The introduction of machine learning development paradigm into the automotive software industry has made necessary to update the applicable qual- ity evaluation standards such as Automotive SPICE®. As a result the Automotive SPICE® community timely tackled this challenge with the introduction of the ver- sion 4.0 containing a first baseline of process requirements for machine learning engineering. The paper provides a succinct critical analysis of related ASPICE® new content with particular reference to the current state of the art of machine learn- ing development practices. The outcome of this paper aims at being an input for the forthcoming improvement initiatives within the Automotive SPICE working groups.
Critical Analysis of ASPICE® 4.0 Machine Learning Engineering Process Requirements
Lami Giuseppe
;Falcini Fabio
2026
Abstract
The introduction of machine learning development paradigm into the automotive software industry has made necessary to update the applicable qual- ity evaluation standards such as Automotive SPICE®. As a result the Automotive SPICE® community timely tackled this challenge with the introduction of the ver- sion 4.0 containing a first baseline of process requirements for machine learning engineering. The paper provides a succinct critical analysis of related ASPICE® new content with particular reference to the current state of the art of machine learn- ing development practices. The outcome of this paper aims at being an input for the forthcoming improvement initiatives within the Automotive SPICE working groups.| File | Dimensione | Formato | |
|---|---|---|---|
|
978-3-032-12092-2 (2).pdf
solo utenti autorizzati
Descrizione: Critical Analysis of ASPICE® 4.0 Machine Learning Engineering Process Requirements
Tipologia:
Versione Editoriale (PDF)
Licenza:
NON PUBBLICO - Accesso privato/ristretto
Dimensione
416.01 kB
Formato
Adobe PDF
|
416.01 kB | Adobe PDF | Visualizza/Apri Richiedi una copia |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.


