{"id":451205,"date":"2024-10-20T09:16:36","date_gmt":"2024-10-20T09:16:36","guid":{"rendered":"https:\/\/pdfstandards.shop\/product\/uncategorized\/bsi-pd-iso-iec-tr-54692024\/"},"modified":"2024-10-26T17:17:14","modified_gmt":"2024-10-26T17:17:14","slug":"bsi-pd-iso-iec-tr-54692024","status":"publish","type":"product","link":"https:\/\/pdfstandards.shop\/product\/publishers\/bsi\/bsi-pd-iso-iec-tr-54692024\/","title":{"rendered":"BSI PD ISO\/IEC TR 5469:2024"},"content":{"rendered":"

PDF Catalog<\/h4>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
PDF Pages<\/th>\nPDF Title<\/th>\n<\/tr>\n
2<\/td>\nundefined <\/td>\n<\/tr>\n
7<\/td>\nForeword <\/td>\n<\/tr>\n
8<\/td>\nIntroduction <\/td>\n<\/tr>\n
11<\/td>\n1 Scope
2 Normative references
3 Terms and definitions <\/td>\n<\/tr>\n
14<\/td>\n4 Abbreviated terms
5 Overview of functional safety
5.1 General <\/td>\n<\/tr>\n
15<\/td>\n5.2 Functional safety <\/td>\n<\/tr>\n
16<\/td>\n6 Use of AI technology in E\/E\/PE safety-related systems
6.1 Problem description
6.2 AI technology in E\/E\/PE safety-related systems <\/td>\n<\/tr>\n
20<\/td>\n7 AI technology elements and the three-stage realization principle
7.1 Technology elements for AI model creation and execution <\/td>\n<\/tr>\n
22<\/td>\n7.2 The three-stage realization principle of an AI system
7.3 Deriving acceptance criteria for the three-stage of the realization principle <\/td>\n<\/tr>\n
23<\/td>\n8 Properties and related risk factors of AI systems
8.1 Overview
8.1.1 General
8.1.2 Algorithms and models <\/td>\n<\/tr>\n
24<\/td>\n8.2 Level of automation and control <\/td>\n<\/tr>\n
25<\/td>\n8.3 Degree of transparency and explainability <\/td>\n<\/tr>\n
27<\/td>\n8.4 Issues related to environments
8.4.1 Complexity of the environment and vague specifications
8.4.2 Issues related to environmental changes <\/td>\n<\/tr>\n
28<\/td>\n8.4.3 Issues related to learning from environment <\/td>\n<\/tr>\n
29<\/td>\n8.5 Resilience to adversarial and intentional malicious inputs
8.5.1 Overview
8.5.2 General mitigations
8.5.3 AI model attacks: adversarial machine learning <\/td>\n<\/tr>\n
30<\/td>\n8.6 AI hardware issues <\/td>\n<\/tr>\n
31<\/td>\n8.7 Maturity of the technology
9 \u200bVerification and validation techniques
9.1 Overview <\/td>\n<\/tr>\n
32<\/td>\n9.2 Problems related to verification and validation
9.2.1 Non-existence of an a priori specification
9.2.2 Non-separability of particular system behaviour
9.2.3 Limitation of test coverage
9.2.4 Non-predictable nature
9.2.5 Drifts and long-term risk mitigations <\/td>\n<\/tr>\n
33<\/td>\n9.3 Possible solutions
9.3.1 General
9.3.2 Relationship between data distributions and HARA <\/td>\n<\/tr>\n
34<\/td>\n9.3.3 Data preparation and model-level validation and verification <\/td>\n<\/tr>\n
35<\/td>\n9.3.4 Choice of AI metrics
9.3.5 System-level testing <\/td>\n<\/tr>\n
36<\/td>\n9.3.6 Mitigating techniques for data-size limitation
9.3.7 Notes and additional resources
9.4 Virtual and physical testing
9.4.1 General
9.4.2 Considerations on virtual testing <\/td>\n<\/tr>\n
38<\/td>\n9.4.3 Considerations on physical testing <\/td>\n<\/tr>\n
39<\/td>\n9.4.4 \u200bEvaluation of vulnerability to hardware random failures
9.5 \u200bMonitoring and incident feedback
9.6 A note on explainable AI <\/td>\n<\/tr>\n
40<\/td>\n10 Control and mitigation measures
10.1 Overview
10.2 AI subsystem architectural considerations
10.2.1 Overview
10.2.2 Detection mechanisms for switching <\/td>\n<\/tr>\n
43<\/td>\n10.2.3 Use of a supervision function with constraints to control the behaviour of a system to within safe limits <\/td>\n<\/tr>\n
44<\/td>\n10.2.4 Redundancy, ensemble concepts and diversity <\/td>\n<\/tr>\n
45<\/td>\n10.2.5 AI system design with statistical evaluation
10.3 Increase the reliability of components containing AI technology
10.3.1 Overview of AI component methods
10.3.2 Use of robust learning <\/td>\n<\/tr>\n
46<\/td>\n10.3.3 Optimization and compression technologies <\/td>\n<\/tr>\n
47<\/td>\n10.3.4 Attention mechanisms
10.3.5 Protection of the data and parameters <\/td>\n<\/tr>\n
48<\/td>\n11 Processes and methodologies
11.1 General
11.2 Relationship between AI life cycle and functional safety life cycle <\/td>\n<\/tr>\n
49<\/td>\n11.3 AI phases
11.4 Documentation and functional safety artefacts
11.5 Methodologies
11.5.1 Overview
11.5.2 Fault models <\/td>\n<\/tr>\n
50<\/td>\n11.5.3 PFMEA for offline training of AI technology <\/td>\n<\/tr>\n
51<\/td>\nAnnex A (informative) Applicability of IEC 61508-3 to AI technology elements <\/td>\n<\/tr>\n
64<\/td>\nAnnex B (informative) Examples of applying the three-stage realization principle <\/td>\n<\/tr>\n
69<\/td>\nAnnex C (informative) Possible process and useful technology for verification and validation <\/td>\n<\/tr>\n
72<\/td>\nAnnex D (informative) Mapping between ISO\/IEC 5338 and the IEC 61508 series <\/td>\n<\/tr>\n
75<\/td>\nBibliography <\/td>\n<\/tr>\n<\/table>\n","protected":false},"excerpt":{"rendered":"

Artificial intelligence. Functional safety and AI systems<\/b><\/p>\n\n\n\n\n
Published By<\/td>\nPublication Date<\/td>\nNumber of Pages<\/td>\n<\/tr>\n
BSI<\/b><\/a><\/td>\n2024<\/td>\n84<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n","protected":false},"featured_media":451213,"template":"","meta":{"rank_math_lock_modified_date":false,"ep_exclude_from_search":false},"product_cat":[2641],"product_tag":[],"class_list":{"0":"post-451205","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-bsi","8":"first","9":"instock","10":"sold-individually","11":"shipping-taxable","12":"purchasable","13":"product-type-simple"},"_links":{"self":[{"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/product\/451205","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/types\/product"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/media\/451213"}],"wp:attachment":[{"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/media?parent=451205"}],"wp:term":[{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/product_cat?post=451205"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/pdfstandards.shop\/wp-json\/wp\/v2\/product_tag?post=451205"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}