deployed over a full-scale composite spar under the action of external bending loads. The proposed algorithm, local high-edge onset (LHEO), detects damage as an edge onset in both the space and time domains, correlating current strain levels to next strain levels within a sliding inner product proportional to the sensor step and the acquisition time interval, respectively. Real-time implementation can run on a consumer-grade computer. The SHM algorithm was written in Matlab and compiled as a Python module, then called from a multiprocess wrapper code with separate operations for data reception and data elaboration. The proposed SHM system is made of FBG arrays, an interrogator, an in-house SHM code, an original decoding software (SW) for real-time implementation of multiple SHM algorithms and a continuous interface with an external operator. |
| Audience | Academic |
| Author | Concilio, Antonio Mercurio, Umberto Apuleo, Gianvito Shoham, Shay Ciminello, Monica Kressel, Iddo Sikorski, Bogdan Pellone, Lorenzo Tur, Moshe Galasso, Bernardino Cozzolino, Aniello |
| AuthorAffiliation | 1 Adaptive Structures Division, The Italian Aerospace Research Centre (CIRA), 81043 Capua, Italy 4 School of Electrical Engineering, Tel-Aviv University (TAU), Tel Aviv 70100, Israel 3 Advanced Structural Technologies, Engineering Center, Israel Aerospace Industries (IAI), Ben Gurion International Airport, Tel Aviv 70100, Israel 2 Research Division, Piaggio Aerospace Industries, 81043 Capua, Italy |
| AuthorAffiliation_xml | – name: 1 Adaptive Structures Division, The Italian Aerospace Research Centre (CIRA), 81043 Capua, Italy – name: 4 School of Electrical Engineering, Tel-Aviv University (TAU), Tel Aviv 70100, Israel – name: 2 Research Division, Piaggio Aerospace Industries, 81043 Capua, Italy – name: 3 Advanced Structural Technologies, Engineering Center, Israel Aerospace Industries (IAI), Ben Gurion International Airport, Tel Aviv 70100, Israel |
| Author_xml | – sequence: 1 givenname: Monica orcidid: 0000-0001-5289-1800 surname: Ciminello fullname: Ciminello, Monica – sequence: 2 givenname: Bogdan surname: Sikorski fullname: Sikorski, Bogdan – sequence: 3 givenname: Bernardino surname: Galasso fullname: Galasso, Bernardino – sequence: 4 givenname: Lorenzo orcidid: 0000-0002-6859-1922 surname: Pellone fullname: Pellone, Lorenzo – sequence: 5 givenname: Umberto surname: Mercurio fullname: Mercurio, Umberto – sequence: 6 givenname: Antonio orcidid: 0000-0001-8150-147X surname: Concilio fullname: Concilio, Antonio – sequence: 7 givenname: Gianvito surname: Apuleo fullname: Apuleo, Gianvito – sequence: 8 givenname: Aniello surname: Cozzolino fullname: Cozzolino, Aniello – sequence: 9 givenname: Iddo surname: Kressel fullname: Kressel, Iddo – sequence: 10 givenname: Shay surname: Shoham fullname: Shoham, Shay – sequence: 11 givenname: Moshe surname: Tur fullname: Tur, Moshe |
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| Cites_doi | 10.1177/1475921718758980 10.1117/12.2303952 10.1007/s12205-020-0622-0 10.12783/SHM2015/371 10.1088/0964-1726/24/7/075022 10.1117/12.2514297 10.1016/j.compstruct.2019.02.088 10.3390/s150818666 10.1109/MetroAeroSpace51421.2021.9511651 10.1007/978-3-030-34372-9 10.3390/s22114152 10.3390/s22239262 10.1016/j.ifacol.2022.09.200 |
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| References | Kressel (ref_8) 2015; 24 ref_24 ref_12 ref_23 ref_22 ref_10 Khosraviani (ref_21) 2021; 25 ref_1 ref_3 ref_2 ref_19 ref_18 Ciminello (ref_14) 2019; 216 ref_17 ref_16 ref_15 ref_9 (ref_11) 2015; 15 ref_5 Ciminello (ref_13) 2018; 17 Okagawa (ref_20) 2022; 55 ref_4 ref_7 ref_6 |
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| SubjectTerms | Adhesives Aircraft Algorithms Comparative analysis composite structures Computers Cost control damage characterization Design Drone aircraft Fasteners Fiber optics Measurement Mechanical properties Methods Monitoring, Physiologic Non-destructive testing real-time processing Sensors smart devices Software Strains and stresses Stress relaxation (Materials) Stress relieving (Materials) structural health monitoring Testing |
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| Title | Preliminary Results of a Structural Health Monitoring System Application for Real-Time Debonding Detection on a Full-Scale Composite Spar |
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