{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,9]],"date-time":"2026-03-09T01:23:39Z","timestamp":1773019419883,"version":"3.50.1"},"publisher-location":"Cham","reference-count":23,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030839055","type":"print"},{"value":"9783030839062","type":"electronic"}],"license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-3-030-83906-2_1","type":"book-chapter","created":{"date-parts":[[2021,8,24]],"date-time":"2021-08-24T23:05:04Z","timestamp":1629846304000},"page":"11-23","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["Dependable Integration Concepts for Human-Centric AI-Based Systems"],"prefix":"10.1007","author":[{"given":"Georg","family":"Macher","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Siranush","family":"Akarmazyan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Eric","family":"Armengaud","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Davide","family":"Bacciu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Calogero","family":"Calandra","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Herbert","family":"Danzinger","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Patrizio","family":"Dazzi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Charalampos","family":"Davalas","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maria Carmela","family":"De Gennaro","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Angela","family":"Dimitriou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Juergen","family":"Dobaj","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maid","family":"Dzambic","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lorenzo","family":"Giraudi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sylvain","family":"Girbal","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dimitrios","family":"Michail","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Roberta","family":"Peroglio","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rosaria","family":"Potenza","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Farank","family":"Pourdanesh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Matthias","family":"Seidl","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Christos","family":"Sardianos","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Konstantinos","family":"Tserpes","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jakob","family":"Valtl","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Iraklis","family":"Varlamis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Omar","family":"Veledar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,8,25]]},"reference":[{"key":"1_CR1","series-title":"Lecture Notes in Mobility","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1007\/978-3-030-14156-1_4","volume-title":"Electronic Components and Systems for Automotive Applications","author":"E Armengaud","year":"2019","unstructured":"Armengaud, E., Peischl, B., Priller, P., Veledar, O.: Automotive meets ICT\u2014enabling the shift of value creation supported by European R&D. In: Langheim, J. (ed.) Electronic Components and Systems for Automotive Applications. LNM, pp. 45\u201355. Springer, Cham (2019). https:\/\/doi.org\/10.1007\/978-3-030-14156-1_4"},{"key":"1_CR2","doi-asserted-by":"publisher","first-page":"356","DOI":"10.26483\/ijarcs.v8i8.4703","volume":"8","author":"D Ashok Kumar","year":"2017","unstructured":"Ashok Kumar, D., Venugopalan, S.: Intrusion detection systems: a review. Int. J. Adv. Res. Comput. Sci. 8, 356\u2013370 (2017)","journal-title":"Int. J. Adv. Res. Comput. Sci."},{"key":"1_CR3","doi-asserted-by":"crossref","unstructured":"Bacciu, D., Chessa, S., Gallicchio, C., Micheli, A.: On the need of machine learning as a service for the Internet of Things. In: Proceedings of the 1st International Conference on Internet of Things and Machine Learning, IML 2017. Association for Computing Machinery, New York (2017)","DOI":"10.1145\/3109761.3109783"},{"key":"1_CR4","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1007\/978-3-030-69128-8_2","volume-title":"Reflections on Artificial Intelligence for Humanity","author":"R Chatila","year":"2021","unstructured":"Chatila, R., et al.: Trustworthy AI. In: Braunschweig, B., Ghallab, M. (eds.) Reflections on Artificial Intelligence for Humanity. LNCS (LNAI), vol. 12600, pp. 13\u201339. Springer, Cham (2021). https:\/\/doi.org\/10.1007\/978-3-030-69128-8_2"},{"key":"1_CR5","doi-asserted-by":"crossref","unstructured":"Cheng, C.-H., Huang, C.-H., Nuehrenberg, G.: nn-dependability-kit: engineering neural networks for safety-critical autonomous driving systems. In: Proceedings of Workshop on Artificial Intelligence Safety, SafeAI 2020 (2019)","DOI":"10.1109\/ICCAD45719.2019.8942153"},{"key":"1_CR6","doi-asserted-by":"crossref","unstructured":"Chowdhary, V., Tongaonkar, A., Chiueh, T.-C.: Towards automatic learning of valid services for honeypots, pp. 469\u2013470 (2004)","DOI":"10.1007\/978-3-540-30555-2_55"},{"key":"1_CR7","unstructured":"Goodloe, A., Pike, L.: Monitoring distributed real-time systems: a survey and future directions. Communications in Computer and Information Science. National Aeronautics and Space Administration (2010)"},{"key":"1_CR8","doi-asserted-by":"crossref","unstructured":"Kesuma, H. et al.: Artificial intelligence implementation on voice command and sensor anomaly detection for enhancing human habitation in space mission. In: 2019 9th International Conference on Recent Advances in Space Technologies (2019)","DOI":"10.1109\/RAST.2019.8767447"},{"key":"1_CR9","doi-asserted-by":"crossref","unstructured":"Hern\u00edndez-Orallo, J.: AI safety landscape from short-term specific system engineering to long-term artificial general intelligence. In: 2020 50th Annual IEEE\/IFIP International Conference on Dependable Systems and Networks Workshops (2020)","DOI":"10.1109\/DSN-W50199.2020.00023"},{"key":"1_CR10","doi-asserted-by":"crossref","unstructured":"Hinrichs, T., Buth, B.: Can AI-based components be part of dependable systems? In: 2020 IEEE Intelligent Vehicles Symposium (IV), pp. 226\u2013231 (2020)","DOI":"10.1109\/IV47402.2020.9304740"},{"key":"1_CR11","unstructured":"ISO - International Organization for Standardization: ISO 26262 Road vehicles Functional Safety Part 1\u201310 (2011)"},{"key":"1_CR12","unstructured":"ISO - International Organization for Standardization: ISO\/SAE CD 21434 road vehicles - cybersecurity engineering (under development)"},{"key":"1_CR13","unstructured":"ISO - International Organization for Standardization: ISO\/WD PAS 21448 road vehicles - safety of the intended functionality (work-in-progress)"},{"key":"1_CR14","unstructured":"Henne, M., et al.: Benchmarking uncertainty estimation methods for deep learning with safety-related metrics. In: Invited paper - 2019 IEEE\/ACM International Conference on Computer-Aided Design (ICCAD), pp. 83\u201390 (2020)"},{"issue":"2","key":"1_CR15","doi-asserted-by":"publisher","first-page":"315","DOI":"10.1109\/JAS.2020.1003021","volume":"7","author":"Y Ma","year":"2020","unstructured":"Ma, Y., Wang, Z., Yang, H., Yang, L.: Artificial intelligence applications in the development of autonomous vehicles: a survey. IEEE\/CAA J. Autom. Sin. 7(2), 315\u2013329 (2020)","journal-title":"IEEE\/CAA J. Autom. Sin."},{"key":"1_CR16","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"286","DOI":"10.1007\/978-3-030-32872-6_19","volume-title":"Model-Based Safety and Assessment","author":"G Macher","year":"2019","unstructured":"Macher, G., Druml, N., Veledar, O., Reckenzaun, J.: Safety and security aspects of fail-operational urban surround perceptION (FUSION). In: Papadopoulos, Y., Aslansefat, K., Katsaros, P., Bozzano, M. (eds.) IMBSA 2019. LNCS, vol. 11842, pp. 286\u2013300. Springer, Cham (2019). https:\/\/doi.org\/10.1007\/978-3-030-32872-6_19"},{"key":"1_CR17","unstructured":"Montano, G., Mcdermid, J.: Effective naturalistic decision support for dynamic reconfiguration onboard modern aircraft (2012)"},{"key":"1_CR18","unstructured":"Houben, S., et al.: Inspect, understand, overcome: a survey of practical methods for AI safety. CoRR arXiv:abs\/2104.14235 (2021)"},{"key":"1_CR19","unstructured":"Mart\u00ednez-Fern\u00e1ndez, S., et al.: Software engineering for AI-based systems: a survey. CoRR arXiv:abs\/2105.01984 (2021)"},{"key":"1_CR20","unstructured":"The European Commission: White Paper on Artificial Intelligence: A European Approach to Excellence and Trust. European Commission (2020)"},{"key":"1_CR21","unstructured":"UNECE: Task force on Cyber Security and (OTA) software updates (CS\/OTA). https:\/\/wiki.unece.org\/pages\/viewpage.action?pageId=40829521. Accessed 7 Sep 2019"},{"key":"1_CR22","volume-title":"New Business Models to Realise Benefits of the IoT Technology Within the Automotive Industry","author":"O Veledar","year":"2019","unstructured":"Veledar, O.: New Business Models to Realise Benefits of the IoT Technology Within the Automotive Industry. WU Executive Academy, Vienna (2019)"},{"key":"1_CR23","unstructured":"Wahlster, W., Winterhalter, C.: Deutsche normungsroadmap k\u00fcnstliche intelligenz (2020)"}],"container-title":["Lecture Notes in Computer Science","Computer Safety, Reliability, and Security. SAFECOMP 2021 Workshops"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-83906-2_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,12]],"date-time":"2024-03-12T17:39:15Z","timestamp":1710265155000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-83906-2_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"ISBN":["9783030839055","9783030839062"],"references-count":23,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-83906-2_1","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021]]},"assertion":[{"value":"25 August 2021","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"SAFECOMP","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Computer Safety, Reliability, and Security","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"York","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"United Kingdom","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2021","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"7 September 2021","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"10 September 2021","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"40","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"safecomp2021","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/safecomp2021.hosted.york.ac.uk\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"76","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"17","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"0","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"22% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"4.2","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"From the workshops 26 full and 4 short papers were accepted for publication.","order":10,"name":"additional_info_on_review_process","label":"Additional Info on Review Process","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}