{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,6]],"date-time":"2026-05-06T15:23:43Z","timestamp":1778081023336,"version":"3.51.4"},"publisher-location":"Cham","reference-count":29,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032191366","type":"print"},{"value":"9783032191373","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026]]},"DOI":"10.1007\/978-3-032-19137-3_7","type":"book-chapter","created":{"date-parts":[[2026,5,6]],"date-time":"2026-05-06T15:09:52Z","timestamp":1778080192000},"page":"95-109","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Life Cycle Assessment of Solid-State Batteries with AI-Enhanced Predictive and Recycling Models"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9114-7945","authenticated-orcid":false,"given":"Abdul Samad Bin","family":"Shibghatullah","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0928-679X","authenticated-orcid":false,"given":"Zahraa A.","family":"Jaaz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4056-6151","authenticated-orcid":false,"given":"Lateef Abd Zaid","family":"Qudr","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-9505-4991","authenticated-orcid":false,"given":"Safwan","family":"Nadweh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9634-4160","authenticated-orcid":false,"given":"Azmi Shawkat","family":"Abdulbaqi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Reyad Omran","family":"Essa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7194-8972","authenticated-orcid":false,"given":"Ahmed Dheyaa","family":"Radhi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Salwan S.","family":"Hatif","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-5083-7930","authenticated-orcid":false,"given":"Dima Haider","family":"Rasheed","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,5,1]]},"reference":[{"issue":"7","key":"7_CR1","doi-asserted-by":"publisher","first-page":"255","DOI":"10.3390\/batteries10070255","volume":"10","author":"A Mach\u00edn","year":"2024","unstructured":"Mach\u00edn, A., Cotto, M.C., D\u00edaz, F., Duconge, J., Morant, C., M\u00e1rquez, F.: Environmental aspects and recycling of solid-state batteries: a comprehensive review. Batteries 10(7), 255 (2024)","journal-title":"Batteries"},{"key":"7_CR2","doi-asserted-by":"publisher","first-page":"100439","DOI":"10.1016\/j.ceja.2022.100439","volume":"13","author":"P Mandade","year":"2023","unstructured":"Mandade, P., Weil, M., Baumann, M., Wei, Z.: Environmental life cycle assessment of emerging solid-state batteries: a review. Chem. Eng. J. Adv. 13, 100439 (2023)","journal-title":"Chem. Eng. J. Adv."},{"key":"7_CR3","doi-asserted-by":"crossref","unstructured":"Acharya, S., Viswesh, P., Sridhar, M.K., Pathak, A.D., Sharma, H., Nazir, A., Kasbe, A., Sahu, K.K.: Artificial intelligence and machine learning in battery materials and their applications. In: Nanostructured Materials Engineering and Characterization for Battery Applications, pp. 639\u2013676. Elsevier (2024)","DOI":"10.1016\/B978-0-323-91304-1.00012-5"},{"key":"7_CR4","doi-asserted-by":"crossref","unstructured":"Smith, L., Ibn\u2010Mohammed, T., Astudillo, D., Brown, S., Reaney, I.M., Koh, S.L.: The role of cycle life on the environmental impact of Li6.4La3Zr1.4Ta0.6O12 based solid\u2010state batteries. Adv. Sustain. Syst. 5(2), 2000241 (2021)","DOI":"10.1002\/adsu.202000241"},{"issue":"5","key":"7_CR5","doi-asserted-by":"publisher","first-page":"795","DOI":"10.1557\/s43579-023-00480-w","volume":"13","author":"T Ibn-Mohammed","year":"2023","unstructured":"Ibn-Mohammed, T., Mustapha, K.B., Abdulkareem, M., Fuensanta, A.U., Pecunia, V., Dancer, C.E.J.: Toward artificial intelligence and machine learning-enabled frameworks for improved predictions of lifecycle environmental impacts of functional materials and devices. MRS Commun. 13(5), 795\u2013811 (2023)","journal-title":"MRS Commun."},{"issue":"23","key":"7_CR6","doi-asserted-by":"publisher","first-page":"16001","DOI":"10.3390\/su142316001","volume":"14","author":"B Ramasubramanian","year":"2022","unstructured":"Ramasubramanian, B., Rao, R.P., Chellappan, V., Ramakrishna, S.: Towards sustainable fuel cells and batteries with an AI perspective. Sustainability 14(23), 16001 (2022)","journal-title":"Sustainability"},{"issue":"5","key":"7_CR7","doi-asserted-by":"publisher","first-page":"615","DOI":"10.1039\/D3YA00104K","volume":"2","author":"H Adamu","year":"2023","unstructured":"Adamu, H., Abba, S.I., Anyin, P.B., Sani, Y., Qamar, M.: Artificial intelligence-navigated development of high-performance electrochemical energy storage systems through feature engineering of multiple descriptor families of materials. Energy Adv. 2(5), 615\u2013645 (2023)","journal-title":"Energy Adv."},{"key":"7_CR8","doi-asserted-by":"crossref","unstructured":"Singh, S.V., Hussain, S.S., Singla, A., Balaram, A., Bargavi, Y.K., Raj, R.G.: Evaluating the ecological footprint: analyzing the environmental impact of battery energy storage systems within electric grids. In: 2024 7th International Conference on Contemporary Computing and Informatics (IC3I), vol. 7, pp. 604\u2013609. IEEE (2024)","DOI":"10.1109\/IC3I61595.2024.10829084"},{"key":"7_CR9","unstructured":"Haroun, H.: Extending the lifecycle: a comprehensive review of advanced strategies for estimating and modeling Soh and Sop in second-life batteries for stationary applications. Available at SSRN 5195487"},{"key":"7_CR10","doi-asserted-by":"crossref","unstructured":"Nadweh, S., Mohammed, N., Mekhilef, S.: Techno-economical evaluation of photovoltaic-powered street lighting systems. In: 2024 4th International Conference on Emerging Smart Technologies and Applications (eSmarTA), pp. 1\u20138. IEEE (2024)","DOI":"10.1109\/eSmarTA62850.2024.10638949"},{"issue":"5","key":"7_CR11","doi-asserted-by":"publisher","first-page":"179","DOI":"10.3390\/batteries11050179","volume":"11","author":"S Coccato","year":"2025","unstructured":"Coccato, S., Barhmi, K., Lampropoulos, I., Golroodbari, S., van Sark, W.: A review of battery energy storage optimization in the built environment. Batteries 11(5), 179 (2025)","journal-title":"Batteries"},{"key":"7_CR12","doi-asserted-by":"crossref","unstructured":"Hu, Q., Lu, J., Hui, J., Rao, Z., Ren, Y., Wang, H.: Artificial intelligence\u2010driven development in rechargeable battery materials: progress, challenges, and future perspectives. Adv. Funct. Mater. e08438 (2025)","DOI":"10.1002\/adfm.202508438"},{"key":"7_CR13","doi-asserted-by":"crossref","unstructured":"Kou, G., Din\u00e7er, H., Y\u00fcksel, S., Erg\u00fcn, E., Eti, S.: A novel smart molecular fuzzy decision support system for solid-state battery investments in grid-level renewable energy storage. IEEE Access (2025)","DOI":"10.1109\/ACCESS.2025.3588345"},{"issue":"4","key":"7_CR14","first-page":"1166","volume":"5","author":"HA Hadi","year":"2024","unstructured":"Hadi, H.A., Kassem, A., Amoud, H., Nadweh, S., Ghazaly, N.M., Abdulhasan, M.J.: Using imperialist competitive algorithm powered optimization of bifacial solar systems for enhanced energy production and storage efficiency. J. Robot. Control (JRC) 5(4), 1166\u20131179 (2024)","journal-title":"J. Robot. Control (JRC)"},{"issue":"2","key":"7_CR15","doi-asserted-by":"publisher","first-page":"515","DOI":"10.18280\/ria.380214","volume":"38","author":"SA Sahy","year":"2024","unstructured":"Sahy, S.A., et al.: Artificial intelligence-based classification of trusted and untrusted sensor nodes in WBAN using multi layered stacked Na\u00efve Bayes method for resilient infrastructure. Revue d\u2019Intelligence Artificielle 38(2), 515\u2013521 (2024). https:\/\/doi.org\/10.18280\/ria.380214","journal-title":"Revue d\u2019Intelligence Artificielle"},{"issue":"17","key":"7_CR16","doi-asserted-by":"publisher","first-page":"2102698","DOI":"10.1002\/aenm.202102698","volume":"12","author":"A Bhowmik","year":"2022","unstructured":"Bhowmik, A., et al.: Implications of the battery 2030+ AI-assisted toolkit on future low-TRL battery discoveries and chemistries. Adv. Energy Mater. 12(17), 2102698 (2022)","journal-title":"Adv. Energy Mater."},{"issue":"3","key":"7_CR17","first-page":"80","volume":"2","author":"NL Rane","year":"2024","unstructured":"Rane, N.L., Choudhary, S.P., Rane, J.: Artificial Intelligence and machine learning in renewable and sustainable energy strategies: a critical review and future perspectives. Partn. Univers. Int. Innov. J. 2(3), 80\u2013102 (2024)","journal-title":"Partn. Univers. Int. Innov. J."},{"key":"7_CR18","doi-asserted-by":"publisher","unstructured":"Rasheed, D.H., Tambe, S.B., History, A.: Advancing Energy Efficiency with Smart Grids and IoT-Based Solutions for a Sustainable Future. https:\/\/doi.org\/10.58496\/ESTIDAMAA\/2024\/006","DOI":"10.58496\/ESTIDAMAA\/2024\/006"},{"key":"7_CR19","doi-asserted-by":"crossref","unstructured":"Hadi, H.A., Kassem, A., Amoud, H., Nadweh, S., Ghazaly, N.M., Moubayed, N.: Using active filter controlled by imperialist competitive algorithm ICA for harmonic mitigation in grid-connected PV systems. Int. J. Robot. Control Syst. 4(2) (2024)","DOI":"10.31763\/ijrcs.v4i2.1365"},{"key":"7_CR20","unstructured":"Mochan, A., Farinha, J., Bailey, G., Rodriguez, L., Matteucci, F., P\u00f3lvora, A.: Materialising the Future-Horizon Scanning for Emerging Technologies and Breakthrough Innovations in the Field of Advance Materials for Energy (2024)"},{"issue":"12","key":"7_CR21","doi-asserted-by":"publisher","first-page":"10899","DOI":"10.1021\/acs.chemrev.1c00108","volume":"122","author":"T Lombardo","year":"2021","unstructured":"Lombardo, T., et al.: Artificial intelligence applied to battery research: hype or reality? Chem. Rev. 122(12), 10899\u201310969 (2021)","journal-title":"Chem. Rev."},{"issue":"1","key":"7_CR22","doi-asserted-by":"publisher","first-page":"26","DOI":"10.1186\/s40807-024-00120-4","volume":"11","author":"AM Adeyinka","year":"2024","unstructured":"Adeyinka, A.M., Esan, O.C., Ijaola, A.O., Farayibi, P.K.: Advancements in hybrid energy storage systems for enhancing renewable energy-to-grid integration. Sustain. Energy Res. 11(1), 26 (2024)","journal-title":"Sustain. Energy Res."},{"key":"7_CR23","doi-asserted-by":"publisher","unstructured":"al Barazanchi, I.I., Rasheed, D.H.: The Role of Green Technologies in Mitigating Carbon Footprints in Industrial Sectors (2024). https:\/\/doi.org\/10.58496\/ESTIDAMAA\/2024\/005","DOI":"10.58496\/ESTIDAMAA\/2024\/005"},{"key":"7_CR24","doi-asserted-by":"crossref","unstructured":"Hadi, H.A., Kassem, A., Amoud, H., Nadweh, S.: Flower pollination algorithm FPA used to improve the performance of grid-connected PV systems. In: 2022 International Conference on Computer and Applications (ICCA), pp. 1\u20137. IEEE (2022)","DOI":"10.1109\/ICCA56443.2022.10039581"},{"key":"7_CR25","doi-asserted-by":"crossref","unstructured":"Fan, R., Xue, B., Tian, P., Zhang, X., Yuan, X., Zhang, H.: Sustainably transforming biomass into advanced carbon materials for solid-state supercapacitors: a review. Chem. Commun. (2024)","DOI":"10.1039\/D4CC04762A"},{"key":"7_CR26","doi-asserted-by":"crossref","unstructured":"Bin Abu Sofian, A.D.A., Lim, H.R., Siti Halimatul Munawaroh, H., Ma, Z., Chew, K.W., Show, P.L.: Machine learning and the renewable energy revolution: exploring solar and wind energy solutions for a sustainable future including innovations in energy storage. Sustain. Dev. 32(4), 3953\u20133978 (2024)","DOI":"10.1002\/sd.2885"},{"issue":"2","key":"7_CR27","first-page":"25","volume":"8","author":"SM Nadweh","year":"2019","unstructured":"Nadweh, S.M., Hayek, G., Atieh, B.: A new central control scheme for future micro-grid systems considering variable speed drive systems and fuzzy logic control system. Int. J. Energy Optim. Eng. (IJEOE) 8(2), 25\u201346 (2019)","journal-title":"Int. J. Energy Optim. Eng. (IJEOE)"},{"key":"7_CR28","doi-asserted-by":"publisher","unstructured":"al Barazanchi, I.I., Rasheed, D.H.: The role of the Iraqi national data center in advancing digital transformation and data sovereignty. SHIFRA 2024, 88\u201396 (2024). https:\/\/doi.org\/10.70470\/SHIFRA\/2024\/010","DOI":"10.70470\/SHIFRA\/2024\/010"},{"key":"7_CR29","doi-asserted-by":"crossref","unstructured":"Nadweh, S., Mohammed, N., Konstantinou, C., Ahmed, S.: Operational performance assessment of PV-powered street lighting: a comparative study of different machine learning prediction models. IEEE Access 13 (2025)","DOI":"10.1109\/ACCESS.2025.3594171"}],"container-title":["Lecture Notes in Computer Science","Energy Informatics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-19137-3_7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,6]],"date-time":"2026-05-06T15:10:02Z","timestamp":1778080202000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-19137-3_7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032191366","9783032191373"],"references-count":29,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-19137-3_7","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"1 May 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"EI.A","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Energy Informatics Academy Conference","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Kuala Lumpur","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Malaysia","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 December 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"5 December 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"5","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"eia2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/www.energyinformatics.academy\/ei-a-2025-conference","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}