{"id":"https://openalex.org/W7221576573","doi":"https://doi.org/10.5445/ir/1000197772","title":"Real-World Application of Low-Cost PM Sensors in Dedusting Systems","display_name":"Real-World Application of Low-Cost PM Sensors in Dedusting Systems","publication_year":2026,"publication_date":"2026-10-12","ids":{"openalex":"https://openalex.org/W7221576573","doi":"https://doi.org/10.5445/ir/1000197772"},"language":"en","primary_location":{"id":"doi:10.5445/ir/1000197772","doi":"https://doi.org/10.5445/ir/1000197772","is_oa":true,"landing_page_url":"https://doi.org/10.5445/ir/1000197772","pdf_url":null,"source":{"id":"https://openalex.org/S7407052948","display_name":"KITopen","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I102335020","host_organization_name":"Karlsruhe Institute of Technology","host_organization_lineage":["https://openalex.org/I102335020"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Book"},"volume":null,"type":"book","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.5445/ir/1000197772","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007899809","display_name":"Felix Reinke","orcid":"https://orcid.org/0000-0001-7785-1573","observed_orcids":["https://orcid.org/0000-0001-7785-1573"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Reinke, Felix","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5007899809"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.88674033,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12163","display_name":"Aerosol Filtration and Electrostatic Precipitation","score":0.003800000064074993,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10190","display_name":"Air Quality and Health Impacts","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/2307","display_name":"Health, Toxicology and Mutagenesis"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/low-cost-particulate-matter-sensors","display_name":"low-cost particulate matter sensors","score":0.9929999709129333},{"id":"https://openalex.org/keywords/dust-removal","display_name":"dust removal","score":0.4819999933242798},{"id":"https://openalex.org/keywords/particle-number-concentration","display_name":"particle number concentration","score":0.7429999709129333},{"id":"https://openalex.org/keywords/particle-size-distribution","display_name":"particle size distribution","score":0.9950000047683716},{"id":"https://openalex.org/keywords/in-line-monitoring","display_name":"in-line monitoring","score":0.3529999852180481},{"id":"https://openalex.org/keywords/dust-collectors","display_name":"dust collectors","score":0.3100000023841858},{"id":"https://openalex.org/keywords/filter-clogging","display_name":"filter clogging","score":0.32100000977516174},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"energy consumption","score":0.5049999952316284},{"id":"https://openalex.org/keywords/emissions-measurement","display_name":"emission measurement","score":0.3409999907016754},{"id":"https://openalex.org/keywords/sensor-validation","display_name":"sensor validation","score":0.4569999873638153},{"id":"https://openalex.org/keywords/real-world-applications","display_name":"real-world applications","score":0.35899999737739563},{"id":"https://openalex.org/keywords/industrial-air-pollution","display_name":"industrial air pollution","score":0.3230000138282776}],"concepts":[{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.4690000116825104},{"id":"https://openalex.org/C76960060","wikidata":"https://www.wikidata.org/wiki/Q2572474","display_name":"Umwelt","level":2,"score":0.42489999532699585},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4004000127315521},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3361999988555908},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.299699991941452},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.2513999938964844},{"id":"https://openalex.org/C24245907","wikidata":"https://www.wikidata.org/wiki/Q498957","display_name":"Particulates","level":2,"score":0.24969999492168427},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.2460000067949295},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.2451999932527542},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.24199999868869781}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5445/ir/1000197772","doi":"https://doi.org/10.5445/ir/1000197772","is_oa":true,"landing_page_url":"https://doi.org/10.5445/ir/1000197772","pdf_url":null,"source":{"id":"https://openalex.org/S7407052948","display_name":"KITopen","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I102335020","host_organization_name":"Karlsruhe Institute of Technology","host_organization_lineage":["https://openalex.org/I102335020"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Book"}],"best_oa_location":{"id":"doi:10.5445/ir/1000197772","doi":"https://doi.org/10.5445/ir/1000197772","is_oa":true,"landing_page_url":"https://doi.org/10.5445/ir/1000197772","pdf_url":null,"source":{"id":"https://openalex.org/S7407052948","display_name":"KITopen","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I102335020","host_organization_name":"Karlsruhe Institute of Technology","host_organization_lineage":["https://openalex.org/I102335020"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Book"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production","score":0.7811999917030334},{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4943999946117401}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2814899311","https://openalex.org/W4367396380","https://openalex.org/W3130578328","https://openalex.org/W7219353135","https://openalex.org/W3211903405","https://openalex.org/W6941298333","https://openalex.org/W7117960900","https://openalex.org/W4412802782","https://openalex.org/W3107222070","https://openalex.org/W4367321019"],"abstract_inverted_index":{"Luftschadstoffe":[0],"wirken":[1],"sich":[2,367,386,771,778,800,840,1005,1087],"nachteilig":[3],"auf":[4,106,317,374,389,646,841,1013],"die":[5,9,66,114,177,207,235,262,264,296,332,409,412,448,465,469,473,496,508,537,555,567,660,686,689,719,756,779,788,843,871,906,919,960,966,1014,1038,1062,1089,1094],"menschliche":[6],"Gesundheit":[7],"und":[8,31,38,54,118,130,148,163,189,220,245,283,301,337,418,454,501,521,557,622,638,640,683,745,810,851,887,905,932,941,964,976,993,1024,1048,1051,1070,1075,1093],"Umwelt":[10],"aus.":[11],"Sie":[12],"entstehen":[13],"sowohl":[14],"aus":[15,20,45,110,844,923,1008],"nat\u00fcrlichen":[16],"Quellen":[17],"als":[18],"auch":[19,72,411,671],"anthropogenen":[21],"Prozessen,":[22],"insbesondere":[23],"bei":[24,278,370,376,422,432,672,950,981,989,994,998],"Verbrennungsvorg\u00e4ngen":[25],"in":[26,35,191,196,229,237,254,288,792,857,1043,1063,1129],"der":[27,36,39,46,68,73,111,227,314,352,406,429,450,461,476,498,502,518,522,551,579,582,602,608,628,644,653,680,711,751,847,865,1019,1028,1108,1110,1115,1117,1123],"Energieversorgung,":[28],"im":[29,32,436,543,614,655,703,736,829],"Haushalt":[30],"Verkehr":[33],"sowie":[34,468,854,1122],"Landwirtschaft":[37],"Industrie.":[40],"Um":[41],"lokal":[42],"emittierte":[43],"Partikeln":[44,714],"Prozessluft":[47],"abzutren":[48],"nen,":[49],"kommeninzahlreichenindustriellen":[50],"AnwendungenEntstaubungsanlagen":[51],"wie":[52],"Abreinigungsfilter":[53],"Nassabscheider":[55,239,546,615,656,704],"zum":[56],"Einsatz.":[57],"Vor":[58,678],"dem":[59,338,569,765,1009],"Hintergrund":[60],"steigender":[61],"Energiekosten":[62],"beeinflusst":[63],"nicht":[64,821],"nur":[65,169,356],"Minimierung":[67],"Parti":[69,243],"kelemissionen,":[70],"sondern":[71],"spezifische":[74],"Energiebedarf":[75],"dieser":[76,458,874,1064],"Anlagen":[77],"ma\u00dfgeblich":[78],"deren":[79,419,591],"wirtschaftliche":[80],"Bewertung.":[81],"Gleichzeitig":[82],"f\u00fchren":[83],"variierende":[84],"Prozessparameter":[85],"zu":[86,218,223,247,259,275,322,604,774,835,888,903,912,930,935,991,1000],"wechselnden":[87],"Absaugbedingungen,":[88],"was":[89],"flexible":[90],"Ent":[91],"staubungsl\u00f6sungen":[92],"erforderlich":[93],"macht.":[94],"Modulare":[95],"Anlagenkonzepte":[96],"k\u00f6nnen":[97,1047],"diese":[98,318,494,1033,1059],"Flexibilit\u00e4t":[99],"gew\u00e4hrleisten.":[100],"Erg\u00e4nzend":[101],"erm\u00f6glicht":[102],"eine":[103,121,152,341,528,730,1081],"modellgest\u00fctzte":[104,265],"Prozesssimulation":[105],"Basis":[107],"empirischer":[108,1053],"Berechnungsgleichungen":[109],"Lite":[112],"ratur":[113],"Vorausberechnung":[115,266],"von":[116,124,186,267,281,325,368,387,395,438,593,721,726,741,790,859,956,985,1011,1096,1101,1126],"Abscheidegraden":[117],"Leistungsaufnahmen.":[119],"F\u00fcr":[120,307,768],"verl\u00e4ssliche":[122],"Modellvalidierung":[123],"Emissionen":[125,268,979],"sind":[126],"jedoch":[127,167,760],"konti":[128],"nuierliche":[129],"belastbare":[131],"Emissionsdaten":[132,802],"erforderlich.":[133],"Low-Cost":[134],"Particulate":[135],"Matter":[136],"Sensoren":[137,236,263,398,688,755,819,920],"(LC-PM-Sensoren)":[138],"bieten":[139],"hierf\u00fcr":[140],"ein":[141,705,793],"gro\u00dfes":[142],"Potenzial,":[143],"da":[144],"sie":[145,253,485,696,1086],"kompakt,":[146],"kosteng\u00fcnstig":[147],"prinzipiell":[149],"geeignet":[150],"f\u00fcr":[151,464,472,486,761,803,946,962,1037,1088,1119],"prozessintegrierte":[153],"Inline\u00fcberwachung":[154],"sind.":[155],"Ihre":[156,630],"quantitative":[157],"Einsetzbarkeit":[158,828],"unter":[159,202,285,511,957,1006,1112],"hohen":[160],"Staub":[161],"konzentrationen":[162],"variablen":[164],"Betriebsbedingungen":[165],"ist":[166],"bisher":[168],"unzureichend":[170],"untersucht.":[171,291],"Die":[172,193,362,380,426,444,504,573,588,650,732,817,837,863,890,972,1017],"vorliegende":[173],"Arbeit":[174,1065],"bewertet":[175],"daher":[176],"Eignung":[178],"eines":[179,545],"solchen":[180],"LC-PM-Sensors":[181],"(Sensirion":[182],"SPS30),":[183],"zur":[184,516,580,700,811,1049,1098],"Messung":[185,517],"Partikelan":[187],"zahlkonzentrationen":[188],"Partikelgr\u00f6\u00dfenverteilungen":[190],"Absauganlagen.":[192],"Untersuchungen":[194],"erfolgen":[195],"drei":[197],"Schritten.":[198],"Zun\u00e4chst":[199],"werden":[200,234,252,525,896,1046],"Laborstudien":[201],"idealisierten":[203,286],"Bedingungen":[204,287,515],"durchgef\u00fchrt,":[205],"um":[206,241,258,729,826,870,898,927,1079],"LC-PM-Sensoren":[208,272,300,336,354,410,445,510,538,618,661,743,773,791,866,894,1020,1036,1067],"mit":[209,216,345,568,764,781,806,882,908,922],"etablierter":[210],"Referenzmesstechnik":[211],"(RI)":[212],"(Palas":[213],"Promo":[214],"2000H":[215],"welas2100HP)":[217],"vergleichen":[219],"systematische":[221],"Abweichungen":[222,631,955,973,1003],"quantifizieren.":[224],"Anschlie\u00dfend":[225],"erfolgt":[226],"Einsatz":[228],"Entstaubungsanlagen.":[230],"Im":[231,249,548,698,784],"ersten":[232],"Anwendungsfall":[233,251],"einem":[238,255,276,982],"installiert,":[240],"kontinuierlich":[242],"kelanzahlkonzentrationen":[244],"Gr\u00f6\u00dfenverteilungen":[246],"erfassen.":[248],"zweiten":[250,609],"Patronenfiltersystem":[256],"integriert,":[257],"pr\u00fcfen,":[260],"inwieweit":[261],"unterst\u00fctzen":[269],"k\u00f6nnen.":[270],"F\u00fcnf":[271],"wurden":[273,484,536,820,850,867],"parallel":[274],"RI":[277,339,414,570],"relativen":[279,315],"Feuchten":[280],"55%":[282,371],"95%":[284,377],"einer":[289,605],"Messkammer":[290,701],"Bei":[292],"beiden":[293,423],"Feuchtebedingungen":[294],"folgte":[295],"Abweichung":[297,319,333,384],"zwischen":[298,334,636,939,974],"den":[299,335,396,512,534,723,742,804,855,860,877,883,909,947],"RI-Messungen":[302],"demselben":[303],"konzentrationsabh\u00e4n":[304],"gigen":[305],"Verlauf.":[306],"das":[308,852],"verwendete":[309],"Partikelsystem":[310],"wurde":[311,460,702,735,797],"kein":[312],"Einfluss":[313,1010],"Feuchte":[316,373,435],"festgestellt.":[320],"Bis":[321],"Partikelanzahlkon":[323,519],"zentrationen":[324],"etwa":[326,439,559,594,986,995],"6":[327],"\u00d7":[328,561,596],"10^4":[329,562,597],"1/cm3":[330,563,598,728],"konnte":[331],"durch":[340,822,876],"Polynomfunktion":[342],"dritter":[343,584],"Ordnung":[344,585],"sensorspezifischen":[346],"Koeffizienten":[347],"beschrieben":[348],"werden.":[349],"Der":[350,937],"Vergleich":[351,699,805,878,938],"f\u00fcnf":[353],"zeigte":[355,657,1032],"geringe":[357],"Unterschiede":[358,482],"innerhalb":[359,625,1027],"des":[360,402,577,612,626,808,900,969,1041],"Sensorarrays.":[361],"mittlere":[363,381],"relative":[364,383],"Standardabweichung":[365],"\u00e4nderte":[366,385],"5.75%":[369],"relativer":[372,378,434],"5.95%":[375],"Feuchte.":[379],"absolute":[382],"4.25%":[388],"4.46%.":[390],"LC-PM-Sensor":[391,553,694],"1":[392,647],"wich":[393],"konsistent":[394],"\u00fcbrigen":[397],"ab.":[399,425,456,1030],"M\u00f6glicherweise":[400],"aufgrund":[401],"abweichenden":[403],"Produktionsdatums.":[404],"Neben":[405],"Partikelanzahlkonzentration":[407,467,500,556],"bildeten":[408,446,685,1021],"vom":[413,632],"gemessenen":[415,967],"Partikelgr\u00f6\u00dfen":[416],"verteilungen":[417],"zeitliche":[420],"Entwicklung":[421,1095],"Feuchteniveaus":[424],"st\u00e4rksten":[427],"Verschiebungen":[428],"Partikelgr\u00f6\u00dfenverteilung":[430,477,523,1111],"traten":[431],"hoher":[433],"Gr\u00f6\u00dfenbereich":[437],"0.3\u00b5m":[440],"bis":[441,648,990,999],"0.7\u00b5m":[442],"auf.":[443],"au\u00dferdem":[447],"Verl\u00e4ufe":[449],"Fraktionen":[451],"\u2206PCN,PM0.5,":[452,758],"\u2206PCN,PM1.0":[453,734,762],"\u2206PCN,PM2.5":[455,740,769],"Auf":[457],"Grundlage":[459],"Korrekturfaktor":[462],"\u03b11":[463,682],"gesamte":[466],"Korrekturfaktoren":[470],"\u03b12,i":[471,684],"einzelnen":[474],"Gr\u00f6\u00dfenklassen":[475],"entwickelt.":[478],"Da":[479],"beide":[480],"sensorspezifische":[481,529],"zeigten,":[483,892],"jeden":[487],"Sensor":[488],"separat":[489],"bestimmt.":[490],"In":[491,1072],"Kombination":[492],"erm\u00f6glichten":[493],"Faktoren":[495],"Korrektur":[497,530,603],"gesamten":[499],"Partikelgr\u00f6\u00dfenverteilung.":[503],"Ergebnisse":[505,891],"zeigen,":[506],"dass":[507,659,893,959,1035,1061],"untersuchten":[509,513,667,830,901,952],"kontrollierten":[514],"zentration":[520],"eingesetzt":[524,1045],"k\u00f6nnen,":[526,897],"sofern":[527],"angewendet":[531],"wird.":[532],"Nach":[533,749],"Labormessungen":[535],"an":[539],"zwei":[540],"Posi":[541],"tionen":[542],"Versuchsstand":[544],"installiert.":[547],"Rohgaskanal":[549],"untersch\u00e4tzte":[550],"installierte":[552],"2":[554],"erfasste":[558],"6.4":[560],"gegen\u00fcber":[564],"8.9\u00d710^4":[565],"1/cm3,":[566],"gemessen":[571],"wurden.":[572],"Gesamtpartikelanzahlkonzentration":[574],"lag":[575],"oberhalb":[576,611,674],"Bereichs,":[578],"Herleitung":[581],"Polynomkorrektur":[583,645],"verwendet":[586,895],"wurde.":[587,748],"Extrapolation":[589],"\u00fcber":[590,665,717],"Obergrenze":[592],"4":[595,621],"hinaus":[599],"f\u00fchrte":[600],"nach":[601,642],"\u00dcbersch\u00e4tzung.":[606],"An":[607],"Messposition":[610],"Tropfenabscheiders":[613],"ma\u00dfen":[616],"vier":[617],"(1,":[619],"3,":[620],"5)":[623],"Partikelanzahlkonzentrationen":[624],"G\u00fcltigkeitsbereichs":[627],"Korrekturfunktion.":[629],"Referen":[633],"zinstrument":[634],"lagen":[635,980],"34":[637],"48%":[639],"sanken":[641],"Anwendung":[643,679,750],"20%.":[649],"erweiterte":[651],"Auswertung":[652],"Messungen":[654,864,1018],"au\u00dferdem,":[658],"lokale":[662],"Konzentrati":[663],"onsverl\u00e4ufe":[664],"alle":[666,754,772],"Partikelgr\u00f6\u00dfenklassen":[668],"hinweg":[669],"abbildeten,":[670],"Betrieb":[673],"ihrer":[675],"nominalen":[676],"Grenzwerte.":[677],"Skalierungsfaktoren":[681,752],"meisten":[687],"Fraktion":[690,733,757],"\u2206PCN,PM0.5":[691,722],"ab,":[692],"w\u00e4hrend":[693,739],"3":[695,744],"untersch\u00e4tzte.":[697],"h\u00f6herer":[706],"Anteil":[707],"submikroner":[708],"Partikel":[709],"infolge":[710],"Abscheidung":[712],"gr\u00f6\u00dferer":[713],"beobachtet.":[715],"Dadurch":[716],"schritten":[718],"Konzentrationen":[720],"spezifizierten":[724],"Maximalwert":[725],"3000":[727],"Gr\u00f6\u00dfenordnung.":[731],"Allgemeinen":[737],"untersch\u00e4tzt,":[738],"5":[746],"\u00fcbersch\u00e4tzt":[747],"\u00fcbersch\u00e4tzten":[753],"stimmten":[759],"besser":[763],"Referenzinstrument":[766],"\u00fcberein.":[767],"verschoben":[770],"kleineren":[775],"Werten,":[776],"wodurch":[777],"\u00dcbereinstimmung":[780],"demReferenzinstrument":[782],"verbesserte.":[783],"letzten":[785],"Schritt":[786],"erfolgte":[787],"Integration":[789,1125],"Patro":[794],"nenfiltersystem.":[795],"Dabei":[796],"untersucht,":[798],"ob":[799],"gemessene":[801],"Modellgleichungen":[807,875,961],"Systems":[809,970],"Ableitung":[812],"vonBe":[813],"triebszust\u00e4nden":[814],"nutzen":[815],"lassen.":[816],"verwendeten":[818,1066],"sensorindividuelle":[823],"Korrekturfunktionen":[824],"angepasst,":[825],"ihre":[827],"System":[831],"ohne":[832],"vorherige":[833],"Anpassung":[834],"pr\u00fcfen.":[836,889],"Bewertung":[838],"st\u00fctzte":[839],"Modellgleichungen,":[842],"empirischen":[845],"Korrelationen":[846],"Literatur":[848],"abgeleitet":[849],"Emissionsverhalten":[853],"Leistungsbedarf":[856,949],"Abh\u00e4ngigkeit":[858],"Betriebsparametern":[861],"beschreiben.":[862],"anschlie\u00dfend":[868],"genutzt,":[869],"emissionsbezogenen":[872],"Anteile":[873],"gemessener":[879],"Emissions":[880],"verl\u00e4ufe":[881],"zugeh\u00f6rigen":[884,910],"Modellvorhersagen":[885,911],"anzupassen":[886],"Emissionstrends":[899],"Filtersystems":[902],"erfassen":[904],"Messdaten":[907],"vergleichen.":[913],"Trotz":[914],"ihres":[915],"begrenzten":[916],"Spezifikationsbereichs":[917],"lieferten":[918],"Emissionsmessungen":[921],"reichender":[924],"zeitlicher":[925],"Aufl\u00f6sung,":[926],"charakteristische":[928,1025],"Filtrationsverl\u00e4ufe":[929],"identifizieren":[931],"modellbasierte":[933],"Vorhersagen":[934],"unterst\u00fctzen.":[936],"modellierten":[940,975],"experimentell":[942],"bestimmten":[943],"Betriebspunkten":[944],"ergab":[945],"vorhergesagten":[948],"allen":[951],"Betriebsbedin":[953],"gungen":[954],"20%.Dieszeigte,":[958],"Druckverlust":[963],"Regenerationsenergie":[965],"Zusammenh\u00e4nge":[968],"abbildeten.":[971],"ge":[977],"messenen":[978],"eintragsseitigen":[983],"Staubmassenstrom":[984],"500":[987],"g/h":[988,997],"70%":[992],"2800":[996],"800%.":[1001],"Diese":[1002],"ergaben":[1004],"anderem":[1007],"Emin":[1012],"berechneten":[1015],"Emissionen.":[1016],"qualitative":[1022,1069],"Emissionsmuster":[1023],"Peakstrukturen":[1026],"Filtrationszyklen":[1029],"Insgesamt":[1031],"Untersuchung,":[1034],"\u00dcber":[1039],"wachung":[1040],"Emissionsverhaltens":[1042],"Entstaubungssystemen":[1044],"Pr\u00fcfung":[1050],"Weiterentwicklung":[1052],"Modellgleichun":[1054],"gen":[1055],"beitragen.":[1056],"Zusammenfassend":[1057],"zeigt":[1058],"Arbeit,":[1060],"robuste":[1068],"semi-quantitative":[1071],"formationen":[1073],"liefern":[1074],"ihren":[1076],"nutzbaren":[1077],"Messbereich":[1078],"mindestens":[1080],"Gr\u00f6\u00dfenordnung":[1082],"erweitern.":[1083],"Damit":[1084],"eignen":[1085],"kontinuierliche":[1090],"Pro":[1091],"zess\u00fcberwachung":[1092],"Modellen":[1097],"Zustandsabbildung":[1099],"undProzessoptimierung":[1100],"Entstaubungssystemen.":[1102],"Weiterer":[1103],"Forschungsbe":[1104],"darf":[1105],"besteht":[1106],"hinsichtlich":[1107],"Erfassung":[1109],"realen":[1113],"Prozessbedingungen,":[1114],"Langzeitstabilit\u00e4t,":[1116],"Sensorkalibrierung":[1118],"unterschiedliche":[1120],"Staubtypen":[1121],"automatisierten":[1124],"LC-PM":[1127],"Sensordaten":[1128],"adaptive":[1130],"digitale":[1131],"Modelle.":[1132]},"counts_by_year":[],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2026-10-13T00:00:00"}
