A Safety Framework for Critical Systems Utilising Deep Neural Networks

Name: Work Video:
Duration: 3 min 30 s
Xingyu Zhao; Alec Banks; James J. Sharp; Valentin Robu; David Flynn; Michael Fisher; Xiaowei Huang
{'id': 'https://openalex.org/W3011102739', 'doi': 'https://doi.org/10.1007/978-3-030-54549-9_16', 'title': 'A Safety Framework for Critical Systems Utilising Deep Neural Networks', 'display_name': 'A Safety Framework for Critical Systems Utilising Deep Neural Networks', 'publication_year': 2020, 'publication_date': '2020-01-01', 'ids': {'openalex': 'https://openalex.org/W3011102739', 'doi': 'https://doi.org/10.1007/978-3-030-54549-9_16', 'mag': '3011102739'}, 'language': 'en', 'primary_location': {'is_oa': False, 'landing_page_url': 'https://doi.org/10.1007/978-3-030-54549-9_16', 'pdf_url': None, 'source': {'id': 'https://openalex.org/S106296714', 'display_name': 'Lecture notes in computer science', 'issn_l': '0302-9743', 'issn': ['0302-9743', '1611-3349'], 'is_oa': False, 'is_in_doaj': False, 'is_core': True, 'host_organization': 'https://openalex.org/P4310319900', 'host_organization_name': 'Springer Science+Business Media', 'host_organization_lineage': ['https://openalex.org/P4310319965', 'https://openalex.org/P4310319900'], 'host_organization_lineage_names': ['Springer Nature', 'Springer Science+Business Media'], 'type': 'book series'}, 'license': None, 'license_id': None, 'version': None, 'is_accepted': False, 'is_published': False}, 'type': 'book-chapter', 'type_crossref': 'book-chapter', 'indexed_in': ['arxiv', 'crossref', 'datacite'], 'open_access': {'is_oa': True, 'oa_status': 'green', 'oa_url': 'https://arxiv.org/pdf/2003.05311', 'any_repository_has_fulltext': True}, 'authorships': [{'author_position': 'first', 'author': {'id': 'https://openalex.org/A5100635681', 'display_name': 'Xingyu Zhao', 'orcid': 'https://orcid.org/0000-0002-3474-349X'}, 'institutions': [{'id': 'https://openalex.org/I32062511', 'display_name': 'Heriot-Watt University', 'ror': 'https://ror.org/04mghma93', 'country_code': 'GB', 'type': 'education', 'lineage': ['https://openalex.org/I32062511']}], 'countries': ['GB'], 'is_corresponding': False, 'raw_author_name': 'Xingyu Zhao', 'raw_affiliation_strings': ['Heriot-Watt University, Edinburgh, EH14 4AS, UK'], 'affiliations': [{'raw_affiliation_string': 'Heriot-Watt University, Edinburgh, EH14 4AS, UK', 'institution_ids': ['https://openalex.org/I32062511']}]}, {'author_position': 'middle', 'author': {'id': 'https://openalex.org/A5027006867', 'display_name': 'Alec Banks', 'orcid': 'https://orcid.org/0000-0002-1350-0798'}, 'institutions': [{'id': 'https://openalex.org/I1339065421', 'display_name': 'Defence Science and Technology Laboratory', 'ror': 'https://ror.org/04jswqb94', 'country_code': 'GB', 'type': 'government', 'lineage': ['https://openalex.org/I1306956679', 'https://openalex.org/I1339065421', 'https://openalex.org/I2802373619']}], 'countries': ['GB'], 'is_corresponding': False, 'raw_author_name': 'Alec Banks', 'raw_affiliation_strings': ['Defence Science and Technology Laboratory, Salisbury, SP4 0JQ, UK'], 'affiliations': [{'raw_affiliation_string': 'Defence Science and Technology Laboratory, Salisbury, SP4 0JQ, UK', 'institution_ids': ['https://openalex.org/I1339065421']}]}, {'author_position': 'middle', 'author': {'id': 'https://openalex.org/A5055943831', 'display_name': 'James J. Sharp', 'orcid': 'https://orcid.org/0000-0003-2213-0925'}, 'institutions': [{'id': 'https://openalex.org/I1339065421', 'display_name': 'Defence Science and Technology Laboratory', 'ror': 'https://ror.org/04jswqb94', 'country_code': 'GB', 'type': 'government', 'lineage': ['https://openalex.org/I1306956679', 'https://openalex.org/I1339065421', 'https://openalex.org/I2802373619']}], 'countries': ['GB'], 'is_corresponding': False, 'raw_author_name': 'James Sharp', 'raw_affiliation_strings': ['Defence Science and Technology Laboratory, Salisbury, SP4 0JQ, UK'], 'affiliations': [{'raw_affiliation_string': 'Defence Science and Technology Laboratory, Salisbury, SP4 0JQ, UK', 'institution_ids': ['https://openalex.org/I1339065421']}]}, {'author_position': 'middle', 'author': {'id': 'https://openalex.org/A5052097132', 'display_name': 'Valentin Robu', 'orcid': 'https://orcid.org/0000-0002-9280-2072'}, 'institutions': [{'id': 'https://openalex.org/I32062511', 'display_name': 'Heriot-Watt University', 'ror': 'https://ror.org/04mghma93', 'country_code': 'GB', 'type': 'education', 'lineage': ['https://openalex.org/I32062511']}], 'countries': ['GB'], 'is_corresponding': False, 'raw_author_name': 'Valentin Robu', 'raw_affiliation_strings': ['Heriot-Watt University, Edinburgh, EH14 4AS, UK'], 'affiliations': [{'raw_affiliation_string': 'Heriot-Watt University, Edinburgh, EH14 4AS, UK', 'institution_ids': ['https://openalex.org/I32062511']}]}, {'author_position': 'middle', 'author': {'id': 'https://openalex.org/A5032160199', 'display_name': 'David Flynn', 'orcid': 'https://orcid.org/0000-0002-1024-3618'}, 'institutions': [{'id': 'https://openalex.org/I32062511', 'display_name': 'Heriot-Watt University', 'ror': 'https://ror.org/04mghma93', 'country_code': 'GB', 'type': 'education', 'lineage': ['https://openalex.org/I32062511']}], 'countries': ['GB'], 'is_corresponding': False, 'raw_author_name': 'David Flynn', 'raw_affiliation_strings': ['Heriot-Watt University, Edinburgh, EH14 4AS, UK'], 'affiliations': [{'raw_affiliation_string': 'Heriot-Watt University, Edinburgh, EH14 4AS, UK', 'institution_ids': ['https://openalex.org/I32062511']}]}, {'author_position': 'middle', 'author': {'id': 'https://openalex.org/A5067587488', 'display_name': 'Michael Fisher', 'orcid': 'https://orcid.org/0000-0002-0875-3862'}, 'institutions': [{'id': 'https://openalex.org/I146655781', 'display_name': 'University of Liverpool', 'ror': 'https://ror.org/04xs57h96', 'country_code': 'GB', 'type': 'education', 'lineage': ['https://openalex.org/I146655781']}], 'countries': ['GB'], 'is_corresponding': False, 'raw_author_name': 'Michael Fisher', 'raw_affiliation_strings': ['University of Liverpool, Liverpool, L69 3BX, UK'], 'affiliations': [{'raw_affiliation_string': 'University of Liverpool, Liverpool, L69 3BX, UK', 'institution_ids': ['https://openalex.org/I146655781']}]}, {'author_position': 'last', 'author': {'id': 'https://openalex.org/A5020085889', 'display_name': 'Xiaowei Huang', 'orcid': 'https://orcid.org/0000-0001-6267-0366'}, 'institutions': [{'id': 'https://openalex.org/I146655781', 'display_name': 'University of Liverpool', 'ror': 'https://ror.org/04xs57h96', 'country_code': 'GB', 'type': 'education', 'lineage': ['https://openalex.org/I146655781']}], 'countries': ['GB'], 'is_corresponding': False, 'raw_author_name': 'Xiaowei Huang', 'raw_affiliation_strings': ['University of Liverpool, Liverpool, L69 3BX, UK'], 'affiliations': [{'raw_affiliation_string': 'University of Liverpool, Liverpool, L69 3BX, UK', 'institution_ids': ['https://openalex.org/I146655781']}]}], 'institution_assertions': [], 'countries_distinct_count': 1, 'institutions_distinct_count': 3, 'corresponding_author_ids': [], 'corresponding_institution_ids': [], 'apc_list': {'value': 5000, 'currency': 'EUR', 'value_usd': 5392, 'provenance': 'doaj'}, 'apc_paid': None, 'fwci': 17.365, 'has_fulltext': True, 'fulltext_origin': 'pdf', 'cited_by_count': 28, 'citation_normalized_percentile': {'value': 0.99726, 'is_in_top_1_percent': True, 'is_in_top_10_percent': True}, 'cited_by_percentile_year': {'min': 94, 'max': 95}, 'biblio': {'volume': None, 'issue': None, 'first_page': '244', 'last_page': '259'}, 'is_retracted': False, 'is_paratext': False, 'primary_topic': {'id': 'https://openalex.org/T12423', 'display_name': 'Software Reliability and Analysis Research', 'score': 0.9978, 'subfield': {'id': 'https://openalex.org/subfields/1712', 'display_name': 'Software'}, 'field': {'id': 'https://openalex.org/fields/17', 'display_name': 'Computer Science'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}, 'topics': [{'id': 'https://openalex.org/T12423', 'display_name': 'Software Reliability and Analysis Research', 'score': 0.9978, 'subfield': {'id': 'https://openalex.org/subfields/1712', 'display_name': 'Software'}, 'field': {'id': 'https://openalex.org/fields/17', 'display_name': 'Computer Science'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}, {'id': 'https://openalex.org/T13295', 'display_name': 'Safety Systems Engineering in Autonomy', 'score': 0.9974, 'subfield': {'id': 'https://openalex.org/subfields/2213', 'display_name': 'Safety, Risk, Reliability and Quality'}, 'field': {'id': 'https://openalex.org/fields/22', 'display_name': 'Engineering'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}, {'id': 'https://openalex.org/T11357', 'display_name': 'Risk and Safety Analysis', 'score': 0.9972, 'subfield': {'id': 'https://openalex.org/subfields/1804', 'display_name': 'Statistics, Probability and Uncertainty'}, 'field': {'id': 'https://openalex.org/fields/18', 'display_name': 'Decision Sciences'}, 'domain': {'id': 'https://openalex.org/domains/2', 'display_name': 'Social Sciences'}}], 'keywords': [{'id': 'https://openalex.org/keywords/life-critical-system', 'display_name': 'Life-critical system', 'score': 0.4898724}, {'id': 'https://openalex.org/keywords/deep-neural-networks', 'display_name': 'Deep Neural Networks', 'score': 0.4181713}], 'concepts': [{'id': 'https://openalex.org/C41008148', 'wikidata': 'https://www.wikidata.org/wiki/Q21198', 'display_name': 'Computer science', 'level': 0, 'score': 0.8423438}, {'id': 'https://openalex.org/C43214815', 'wikidata': 'https://www.wikidata.org/wiki/Q7310987', 'display_name': 'Reliability (semiconductor)', 'level': 3, 'score': 0.6345013}, {'id': 'https://openalex.org/C50644808', 'wikidata': 'https://www.wikidata.org/wiki/Q192776', 'display_name': 'Artificial neural network', 'level': 2, 'score': 0.62228334}, {'id': 'https://openalex.org/C154945302', 'wikidata': 'https://www.wikidata.org/wiki/Q11660', 'display_name': 'Artificial intelligence', 'level': 1, 'score': 0.57324755}, {'id': 'https://openalex.org/C119857082', 'wikidata': 'https://www.wikidata.org/wiki/Q2539', 'display_name': 'Machine learning', 'level': 1, 'score': 0.5037088}, {'id': 'https://openalex.org/C163707989', 'wikidata': 'https://www.wikidata.org/wiki/Q1996307', 'display_name': 'Life-critical system', 'level': 3, 'score': 0.4898724}, {'id': 'https://openalex.org/C108583219', 'wikidata': 'https://www.wikidata.org/wiki/Q197536', 'display_name': 'Deep learning', 'level': 2, 'score': 0.48153383}, {'id': 'https://openalex.org/C2984842247', 'wikidata': 'https://www.wikidata.org/wiki/Q197536', 'display_name': 'Deep neural networks', 'level': 3, 'score': 0.4181713}, {'id': 'https://openalex.org/C124101348', 'wikidata': 'https://www.wikidata.org/wiki/Q172491', 'display_name': 'Data mining', 'level': 1, 'score': 0.3246014}, {'id': 'https://openalex.org/C2777904410', 'wikidata': 'https://www.wikidata.org/wiki/Q7397', 'display_name': 'Software', 'level': 2, 'score': 0.14110726}, {'id': 'https://openalex.org/C163258240', 'wikidata': 'https://www.wikidata.org/wiki/Q25342', 'display_name': 'Power (physics)', 'level': 2, 'score': 0.0}, {'id': 'https://openalex.org/C121332964', 'wikidata': 'https://www.wikidata.org/wiki/Q413', 'display_name': 'Physics', 'level': 0, 'score': 0.0}, {'id': 'https://openalex.org/C62520636', 'wikidata': 'https://www.wikidata.org/wiki/Q944', 'display_name': 'Quantum mechanics', 'level': 1, 'score': 0.0}, {'id': 'https://openalex.org/C199360897', 'wikidata': 'https://www.wikidata.org/wiki/Q9143', 'display_name': 'Programming language', 'level': 1, 'score': 0.0}], 'mesh': [], 'locations_count': 3, 'locations': [{'is_oa': False, 'landing_page_url': 'https://doi.org/10.1007/978-3-030-54549-9_16', 'pdf_url': None, 'source': {'id': 'https://openalex.org/S106296714', 'display_name': 'Lecture notes in computer science', 'issn_l': '0302-9743', 'issn': ['0302-9743', '1611-3349'], 'is_oa': False, 'is_in_doaj': False, 'is_core': True, 'host_organization': 'https://openalex.org/P4310319900', 'host_organization_name': 'Springer Science+Business Media', 'host_organization_lineage': ['https://openalex.org/P4310319965', 'https://openalex.org/P4310319900'], 'host_organization_lineage_names': ['Springer Nature', 'Springer Science+Business Media'], 'type': 'book series'}, 'license': None, 'license_id': None, 'version': None, 'is_accepted': False, 'is_published': False}, {'is_oa': True, 'landing_page_url': 'https://arxiv.org/abs/2003.05311', 'pdf_url': 'https://arxiv.org/pdf/2003.05311', 'source': {'id': 'https://openalex.org/S4306400194', 'display_name': 'arXiv (Cornell University)', 'issn_l': None, 'issn': None, 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/I205783295', 'host_organization_name': 'Cornell University', 'host_organization_lineage': ['https://openalex.org/I205783295'], 'host_organization_lineage_names': ['Cornell University'], 'type': 'repository'}, 'license': None, 'license_id': None, 'version': 'submittedVersion', 'is_accepted': False, 'is_published': False}, {'is_oa': False, 'landing_page_url': 'https://api.datacite.org/dois/10.48550/arxiv.2003.05311', 'pdf_url': None, 'source': {'id': 'https://openalex.org/S4393179698', 'display_name': 'DataCite API', 'issn_l': None, 'issn': None, 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/I4210145204', 'host_organization_name': 'DataCite', 'host_organization_lineage': ['https://openalex.org/I4210145204'], 'host_organization_lineage_names': ['DataCite'], 'type': 'metadata'}, 'license': None, 'license_id': None, 'version': None}], 'best_oa_location': {'is_oa': True, 'landing_page_url': 'https://arxiv.org/abs/2003.05311', 'pdf_url': 'https://arxiv.org/pdf/2003.05311', 'source': {'id': 'https://openalex.org/S4306400194', 'display_name': 'arXiv (Cornell University)', 'issn_l': None, 'issn': None, 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/I205783295', 'host_organization_name': 'Cornell University', 'host_organization_lineage': ['https://openalex.org/I205783295'], 'host_organization_lineage_names': ['Cornell University'], 'type': 'repository'}, 'license': None, 'license_id': None, 'version': 'submittedVersion', 'is_accepted': False, 'is_published': False}, 'sustainable_development_goals': [], 'grants': [], 'datasets': [], 'versions': ['https://openalex.org/W3011102739', 'https://openalex.org/W3042769859'], 'referenced_works_count': 74, 'referenced_works': ['https://openalex.org/W1480487340', 'https://openalex.org/W1572810132', 'https://openalex.org/W1887550789', 'https://openalex.org/W1888944054', 'https://openalex.org/W1916488832', 'https://openalex.org/W1997210479', 'https://openalex.org/W2010146056', 'https://openalex.org/W2026869264', 'https://openalex.org/W2053592796', 'https://openalex.org/W2065637266', 'https://openalex.org/W2066128363', 'https://openalex.org/W2066810711', 'https://openalex.org/W2087480123', 'https://openalex.org/W2111453601', 'https://openalex.org/W2113004249', 'https://openalex.org/W2125610378', 'https://openalex.org/W2129262519', 'https://openalex.org/W2135346934', 'https://openalex.org/W2142766225', 'https://openalex.org/W2144280492', 'https://openalex.org/W2144814285', 'https://openalex.org/W2147247028', 'https://openalex.org/W2156093990', 'https://openalex.org/W2300916665', 'https://openalex.org/W2473418344', 'https://openalex.org/W2517827352', 'https://openalex.org/W2525000757', 'https://openalex.org/W2543296129', 'https://openalex.org/W2594877703', 'https://openalex.org/W2616028256', 'https://openalex.org/W2721006554', 'https://openalex.org/W2746786674', 'https://openalex.org/W2750631532', 'https://openalex.org/W2766210411', 'https://openalex.org/W2789584252', 'https://openalex.org/W2794609696', 'https://openalex.org/W2800473699', 'https://openalex.org/W2869036160', 'https://openalex.org/W2885077917', 'https://openalex.org/W2888440189', 'https://openalex.org/W2897493354', 'https://openalex.org/W2899790086', 'https://openalex.org/W2900440339', 'https://openalex.org/W2903710663', 'https://openalex.org/W2944221325', 'https://openalex.org/W2952080722', 'https://openalex.org/W2953746822', 'https://openalex.org/W2954746520', 'https://openalex.org/W2955566917', 'https://openalex.org/W2962692913', 'https://openalex.org/W2962698540', 'https://openalex.org/W2963208512', 'https://openalex.org/W2963913218', 'https://openalex.org/W2965287969', 'https://openalex.org/W2970297903', 'https://openalex.org/W2970302715', 'https://openalex.org/W2970385199', 'https://openalex.org/W2970490659', 'https://openalex.org/W2970501769', 'https://openalex.org/W2979485058', 'https://openalex.org/W2981639301', 'https://openalex.org/W2984283656', 'https://openalex.org/W2986641800', 'https://openalex.org/W2988018738', 'https://openalex.org/W3001927475', 'https://openalex.org/W3042867370', 'https://openalex.org/W3097884524', 'https://openalex.org/W3099881166', 'https://openalex.org/W3100935330', 'https://openalex.org/W3167280272', 'https://openalex.org/W4254179855', 'https://openalex.org/W4254813978', 'https://openalex.org/W4289709024', 'https://openalex.org/W61178628'], 'related_works': ['https://openalex.org/W4377865163', 'https://openalex.org/W4375867731', 'https://openalex.org/W4315865067', 'https://openalex.org/W4230611425', 'https://openalex.org/W3208304128', 'https://openalex.org/W3193857078', 'https://openalex.org/W3000197790', 'https://openalex.org/W2979433843', 'https://openalex.org/W2888956734', 'https://openalex.org/W2611989081'], 'abstract_inverted_index': None, 'cited_by_api_url': 'https://api.openalex.org/works?filter=cites:W3011102739', 'counts_by_year': [{'year': 2022, 'cited_by_count': 1}, {'year': 2021, 'cited_by_count': 20}, {'year': 2020, 'cited_by_count': 4}], 'updated_date': '2024-12-09T18:22:50.694914', 'created_date': '2020-03-23'}
Publication Information

Basic Information

Access and Citation

AI Researcher Chatbot

Primary Location

Authors

Topics

Keywords

Related Works
