{"id":"https://openalex.org/W7119904795","doi":"https://doi.org/10.1007/978-3-032-13056-3_9","title":"Carbon Emissions of a CNN Model: A Comparative Study of Colab and Jupyter Notebook with an Example","display_name":"Carbon Emissions of a CNN Model: A Comparative Study of Colab and Jupyter Notebook with an Example","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7119904795","doi":"https://doi.org/10.1007/978-3-032-13056-3_9"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-032-13056-3_9","doi":"https://doi.org/10.1007/978-3-032-13056-3_9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-13056-3_9","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W7120234908","display_name":"AI Revolution: Research, Ethics and Society"},"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022248485","display_name":"Emmanuel Akwah Kyei","orcid":"https://orcid.org/0000-0002-9634-1111","observed_orcids":["https://orcid.org/0000-0002-9634-1111"]},"institutions":[{"id":"https://openalex.org/I898088062","display_name":"Ghana Communication Technology University","ror":"https://ror.org/05hvkkr89","country_code":"GH","type":"education","lineage":["https://openalex.org/I898088062"]}],"countries":["GH"],"is_corresponding":true,"raw_author_name":"Emmanuel Akwah Kyei","raw_affiliation_strings":["Faculty of Computing and Information Systems, Ghana Communication Technology University, Accra, Ghana"],"raw_orcid":"https://orcid.org/0000-0002-9634-1111","affiliations":[{"raw_affiliation_string":"Faculty of Computing and Information Systems, Ghana Communication Technology University, Accra, Ghana","institution_ids":["https://openalex.org/I898088062"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016447415","display_name":"Justice Williams Asare","orcid":"https://orcid.org/0000-0002-5781-1213","observed_orcids":["https://orcid.org/0000-0002-5781-1213"]},"institutions":[{"id":"https://openalex.org/I4210151633","display_name":"Koforidua Technical University","ror":"https://ror.org/05vexvt14","country_code":"GH","type":"education","lineage":["https://openalex.org/I4210151633"]},{"id":"https://openalex.org/I898088062","display_name":"Ghana Communication Technology University","ror":"https://ror.org/05hvkkr89","country_code":"GH","type":"education","lineage":["https://openalex.org/I898088062"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Justice Williams Asare","raw_affiliation_strings":["Faculty of Applied Science and Technology, Koforidua Technical University, Koforidua, Ghana","Faculty of Computing and Information Systems, Ghana Communication Technology University, Accra, Ghana"],"raw_orcid":"https://orcid.org/0000-0002-5781-1213","affiliations":[{"raw_affiliation_string":"Faculty of Applied Science and Technology, Koforidua Technical University, Koforidua, Ghana","institution_ids":["https://openalex.org/I4210151633"]},{"raw_affiliation_string":"Faculty of Computing and Information Systems, Ghana Communication Technology University, Accra, Ghana","institution_ids":["https://openalex.org/I898088062"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015012997","display_name":"Martin Mabeifam Ujakpa","orcid":"https://orcid.org/0000-0002-3987-8975","observed_orcids":["https://orcid.org/0000-0002-3987-8975"]},"institutions":[{"id":"https://openalex.org/I95023434","display_name":"University of KwaZulu-Natal","ror":"https://ror.org/04qzfn040","country_code":"ZA","type":"education","lineage":["https://openalex.org/I95023434"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Martin Mabeifam Ujakpa","raw_affiliation_strings":["School of Governance, IT and Management, University of KwaZulu Natal, Durban, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Governance, IT and Management, University of KwaZulu Natal, Durban, South Africa","institution_ids":["https://openalex.org/I95023434"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034537312","display_name":"Laizah Sashah Mutasa","orcid":"https://orcid.org/0000-0003-1377-2862","observed_orcids":["https://orcid.org/0000-0003-1377-2862"]},"institutions":[{"id":"https://openalex.org/I12079687","display_name":"Edith Cowan University","ror":"https://ror.org/05jhnwe22","country_code":"AU","type":"education","lineage":["https://openalex.org/I12079687"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Laizah Sashah Mutasa","raw_affiliation_strings":["School of Business and Law, Edith Cowan University, Joondalup, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Business and Law, Edith Cowan University, Joondalup, Australia","institution_ids":["https://openalex.org/I12079687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040306639","display_name":"Ebenezer Komla Gavua","orcid":"https://orcid.org/0000-0002-1677-580X","observed_orcids":["https://orcid.org/0000-0002-1677-580X"]},"institutions":[{"id":"https://openalex.org/I4210151633","display_name":"Koforidua Technical University","ror":"https://ror.org/05vexvt14","country_code":"GH","type":"education","lineage":["https://openalex.org/I4210151633"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Ebenezer Komla Gavua","raw_affiliation_strings":["Faculty of Applied Science and Technology, Koforidua Technical University, Koforidua, Ghana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Applied Science and Technology, Koforidua Technical University, Koforidua, Ghana","institution_ids":["https://openalex.org/I4210151633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030927253","display_name":"Emmanuel Freeman","orcid":"https://orcid.org/0000-0001-5708-0652","observed_orcids":["https://orcid.org/0000-0001-5708-0652"]},"institutions":[{"id":"https://openalex.org/I898088062","display_name":"Ghana Communication Technology University","ror":"https://ror.org/05hvkkr89","country_code":"GH","type":"education","lineage":["https://openalex.org/I898088062"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Emmanuel Freeman","raw_affiliation_strings":["Faculty of Computing and Information Systems, Ghana Communication Technology University, Accra, Ghana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing and Information Systems, Ghana Communication Technology University, Accra, Ghana","institution_ids":["https://openalex.org/I898088062"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122613534","display_name":"William Leslie Acquah-Brown","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I898088062","display_name":"Ghana Communication Technology University","ror":"https://ror.org/05hvkkr89","country_code":"GH","type":"education","lineage":["https://openalex.org/I898088062"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"William Leslie Acquah-Brown","raw_affiliation_strings":["Faculty of Computing and Information Systems, Ghana Communication Technology University, Accra, Ghana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing and Information Systems, Ghana Communication Technology University, Accra, Ghana","institution_ids":["https://openalex.org/I898088062"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070432168","display_name":"\u0424\u043e\u0440\u0433\u043e\u0440 \u041b\u0435\u043c\u043f\u043e\u0433\u043e","orcid":"https://orcid.org/0000-0001-6329-012X","observed_orcids":["https://orcid.org/0000-0001-6329-012X"]},"institutions":[{"id":"https://openalex.org/I898088062","display_name":"Ghana Communication Technology University","ror":"https://ror.org/05hvkkr89","country_code":"GH","type":"education","lineage":["https://openalex.org/I898088062"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Forgor Lempogo","raw_affiliation_strings":["Faculty of Computing and Information Systems, Ghana Communication Technology University, Accra, Ghana"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computing and Information Systems, Ghana Communication Technology University, Accra, Ghana","institution_ids":["https://openalex.org/I898088062"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5022248485"],"corresponding_institution_ids":["https://openalex.org/I898088062"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"94","last_page":"115"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12238","display_name":"Green IT and Sustainability","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12238","display_name":"Green IT and Sustainability","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"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/T14098","display_name":"Energy Efficiency in Computing","score":0.002099999925121665,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/co2-emissions","display_name":"CO2 emissions","score":0.9390000104904175},{"id":"https://openalex.org/keywords/green-computing","display_name":"green computing","score":0.734000027179718},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.953000009059906},{"id":"https://openalex.org/keywords/pothole-detection","display_name":"pothole detection","score":0.9710000157356262},{"id":"https://openalex.org/keywords/google-colab","display_name":"Google Colab","score":0.9229999780654907},{"id":"https://openalex.org/keywords/jupyter-notebooks","display_name":"Jupyter notebooks","score":0.9380000233650208},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"cloud computing","score":0.9419999718666077},{"id":"https://openalex.org/keywords/carbon-footprint","display_name":"carbon footprint","score":0.7910000085830688},{"id":"https://openalex.org/keywords/road-maintenance","display_name":"road maintenance","score":0.6299999952316284}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8224999904632568},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6470999717712402},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.6407999992370605},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5254999995231628},{"id":"https://openalex.org/C75027835","wikidata":"https://www.wikidata.org/wiki/Q1064746","display_name":"Green computing","level":3,"score":0.5023000240325928},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4943000078201294},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.40849998593330383},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.4083000123500824},{"id":"https://openalex.org/C2776023743","wikidata":"https://www.wikidata.org/wiki/Q7234907","display_name":"Pothole (geology)","level":2,"score":0.3901999890804291},{"id":"https://openalex.org/C47737302","wikidata":"https://www.wikidata.org/wiki/Q167336","display_name":"Greenhouse gas","level":2,"score":0.35910001397132874},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3100999891757965},{"id":"https://openalex.org/C188573790","wikidata":"https://www.wikidata.org/wiki/Q12705","display_name":"Renewable energy","level":2,"score":0.29420000314712524},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.29350000619888306},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2928999960422516},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.257999986410141},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.2515999972820282}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-032-13056-3_9","doi":"https://doi.org/10.1007/978-3-032-13056-3_9","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-032-13056-3_9","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","norway-1"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"score":1.0,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"},{"score":0.7811999917030334,"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2145625823","https://openalex.org/W2415266139","https://openalex.org/W2472133127","https://openalex.org/W2788419773","https://openalex.org/W2912236777","https://openalex.org/W2912420099","https://openalex.org/W2919115771","https://openalex.org/W3040835376","https://openalex.org/W3089345725","https://openalex.org/W3111917867","https://openalex.org/W3194146037","https://openalex.org/W3215886271","https://openalex.org/W4241365128","https://openalex.org/W4288786991","https://openalex.org/W4288791838","https://openalex.org/W4300273322","https://openalex.org/W4306877209","https://openalex.org/W4306877581","https://openalex.org/W4313442676","https://openalex.org/W4313528855","https://openalex.org/W4408887890","https://openalex.org/W4410495109","https://openalex.org/W6941299129"],"related_works":["https://openalex.org/W7124960580","https://openalex.org/W4416937296","https://openalex.org/W2388938355","https://openalex.org/W7154991945","https://openalex.org/W7129343271","https://openalex.org/W4380048349","https://openalex.org/W4389169812","https://openalex.org/W4321277297","https://openalex.org/W3043153920","https://openalex.org/W3211899359"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-01-10T00:00:00"}
