Explainable AI for trustworthy intelligent process monitoring: short communication
Statistical control charts are often based on assumptions that do not hold in complex, high-dimensional and dynamic environments. To counter these weaknesses, control charts based on artificial intelligence (AI) techniques have emerged as a powerful alternative in recent years. However, their black-...
Saved in:
| Main Authors: | , , , |
|---|---|
| Format: | Article (Journal) |
| Language: | English |
| Published: |
November 2025
|
| In: |
Computers & industrial engineering
Year: 2025, Volume: 209, Pages: 1-12 |
| ISSN: | 0360-8352 |
| DOI: | 10.1016/j.cie.2025.111407 |
| Online Access: | Verlag, kostenfrei, Volltext: https://doi.org/10.1016/j.cie.2025.111407 Verlag, kostenfrei, Volltext: https://www.sciencedirect.com/science/article/pii/S0360835225005534 
|
| Author Notes: | Arne Johannssen, Peihua Qiu, Ali Yeganeh, Nataliya Chukhrova |
MARC
| LEADER | 00000naa a2200000 c 4500 | ||
|---|---|---|---|
| 001 | 1941396208 | ||
| 003 | DE-627 | ||
| 005 | 20251117113440.0 | ||
| 007 | cr uuu---uuuuu | ||
| 008 | 251117s2025 xx |||||o 00| ||eng c | ||
| 024 | 7 | |a 10.1016/j.cie.2025.111407 |2 doi | |
| 035 | |a (DE-627)1941396208 | ||
| 035 | |a (DE-599)KXP1941396208 | ||
| 040 | |a DE-627 |b ger |c DE-627 |e rda | ||
| 041 | |a eng | ||
| 084 | |a 33 |2 sdnb | ||
| 100 | 1 | |a Johannssen, Arne |e VerfasserIn |0 (DE-588)1104860015 |0 (DE-627)862207738 |0 (DE-576)472927582 |4 aut | |
| 245 | 1 | 0 | |a Explainable AI for trustworthy intelligent process monitoring |b short communication |c Arne Johannssen, Peihua Qiu, Ali Yeganeh, Nataliya Chukhrova |
| 264 | 1 | |c November 2025 | |
| 300 | |a 12 | ||
| 336 | |a Text |b txt |2 rdacontent | ||
| 337 | |a Computermedien |b c |2 rdamedia | ||
| 338 | |a Online-Ressource |b cr |2 rdacarrier | ||
| 500 | |a Online verfügbar: 29. Juli 2025, Artikelversion: 11. August 2025 | ||
| 500 | |a Gesehen am 17.11.2025 | ||
| 520 | |a Statistical control charts are often based on assumptions that do not hold in complex, high-dimensional and dynamic environments. To counter these weaknesses, control charts based on artificial intelligence (AI) techniques have emerged as a powerful alternative in recent years. However, their black-box nature limits transparency, interpretability and trustworthiness that are essential to realize Industry 5.0. To address that issue, this Short Communication discusses the necessity of embedding explainable artificial intelligence (XAI) in AI-based control charts. Incorporating XAI provides a solution by enhancing the interpretability of AI-based control charts while maintaining their high predictive accuracy. This paper also identifies key challenges in embedding XAI and outlines future research directions for responsible and trustworthy AI-based process monitoring. | ||
| 650 | 4 | |a Artificial intelligence (AI) | |
| 650 | 4 | |a Control charts | |
| 650 | 4 | |a Explainable AI (XAI) | |
| 650 | 4 | |a Explainable machine learning | |
| 650 | 4 | |a Responsible AI | |
| 650 | 4 | |a Statistical process monitoring (SPM) | |
| 650 | 4 | |a Transparency | |
| 700 | 1 | |a Qiu, Peihua |e VerfasserIn |4 aut | |
| 700 | 1 | |a Yeganeh, Ali |e VerfasserIn |4 aut | |
| 700 | 1 | |a Chukhrova, Nataliya |e VerfasserIn |0 (DE-588)1145053513 |0 (DE-627)1005250170 |0 (DE-576)495594725 |4 aut | |
| 773 | 0 | 8 | |i Enthalten in |t Computers & industrial engineering |d Amsterdam [u.a.] : Elsevier Science, 1976 |g 209(2025) vom: Nov., Artikel-ID 111407, Seite 1-12 |h Online-Ressource |w (DE-627)320606899 |w (DE-600)2020859-5 |w (DE-576)259271780 |x 0360-8352 |7 nnas |a Explainable AI for trustworthy intelligent process monitoring short communication |
| 773 | 1 | 8 | |g volume:209 |g year:2025 |g month:11 |g elocationid:111407 |g pages:1-12 |g extent:12 |a Explainable AI for trustworthy intelligent process monitoring short communication |
| 856 | 4 | 0 | |u https://doi.org/10.1016/j.cie.2025.111407 |x Verlag |x Resolving-System |z kostenfrei |3 Volltext |
| 856 | 4 | 0 | |u https://www.sciencedirect.com/science/article/pii/S0360835225005534 |x Verlag |z kostenfrei |3 Volltext |
| 951 | |a AR | ||
| 992 | |a 20251117 | ||
| 993 | |a Article | ||
| 994 | |a 2025 | ||
| 998 | |g 1145053513 |a Chukhrova, Nataliya |m 1145053513:Chukhrova, Nataliya |d 60000 |d 65300 |e 60000PC1145053513 |e 65300PC1145053513 |k 0/60000/ |k 1/60000/65300/ |p 4 |y j | ||
| 999 | |a KXP-PPN1941396208 |e 4807868020 | ||
| BIB | |a Y | ||
| SER | |a journal | ||
| JSO | |a {"physDesc":[{"extent":"12 S."}],"relHost":[{"physDesc":[{"extent":"Online-Ressource"}],"id":{"zdb":["2020859-5"],"eki":["320606899"],"issn":["0360-8352"]},"origin":[{"dateIssuedKey":"1976","publisher":"Elsevier Science","dateIssuedDisp":"1976-","publisherPlace":"Amsterdam [u.a.]"}],"part":{"year":"2025","pages":"1-12","volume":"209","text":"209(2025) vom: Nov., Artikel-ID 111407, Seite 1-12","extent":"12"},"titleAlt":[{"title":"CAIE"},{"title":"Computers and industrial engineering"}],"pubHistory":["1.1976/77 - 66.2013; Vol. 67.2014 -"],"language":["eng"],"recId":"320606899","note":["Gesehen am 09.02.2021"],"disp":"Explainable AI for trustworthy intelligent process monitoring short communicationComputers & industrial engineering","type":{"media":"Online-Ressource","bibl":"periodical"},"title":[{"title":"Computers & industrial engineering","title_sort":"Computers & industrial engineering"}]}],"origin":[{"dateIssuedDisp":"November 2025","dateIssuedKey":"2025"}],"id":{"eki":["1941396208"],"doi":["10.1016/j.cie.2025.111407"]},"name":{"displayForm":["Arne Johannssen, Peihua Qiu, Ali Yeganeh, Nataliya Chukhrova"]},"type":{"media":"Online-Ressource","bibl":"article-journal"},"note":["Online verfügbar: 29. Juli 2025, Artikelversion: 11. August 2025","Gesehen am 17.11.2025"],"recId":"1941396208","language":["eng"],"title":[{"title":"Explainable AI for trustworthy intelligent process monitoring","subtitle":"short communication","title_sort":"Explainable AI for trustworthy intelligent process monitoring"}],"person":[{"family":"Johannssen","given":"Arne","roleDisplay":"VerfasserIn","display":"Johannssen, Arne","role":"aut"},{"family":"Qiu","given":"Peihua","display":"Qiu, Peihua","roleDisplay":"VerfasserIn","role":"aut"},{"role":"aut","display":"Yeganeh, Ali","roleDisplay":"VerfasserIn","given":"Ali","family":"Yeganeh"},{"family":"Chukhrova","given":"Nataliya","display":"Chukhrova, Nataliya","roleDisplay":"VerfasserIn","role":"aut"}]} | ||
| SRT | |a JOHANNSSENEXPLAINABL2025 | ||