FR3099830B1 - Method and system for monitoring a cable network, by principal component analysis - Google Patents
Method and system for monitoring a cable network, by principal component analysis Download PDFInfo
- Publication number
- FR3099830B1 FR3099830B1 FR1908991A FR1908991A FR3099830B1 FR 3099830 B1 FR3099830 B1 FR 3099830B1 FR 1908991 A FR1908991 A FR 1908991A FR 1908991 A FR1908991 A FR 1908991A FR 3099830 B1 FR3099830 B1 FR 3099830B1
- Authority
- FR
- France
- Prior art keywords
- cable network
- network
- multidimensional variable
- prediction error
- monitoring
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
- 238000000034 method Methods 0.000 title abstract 3
- 238000012544 monitoring process Methods 0.000 title abstract 2
- 238000000513 principal component analysis Methods 0.000 title abstract 2
- 238000002310 reflectometry Methods 0.000 abstract 3
- 238000001514 detection method Methods 0.000 abstract 2
- 238000005259 measurement Methods 0.000 abstract 2
- 230000007547 defect Effects 0.000 abstract 1
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R31/00—Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
- G01R31/08—Locating faults in cables, transmission lines, or networks
- G01R31/11—Locating faults in cables, transmission lines, or networks using pulse reflection methods
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R31/00—Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
- G01R31/08—Locating faults in cables, transmission lines, or networks
- G01R31/081—Locating faults in cables, transmission lines, or networks according to type of conductors
- G01R31/086—Locating faults in cables, transmission lines, or networks according to type of conductors in power transmission or distribution networks, i.e. with interconnected conductors
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
- G01R31/00—Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
- G01R31/08—Locating faults in cables, transmission lines, or networks
- G01R31/088—Aspects of digital computing
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y04—INFORMATION OR COMMUNICATION TECHNOLOGIES HAVING AN IMPACT ON OTHER TECHNOLOGY AREAS
- Y04S—SYSTEMS INTEGRATING TECHNOLOGIES RELATED TO POWER NETWORK OPERATION, COMMUNICATION OR INFORMATION TECHNOLOGIES FOR IMPROVING THE ELECTRICAL POWER GENERATION, TRANSMISSION, DISTRIBUTION, MANAGEMENT OR USAGE, i.e. SMART GRIDS
- Y04S10/00—Systems supporting electrical power generation, transmission or distribution
- Y04S10/50—Systems or methods supporting the power network operation or management, involving a certain degree of interaction with the load-side end user applications
- Y04S10/52—Outage or fault management, e.g. fault detection or location
Abstract
Procédé de surveillance d’un réseau de câbles au moyen d’une pluralité de dispositifs de réflectométrie étant chacun connecté en un point du réseau de câbles, le procédé comprenant les étapes de : Acquérir (403), à un instant courant, au moyen de chacun des dispositifs de réflectométrie, une mesure d’un signal de test préalablement injecté dans le réseau et réfléchi sur au moins une discontinuité d’impédance du réseau, chaque mesure étant appelée réflectogramme temporel, l’ensemble des réflectogrammes temporels formant une variable multidimensionnelle, Déterminer (404) au moins une erreur de prédiction entre la variable multidimensionnelle et une projection de la variable multidimensionnelle sur un espace défini par un modèle du réseau de câbles à l’instant initial, le modèle étant déterminé par une analyse en composantes principales, Comparer (405) l’au moins une erreur de prédiction à un seuil de détection de défauts, Sélectionner (406) l’échantillon de la variable multidimensionnelle pour lequel l’erreur de prédiction dépasse le seuil de détection et est maximale, Déterminer (407), pour au moins l’échantillon sélectionné, une contribution relative de chaque dispositif de réflectométrie à cet échantillon. Figure 4A method of monitoring a cable network by means of a plurality of reflectometry devices each being connected to a point of the cable network, the method comprising the steps of: Acquiring (403), at a current time, by means of each of the reflectometry devices, a measurement of a test signal previously injected into the network and reflected on at least one impedance discontinuity of the network, each measurement being called a time reflectogram, the set of time reflectograms forming a multidimensional variable, Determine (404) at least one prediction error between the multidimensional variable and a projection of the multidimensional variable on a space defined by a model of the cable network at the initial time, the model being determined by a principal component analysis, Compare (405) at least one prediction error at a defect detection threshold, Select (406) the sample of the multidimensional variable e for which the prediction error exceeds the detection threshold and is maximum, Determine (407), for at least the selected sample, a relative contribution of each reflectometry device to this sample. Figure 4
Priority Applications (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
FR1908991A FR3099830B1 (en) | 2019-08-06 | 2019-08-06 | Method and system for monitoring a cable network, by principal component analysis |
PCT/EP2020/069687 WO2021023478A1 (en) | 2019-08-06 | 2020-07-13 | Method and system for monitoring a network of cables, via principal component analysis |
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
FR1908991A FR3099830B1 (en) | 2019-08-06 | 2019-08-06 | Method and system for monitoring a cable network, by principal component analysis |
FR1908991 | 2019-08-06 |
Publications (2)
Publication Number | Publication Date |
---|---|
FR3099830A1 FR3099830A1 (en) | 2021-02-12 |
FR3099830B1 true FR3099830B1 (en) | 2021-07-02 |
Family
ID=68072817
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
FR1908991A Active FR3099830B1 (en) | 2019-08-06 | 2019-08-06 | Method and system for monitoring a cable network, by principal component analysis |
Country Status (2)
Country | Link |
---|---|
FR (1) | FR3099830B1 (en) |
WO (1) | WO2021023478A1 (en) |
Families Citing this family (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN115980281B (en) * | 2023-03-16 | 2023-07-18 | 深圳奥雅设计股份有限公司 | Carbon source detection method and system based on carbon neutralization |
Family Cites Families (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US6847267B2 (en) * | 2000-03-07 | 2005-01-25 | Board Of Regents, The University Of Texas System | Methods for transmitting a waveform having a controllable attenuation and propagation velocity |
-
2019
- 2019-08-06 FR FR1908991A patent/FR3099830B1/en active Active
-
2020
- 2020-07-13 WO PCT/EP2020/069687 patent/WO2021023478A1/en active Application Filing
Also Published As
Publication number | Publication date |
---|---|
FR3099830A1 (en) | 2021-02-12 |
WO2021023478A1 (en) | 2021-02-11 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
US20210348342A1 (en) | System and method for inspecting a rail using machine learning | |
WO2017161963A1 (en) | Method and device for detecting optical fiber state | |
CN106247173B (en) | The method and device of pipeline leakage testing | |
FR3050036B1 (en) | METHOD FOR DETECTING NON-FRANCY DEFECTS IN A CABLE BY MERGING DATA | |
KR101694700B1 (en) | Diagnostic systems using vibration measurement devices for water distribution | |
CN112418557B (en) | Data analysis and prediction system and method based on cloud service | |
CN106485805A (en) | A kind of pipeline inspection management method and system | |
CN114576566B (en) | Gas pipeline early warning method, device, equipment and storage medium | |
US11274797B1 (en) | System and method for determining range of possible locations of pipeline leak | |
WO2017076189A1 (en) | Otdr event analysis algorithm based on difference window and template matching | |
FR3095700B1 (en) | Method for detecting non-blunt faults in a cable by principal component analysis | |
EP3860051A3 (en) | Method, apparatus, electronic device, readable storage medium and program for determining robustness | |
FR3099830B1 (en) | Method and system for monitoring a cable network, by principal component analysis | |
US8010468B2 (en) | Method for wafer analysis with artificial neural network and system thereof | |
CN109443525A (en) | A kind of equipment abnormal sound detection system and detection method | |
FR3083322B1 (en) | SYSTEM AND METHOD FOR LOCATING FAULT ON A POLIPHASE ELECTRICAL NETWORK USING DIRECT AND REVERSE VOLTAGE EVOLUTION | |
CN114492629A (en) | Abnormality detection method, abnormality detection device, electronic apparatus, and storage medium | |
CN110361164B (en) | Method and system for analyzing breakpoint position and disturbance position of submarine optical cable | |
US7796530B2 (en) | Method and arrangement for testing the transmission system and method for quality of a speech transmission | |
CN112780953A (en) | Independent metering area pipe network leakage detection method based on mode detection | |
CN112083132A (en) | Sewage pollution tracing method | |
KR20210059322A (en) | Partial discharge position estimation appratus and method | |
WO2016188740A1 (en) | Method for analysing a cable, involving a processing operation amplifying the signature of a soft fault | |
FR3101916B1 (en) | Engine monitoring system | |
WO2022001289A1 (en) | Power distribution network partial discharge ultrasonic test method and system |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PLFP | Fee payment |
Year of fee payment: 2 |
|
PLSC | Publication of the preliminary search report |
Effective date: 20210212 |
|
PLFP | Fee payment |
Year of fee payment: 3 |
|
PLFP | Fee payment |
Year of fee payment: 4 |
|
PLFP | Fee payment |
Year of fee payment: 5 |
|
TQ | Partial transmission of property |
Owner name: UNIVERSITE PARIS-SACLAY, FR Effective date: 20231009 Owner name: SORBONNE UNIVERSITE, FR Effective date: 20231009 Owner name: CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE, FR Effective date: 20231009 Owner name: CENTRALESUPELEC, FR Effective date: 20231009 Owner name: COMMISSARIAT A L'ENERGIE ATOMIQUE ET AUX ENERG, FR Effective date: 20231009 |