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www.fhnw.ch/ht
Social Engineering
trifft auf Grüngut
Wie künstliche Intelligenz die
Vorhersage von Fremdstoffen in
Grüngut ermöglicht
Fachtagung Biomasse Suisse
Petar Mandaliev
21. November 2023, Murten
www.fhnw.ch/ht
Einige Fakten und Gedanken
– Fremdstoffe in Grünabfällen
sind kein lokales Phänomen;
21. November 2023 Fachtagung Biomasse Suisse 2
www.fhnw.ch/ht
Einige Fakten und Gedanken
– Fremdstoffe in Grünabfällen
sind kein lokales Phänomen;
– Fremdstoffe müssen an der
Quelle reduziert werden;
21. November 2023 Fachtagung Biomasse Suisse 3
www.fhnw.ch/ht
Einige Fakten und Gedanken
– Fremdstoffe in Grünabfällen
sind kein lokales Phänomen;
– Fremdstoffe müssen an der
Quelle reduziert werden;
– Aufklärungskampagnen sind
teuer und nur begrenzt wirksam.
21. November 2023 Fachtagung Biomasse Suisse 4
www.fhnw.ch/ht
21. November 2023 Fachtagung Biomasse Suisse 5
Warum werfen wir Fremdstoffe?
www.fhnw.ch/ht
21 Einflussfaktoren auf den Fremdstoffgehalt in Grüngut
21. November 2023 6
2.6%
Fachtagung Biomasse Suisse
– Ein FHNW-Forschungsprojekt
untersuchte 21 Einflussfaktoren
auf den Fremdstoffgehalt in
Grüngut.
– Eine KI-gestützte statistische
Modellierung ermöglicht die
Vorhersage des Fremdstoff-
gehalts an beliebigen Orten auf
der Stadtkarte.
www.fhnw.ch/ht
Vorhersage an einem bestimmten Kartenpunkt
21. November 2023 Fachtagung Biomasse Suisse 7
www.fhnw.ch/ht
Eine Vielzahl von Anwendungsmöglichkeiten
21. November 2023 8
Fachtagung Biomasse Suisse
✓Informationskampagnen deutlich kostengünstiger gestalten;
✓Effizientere Abfallbehandlung in den Anlagen durch gezielte
Abfallsammlung;
Weitere Ideen für Anwendungen oder für Pilotprojekte sind
willkommen!
Bitte in der Pause diskutieren!
www.fhnw.ch/ht
Danke !

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Mandaliev_FHNW.pdf

  • 1. www.fhnw.ch/ht Social Engineering trifft auf Grüngut Wie künstliche Intelligenz die Vorhersage von Fremdstoffen in Grüngut ermöglicht Fachtagung Biomasse Suisse Petar Mandaliev 21. November 2023, Murten
  • 2. www.fhnw.ch/ht Einige Fakten und Gedanken – Fremdstoffe in Grünabfällen sind kein lokales Phänomen; 21. November 2023 Fachtagung Biomasse Suisse 2
  • 3. www.fhnw.ch/ht Einige Fakten und Gedanken – Fremdstoffe in Grünabfällen sind kein lokales Phänomen; – Fremdstoffe müssen an der Quelle reduziert werden; 21. November 2023 Fachtagung Biomasse Suisse 3
  • 4. www.fhnw.ch/ht Einige Fakten und Gedanken – Fremdstoffe in Grünabfällen sind kein lokales Phänomen; – Fremdstoffe müssen an der Quelle reduziert werden; – Aufklärungskampagnen sind teuer und nur begrenzt wirksam. 21. November 2023 Fachtagung Biomasse Suisse 4
  • 5. www.fhnw.ch/ht 21. November 2023 Fachtagung Biomasse Suisse 5 Warum werfen wir Fremdstoffe?
  • 6. www.fhnw.ch/ht 21 Einflussfaktoren auf den Fremdstoffgehalt in Grüngut 21. November 2023 6 2.6% Fachtagung Biomasse Suisse – Ein FHNW-Forschungsprojekt untersuchte 21 Einflussfaktoren auf den Fremdstoffgehalt in Grüngut. – Eine KI-gestützte statistische Modellierung ermöglicht die Vorhersage des Fremdstoff- gehalts an beliebigen Orten auf der Stadtkarte.
  • 7. www.fhnw.ch/ht Vorhersage an einem bestimmten Kartenpunkt 21. November 2023 Fachtagung Biomasse Suisse 7
  • 8. www.fhnw.ch/ht Eine Vielzahl von Anwendungsmöglichkeiten 21. November 2023 8 Fachtagung Biomasse Suisse ✓Informationskampagnen deutlich kostengünstiger gestalten; ✓Effizientere Abfallbehandlung in den Anlagen durch gezielte Abfallsammlung; Weitere Ideen für Anwendungen oder für Pilotprojekte sind willkommen! Bitte in der Pause diskutieren!