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<rdf:RDF xmlns:community="http://www.bibsonomy.org/ontologies/2008/05/community#" xmlns:foaf="http://xmlns.com/foaf/0.1/" xmlns:owl="http://www.w3.org/2002/07/owl#" xmlns:admin="http://webns.net/mvcb/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:syn="http://purl.org/rss/1.0/modules/syndication/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:taxo="http://purl.org/rss/1.0/modules/taxonomy/" xmlns:cc="http://web.resource.org/cc/" xmlns:xsd="http://www.w3.org/2001/XMLSchema#" xmlns:swrc="http://swrc.ontoware.org/ontology#" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns="http://purl.org/rss/1.0/" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xml:base="https://puma.ub.uni-stuttgart.de/tag/Localization"><owl:Ontology rdf:about=""><rdfs:comment>PUMA publications for /tag/Localization</rdfs:comment><owl:imports rdf:resource="http://swrc.ontoware.org/ontology/portal"/></owl:Ontology><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/29fc40d7c2981c1be336468bcb88e031c/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/29fc40d7c2981c1be336468bcb88e031c/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Misc"/><swrc:date>Mon Jan 26 14:53:09 CET 2026</swrc:date><swrc:month>09</swrc:month><swrc:title>Evaluation of Field-Coupled Measurement Methods for Sensitive Detection and Localization of Partial Discharges in Motor Stators for Electric Vehicles</swrc:title><swrc:year>2025</swrc:year><swrc:keywords>Detection Discharges Electric Evaluation Field-Coupled Localization Measurement Methods Motor Partial Sensitive Stators Vehicles and for in of </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="2025 IEEE Conference on Electrical Insulation and Dielectric Phenomena (CEIDP) Europe" swrc:key="eventtitle"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="Manchester, UK" swrc:key="venue"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="September 15-17" swrc:key="eventdate"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Florian Steinle"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Yang Hu"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Michael Beltle"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Stefan Tenbohlen"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/254974c29b967525e1bf728eab9ded809/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/254974c29b967525e1bf728eab9ded809/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Misc"/><swrc:date>Mon Jan 15 10:11:24 CET 2024</swrc:date><swrc:month>08</swrc:month><swrc:title>Localization of Partial Discharge Sources in Power Transformers using Neural Networks</swrc:title><swrc:year>2023</swrc:year><swrc:keywords>Discharge Localization Networks Neural Partial Power Sources Transformers in of using </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="25th International Symposium on High Voltage Engineering (ISH 2023)" swrc:key="eventtitle"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="Glasgow, UK" swrc:key="venue"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="August 28 - September 1" swrc:key="eventdate"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Chandra Prakash Beura"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Philipp Wenger"/></rdf:_2><rdf:_3><swrc:Person swrc:name="E. Tozan"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Michael Beltle"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Stefan Tenbohlen"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/24fc6553d01d07521b0f79e89c285261b/huebleriac"><owl:sameAs rdf:resource="/uri/bibtex/24fc6553d01d07521b0f79e89c285261b/huebleriac"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><swrc:date>Wed Jun 15 11:26:56 CEST 2022</swrc:date><swrc:journal>Chemical Physics Letters</swrc:journal><swrc:number>4</swrc:number><swrc:pages>431--434</swrc:pages><swrc:title>First observation of resolved ESR hyperfine structure for a reduced ruthenium(II) polyazine complex</swrc:title><swrc:volume>118</swrc:volume><swrc:year>1985</swrc:year><swrc:keywords>ESR bipyridyl cation;tetrazine complex electron localization pyridyltetrazine ruthenium </swrc:keywords><swrc:abstract>A resolved ESR spectrum of a Ru(II) polyazine radical complex was obsd. in the binuclear species ([(bpy)4Ru2(dptz)]3+ (dptz: 3,6-di-2-pyridyl-1,2,4,5-tetrazine).  ESR in conjunction with HMO McLachlan calcns. reveal the localization of the unpaired electron in the tetrazine \textgreek{p} system and a strongly polarizing effect of the [Ru(bpy)2]2+ fragment. [on SciFinder(R)]</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="0009-2614" swrc:key="issn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1016/0009-2614(85)85405-1" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="W. Kaim"/></rdf:_1><rdf:_2><swrc:Person swrc:name="S. Ernst"/></rdf:_2><rdf:_3><swrc:Person swrc:name="S. Kohlmann"/></rdf:_3><rdf:_4><swrc:Person swrc:name="P. Welkerling"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/237043d0c795fb6415f42c3cbc7821139/inue"><owl:sameAs rdf:resource="/uri/bibtex/237043d0c795fb6415f42c3cbc7821139/inue"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="https://ieeexplore.ieee.org/document/8446013"/><swrc:date>Tue Mar 22 12:24:26 CET 2022</swrc:date><swrc:booktitle>2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)</swrc:booktitle><swrc:month>June</swrc:month><swrc:pages>1-5</swrc:pages><swrc:title>On Deep Learning-Based Massive MIMO Indoor User Localization</swrc:title><swrc:year>2018</swrc:year><swrc:keywords>localization myown from:sdnr ml </swrc:keywords><swrc:abstract>We examine the usability of deep neural networks for multiple-input multiple-output (MIMO) user positioning solely based on the orthogonal frequency division multiplex (OFDM) complex channel coefficients. In contrast to other indoor positioning systems (IPSs), the proposed method does not require any additional piloting overhead or any other changes in the communications system itself as it is deployed on top of an existing OFDM MIMO system. Supported by actual measurements, we are mainly interested in the more challenging non-line of sight (NLoS) scenario. However, gradient descent optimization is known to require a large amount of data-points for training, i.e., the required database would be too large when compared to conventional methods. Thus, we propose a two-step training procedure, with training on simulated line of sight (LoS) data in the first step, and finetuning on measured NLoS positions in the second step. This turns out to reduce the required measured training positions and thus, reduces the effort for data acquisition.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="1948-3252" swrc:key="issn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1109/SPAWC.2018.8446013" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Maximilian {Arnold}"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Sebastian {D\&#034;orner}"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Sebastian {Cammerer}"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Stephan {ten Brink}"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/2610dffb2ee56e926e84dc38d72403650/inue"><owl:sameAs rdf:resource="/uri/bibtex/2610dffb2ee56e926e84dc38d72403650/inue"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="https://ieeexplore.ieee.org/document/8891273"/><swrc:date>Tue Mar 22 12:19:34 CET 2022</swrc:date><swrc:booktitle>2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall)</swrc:booktitle><swrc:month>Sep.</swrc:month><swrc:pages>1-6</swrc:pages><swrc:title>Towards Practical Indoor Positioning Based on Massive MIMO Systems</swrc:title><swrc:year>2019</swrc:year><swrc:keywords>localization myown from:sdnr ml </swrc:keywords><swrc:abstract>We showcase the practicability of an indoor positioning system (IPS) solely based on neural networks (NNs) and the channel state information (CSI) of a (Massive) multiple-input multiple-output (MIMO) communication system, i.e., only build on the basis of data that is already existent in today&#039;s systems. As such our IPS system promises both, a good accuracy without the need of any additional protocol/signaling overhead for the user localization task. In particular, we propose a tailored NN structure with an additional phase branch as feature extractor and (compared to previous results) a significantly reduced amount of trainable parameters, leading to a minimization of the amount of required training data. We provide actual measurements for indoor scenarios with up to 64 antennas covering a large area of 80m 2 . In the second part, several robustness investigations for real-measurements are conducted, i.e., once trained, we analyze the recall accuracy over a period of several days. Further, we analyze the impact of pedestrians walking in-between the measurements and show that finetuning and pre-training of the NN helps to mitigate effects of hardware drifts and alterations in the propagation environment over time. This reduces the amount of required training samples at equal precision and, thereby, decreases the effort of the costly training data acquisition.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="1090-3038" swrc:key="issn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1109/VTCFall.2019.8891273" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Mark {Widmaier}"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Maximilian {Arnold}"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Sebastian {D\&#034;orner}"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Sebastian {Cammerer}"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Stephan {ten Brink}"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/250436676951b54922b2f4cc24abc8ed6/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/250436676951b54922b2f4cc24abc8ed6/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Misc"/><swrc:date>Fri Jan 29 12:33:34 CET 2021</swrc:date><swrc:pages>288-293</swrc:pages><swrc:title>Evaluation of the Frequency Information Contained in PD Signals for Localization in Power Cable Monitoring</swrc:title><swrc:year>2020</swrc:year><swrc:keywords>Cable Contained Evaluation Frequency Information Localization Monitoringsend:unibiblio PD Power Signals for in of the </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="VDE Hochspannungstechnik 2020" swrc:key="eventtitle"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="Berlin, Germany, online" swrc:key="venue"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="November 9-11" swrc:key="eventdate"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Daniel Passow"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Michael Beltle"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Stefan Tenbohlen"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Jens Hohloch"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Martin Siegel"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/2dd9da33fb74d0e4af6fab07aa613e805/isw-bibliothek"><owl:sameAs rdf:resource="/uri/bibtex/2dd9da33fb74d0e4af6fab07aa613e805/isw-bibliothek"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><swrc:date>Thu Jan 21 11:45:33 CET 2021</swrc:date><swrc:booktitle>2020 International Conference on Intelligent Robots and Systems (IROS)</swrc:booktitle><swrc:month>October</swrc:month><swrc:pages>9545-9552</swrc:pages><swrc:title>Kinematic Multibody Model Generation of Deformable Linear Objects from Point Clouds</swrc:title><swrc:year>2020</swrc:year><swrc:keywords>2020 EXC2075 SimTech Soft-Tissue-Robotics deformable grk2198 hze isw localization multibody myown xwk </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="10.1109/IROS45743.2020.9340887" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Markus Wnuk"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Christoph Hinze"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Armin Lechler"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Alexander Verl"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/24e004b357644fb2726a33e94f7b9c312/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/24e004b357644fb2726a33e94f7b9c312/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Proceedings"/><owl:sameAs rdf:resource="https://www.ieh.uni-stuttgart.de/dokumente/publikationen/2004_APTADM_Markalous.pdf"/><swrc:date>Tue Aug 11 13:06:43 CEST 2020</swrc:date><swrc:title>All-Acoustic PD measurements of oil/paper-insulated transformers for PD-localization</swrc:title><swrc:year>2004</swrc:year><swrc:keywords>Acoustic PD algorithms approach direct equations iterative localization measurements non-linear observation online pseudo-time solution solver strategies time-differences </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="APTADM 2004" swrc:key="eventtitle"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="Wroclaw, Poland" swrc:key="venue"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="September 15-17" swrc:key="eventdate"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Sacha M. Markalous"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Kurt Feser"/></rdf:_2></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/2f61b00d83547eff9188258d7bb83c66e/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/2f61b00d83547eff9188258d7bb83c66e/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Misc"/><owl:sameAs rdf:resource="https://www.ieh.uni-stuttgart.de/dokumente/publikationen/2005_ISH_Markalous_Acoustic_Localization_Algorithms.pdf"/><swrc:date>Thu Jul 23 14:39:17 CEST 2020</swrc:date><swrc:title>Improvement of acoustic detection and localization accuracy by sensitive electromagnetic PD measurements under oil in the UHF range </swrc:title><swrc:year>2005</swrc:year><swrc:keywords>PD UHF accuracy acoustic detection electromagnetic localization measurements oil range sensitive </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="14th International Symposium on High Voltage Engineering" swrc:key="eventtitle"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="Beijing, China" swrc:key="venue"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="August 25-29" swrc:key="eventdate"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Sacha Markalous"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Stefan Tenbohlen"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Kurt Feser"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/2f71f9305a3b099f880beca3f1dfba517/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/2f71f9305a3b099f880beca3f1dfba517/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Misc"/><owl:sameAs rdf:resource="https://www.ieh.uni-stuttgart.de/dokumente/publikationen/2005_ish_hoek.pdf"/><swrc:date>Thu Jul 23 14:29:29 CEST 2020</swrc:date><swrc:title>A New Procedure for Partial Discharge Localization in Gas-Insulated Switchgear in Frequency Domain </swrc:title><swrc:year>2005</swrc:year><swrc:keywords>Discharge Domain Frequency Gas-Insulated Localization Partial Switchgear </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="14th International Symposium on High Voltage Engineering" swrc:key="eventtitle"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="Beijing, China" swrc:key="venue"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="August 25-29" swrc:key="eventdate"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Stefan Hoek"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Uwe Riechert"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Thomas Strehl"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Stefan Tenbohlen"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Kurt Feser"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/28a1bcfbbd7eb1d9221aec0786edd97b4/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/28a1bcfbbd7eb1d9221aec0786edd97b4/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Misc"/><owl:sameAs rdf:resource="https://www.ieh.uni-stuttgart.de/dokumente/publikationen/2007_Hoek_T7-547.pdf"/><swrc:date>Mon Jul 13 14:08:02 CEST 2020</swrc:date><swrc:title>New Procedures for Partial Discharge Localization in Gas-Insulated Switchgears in Frequency and Time Domain </swrc:title><swrc:year>2007</swrc:year><swrc:keywords>Discharge Domain Frequency Gas-Insulated Localization New Partial Procedures Switchgears Time </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="15th International Symposium on High Voltage Engineering" swrc:key="eventtitle"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="Ljubljana, Slovenia" swrc:key="venue"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="August 27-31" swrc:key="eventdate"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Stefan M. Hoek"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Uwe Riechert"/></rdf:_2><rdf:_3><swrc:Person swrc:name="T. Strehl"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Kurt Feser"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Stefan Tenbohlen"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/24031684ff724d13478b9d12340abbe47/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/24031684ff724d13478b9d12340abbe47/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><swrc:date>Mon Jun 29 14:54:28 CEST 2020</swrc:date><swrc:journal>European Transactions on Electrical Power (ETEP)</swrc:journal><swrc:month>July</swrc:month><swrc:number>5</swrc:number><swrc:pages>749–762</swrc:pages><swrc:title>Localization of Winding Radial Deformation and Determination of Deformation Extent using Vector Fitting-based Estimated Transfer Function</swrc:title><swrc:volume>19</swrc:volume><swrc:year>2009</swrc:year><swrc:keywords>Deformation Determination Estimated Extent Fitting-based Function Localization Radial Transfer Vector Winding </swrc:keywords><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="P. Karimifard"/></rdf:_1><rdf:_2><swrc:Person swrc:name="G. B. Gharehpetian"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Stefan Tenbohlen"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/28f64fa404cb3c51fbd62c81f54557019/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/28f64fa404cb3c51fbd62c81f54557019/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Proceedings"/><owl:sameAs rdf:resource="https://www.ieh.uni-stuttgart.de/dokumente/publikationen/2010_CMD_Coenen_PD_Localization_by_Acoustic_Sensor_Array.pdf"/><swrc:date>Wed Jun 24 14:22:14 CEST 2020</swrc:date><swrc:title>Localization of PD Sources inside Transformers by Acoustic Sensor Array and UHF
Measurements</swrc:title><swrc:year>2010</swrc:year><swrc:keywords>Acoustic Array EC60270 PD Power Sensor UHF discharge localization partial transformer </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="International Conference on Condition Monitoring and Diagnosis (CMD)" swrc:key="eventtitle"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="Tokyo, Japan" swrc:key="venue"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="September 6-11" swrc:key="eventdate"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Sebastian Coenen"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Stefan Tenbohlen"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Falk-Rüdiger Werner"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Sacha Markalous"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/29cf7c319172aa178eba3177968b47fe3/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/29cf7c319172aa178eba3177968b47fe3/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Misc"/><swrc:date>Tue Jun 23 15:06:49 CEST 2020</swrc:date><swrc:title>Localization of Partial Discharges in Power Transformer by Acoustic Method</swrc:title><swrc:year>2010</swrc:year><swrc:keywords>Acoustic Discharges Localization Method Partial Power Transformer </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="Second IEEE Student Conference 2010" swrc:key="eventtitle"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="Hamburg, Germany" swrc:key="venue"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="May 20-21" swrc:key="eventdate"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Su Su Win"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Sebastian Coenen"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Stefan Tenbohlen"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/271c73a269bf24508c336d7bef19b84fa/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/271c73a269bf24508c336d7bef19b84fa/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Misc"/><swrc:date>Wed May 13 15:22:44 CEST 2020</swrc:date><swrc:title>Partial Discharge Localization in Power Transformers</swrc:title><swrc:year>2013</swrc:year><swrc:keywords>Discharge Localization Partial Power Transformers </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="18th International Symposium on High Voltage Engineering, ISH 2013" swrc:key="eventtitle"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="Seoul, South Korea" swrc:key="venue"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="August 25-30" swrc:key="eventdate"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Su Su Win"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Stefan Tenbohlen"/></rdf:_2></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/2503c537ec64c6d73e4418907520fd0e2/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/2503c537ec64c6d73e4418907520fd0e2/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Misc"/><owl:sameAs rdf:resource="https://www.ieh.uni-stuttgart.de/dokumente/publikationen/2013_Siegel_ISH_NEW_METHODS_FOR_MULTISOURCE_PD_LOCALIZATION_ON_POWER_TRANSFORMERS_BY_AN_ACOUSTIC_SENSOR_ARRAY.pdf"/><swrc:date>Wed May 13 14:31:37 CEST 2020</swrc:date><swrc:title>New Methods for Multisource PD Localization On Power Transfomers by an Acoustic Sensor Array</swrc:title><swrc:year>2013</swrc:year><swrc:keywords>Acoustic Array Localization Multisource PD Power Sensor Transfomers </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="18th International Symposium on High Voltage Engineering, ISH 2013" swrc:key="eventtitle"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="Seoul, South Korea" swrc:key="venue"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="August 25-30" swrc:key="eventdate"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Martin Siegel"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Stefan Tenbohlen"/></rdf:_2><rdf:_3><swrc:Person swrc:name="H.O. Kristiansen"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/256e7b3882ac550bf716e78ab2380b46a/annettegugel"><owl:sameAs rdf:resource="/uri/bibtex/256e7b3882ac550bf716e78ab2380b46a/annettegugel"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Misc"/><owl:sameAs rdf:resource="https://www.ieh.uni-stuttgart.de/dokumente/publikationen/2013_Wild_EIC_Practical_aspects_of_PD_localization...pdf"/><swrc:date>Tue May 12 15:14:15 CEST 2020</swrc:date><swrc:title>Practical Aspects of PD Localization for Long Length Power Cables</swrc:title><swrc:year>2013</swrc:year><swrc:keywords>Cables Length Localization Long PD Power </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="Electrical Insulation Conference 2013 (EIC)" swrc:key="eventtitle"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="Ottawa, Canada" swrc:key="venue"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="June 2-5" swrc:key="eventdate"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Manuel Wild"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Stefan Tenbohlen"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Edward Gulski"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Rogier Jongen"/></rdf:_4><rdf:_5><swrc:Person swrc:name="F. de Vries"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/2a76ca2f1d096a8c6b9fec9442f25ad16/inue"><owl:sameAs rdf:resource="/uri/bibtex/2a76ca2f1d096a8c6b9fec9442f25ad16/inue"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><swrc:date>Fri Mar 20 15:07:06 CET 2020</swrc:date><swrc:booktitle>2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall)</swrc:booktitle><swrc:month>Sep.</swrc:month><swrc:pages>1-6</swrc:pages><swrc:title>Towards Practical Indoor Positioning Based on Massive MIMO Systems</swrc:title><swrc:year>2019</swrc:year><swrc:keywords>extractor;Artificial multiple-output myown from:sdnr (artificial communication;neural nets;telecommunication system;neural extraction arrays;Feature structure;phase measurements;Training;Antenna radio;learning system;user intelligence);MIMO acquisition;feature NN localization communication;indoor neural data networks;channel branch;indoor extraction;indoor systems;indoor scenarios;recall positioning MIMO accuracy;training networks;Antenna information;multiple-input state system;IPS computing;massive task;tailored communication </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="1090-3038" swrc:key="issn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1109/VTCFall.2019.8891273" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="M. {Widmaier}"/></rdf:_1><rdf:_2><swrc:Person swrc:name="M. {Arnold}"/></rdf:_2><rdf:_3><swrc:Person swrc:name="S. {D\&#034;orner}"/></rdf:_3><rdf:_4><swrc:Person swrc:name="S. {Cammerer}"/></rdf:_4><rdf:_5><swrc:Person swrc:name="S. {ten Brink}"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/237043d0c795fb6415f42c3cbc7821139/sdnr"><owl:sameAs rdf:resource="/uri/bibtex/237043d0c795fb6415f42c3cbc7821139/sdnr"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="https://ieeexplore.ieee.org/document/8446013"/><swrc:date>Thu Mar 19 13:20:38 CET 2020</swrc:date><swrc:booktitle>2018 IEEE 19th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)</swrc:booktitle><swrc:month>June</swrc:month><swrc:pages>1-5</swrc:pages><swrc:title>On Deep Learning-Based Massive MIMO Indoor User Localization</swrc:title><swrc:year>2018</swrc:year><swrc:keywords>localization ml myown </swrc:keywords><swrc:abstract>We examine the usability of deep neural networks for multiple-input multiple-output (MIMO) user positioning solely based on the orthogonal frequency division multiplex (OFDM) complex channel coefficients. In contrast to other indoor positioning systems (IPSs), the proposed method does not require any additional piloting overhead or any other changes in the communications system itself as it is deployed on top of an existing OFDM MIMO system. Supported by actual measurements, we are mainly interested in the more challenging non-line of sight (NLoS) scenario. However, gradient descent optimization is known to require a large amount of data-points for training, i.e., the required database would be too large when compared to conventional methods. Thus, we propose a two-step training procedure, with training on simulated line of sight (LoS) data in the first step, and finetuning on measured NLoS positions in the second step. This turns out to reduce the required measured training positions and thus, reduces the effort for data acquisition.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="1948-3252" swrc:key="issn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1109/SPAWC.2018.8446013" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Maximilian {Arnold}"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Sebastian {D\&#034;orner}"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Sebastian {Cammerer}"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Stephan {ten Brink}"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description><rdf:Description rdf:about="https://puma.ub.uni-stuttgart.de/bibtex/2610dffb2ee56e926e84dc38d72403650/sdnr"><owl:sameAs rdf:resource="/uri/bibtex/2610dffb2ee56e926e84dc38d72403650/sdnr"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="https://ieeexplore.ieee.org/document/8891273"/><swrc:date>Thu Mar 19 13:20:38 CET 2020</swrc:date><swrc:booktitle>2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall)</swrc:booktitle><swrc:month>Sep.</swrc:month><swrc:pages>1-6</swrc:pages><swrc:title>Towards Practical Indoor Positioning Based on Massive MIMO Systems</swrc:title><swrc:year>2019</swrc:year><swrc:keywords>localization ml myown </swrc:keywords><swrc:abstract>We showcase the practicability of an indoor positioning system (IPS) solely based on neural networks (NNs) and the channel state information (CSI) of a (Massive) multiple-input multiple-output (MIMO) communication system, i.e., only build on the basis of data that is already existent in today&#039;s systems. As such our IPS system promises both, a good accuracy without the need of any additional protocol/signaling overhead for the user localization task. In particular, we propose a tailored NN structure with an additional phase branch as feature extractor and (compared to previous results) a significantly reduced amount of trainable parameters, leading to a minimization of the amount of required training data. We provide actual measurements for indoor scenarios with up to 64 antennas covering a large area of 80m 2 . In the second part, several robustness investigations for real-measurements are conducted, i.e., once trained, we analyze the recall accuracy over a period of several days. Further, we analyze the impact of pedestrians walking in-between the measurements and show that finetuning and pre-training of the NN helps to mitigate effects of hardware drifts and alterations in the propagation environment over time. This reduces the amount of required training samples at equal precision and, thereby, decreases the effort of the costly training data acquisition.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="1090-3038" swrc:key="issn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1109/VTCFall.2019.8891273" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Mark {Widmaier}"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Maximilian {Arnold}"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Sebastian {D\&#034;orner}"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Sebastian {Cammerer}"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Stephan {ten Brink}"/></rdf:_5></rdf:Seq></swrc:author></rdf:Description><foaf:Group rdf:about="https://puma.ub.uni-stuttgart.de/tag/Localization"><foaf:name>Localization</foaf:name><description>Community for tag(s) Localization</description></foaf:Group></rdf:RDF>