{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,25]],"date-time":"2025-03-25T14:04:55Z","timestamp":1742911495757,"version":"3.40.3"},"publisher-location":"Cham","reference-count":20,"publisher":"Springer Nature Switzerland","isbn-type":[{"type":"print","value":"9783031840999"},{"type":"electronic","value":"9783031841002"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"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":[[2025]]},"DOI":"10.1007\/978-3-031-84100-2_40","type":"book-chapter","created":{"date-parts":[[2025,3,8]],"date-time":"2025-03-08T00:01:07Z","timestamp":1741392067000},"page":"339-346","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Green Machine Learning for the IoT (GEMINI): A Position Paper"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8092-5473","authenticated-orcid":false,"given":"Luca","family":"Lazzaroni","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-8978-4979","authenticated-orcid":false,"given":"Ali","family":"Dabbous","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3126-1177","authenticated-orcid":false,"given":"Matteo","family":"Nardello","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8610-3064","authenticated-orcid":false,"given":"Muath Abu","family":"Lebdeh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1937-3969","authenticated-orcid":false,"given":"Riccardo","family":"Berta","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9528-6923","authenticated-orcid":false,"given":"Kasim Sinan","family":"Yildirim","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Francesco","family":"Bellotti","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5110-6823","authenticated-orcid":false,"given":"Davide","family":"Brunelli","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,3,8]]},"reference":[{"key":"40_CR1","doi-asserted-by":"publisher","unstructured":"Doglioni, M., Nardello, M., Brunelli, D.: Plant Microbial Fuel Cells: Energy Sources and Biosensors for battery-Free Smart Agriculture. IEEE Transactions on AgriFood Electronics. 1\u201311 (2024). https:\/\/doi.org\/10.1109\/TAFE.2024.3417644.","DOI":"10.1109\/TAFE.2024.3417644"},{"key":"40_CR2","doi-asserted-by":"publisher","unstructured":"Rodriguez Arreola, A., Balsamo, D., Das, A.K., Weddell, A.S., Brunelli, D., Al-Hashimi, B.M., Merrett, G.V.: Approaches to Transient Computing for Energy Harvesting Systems: A Quantitative Evaluation. In: Proceedings of the 3rd International Workshop on Energy Harvesting & Energy Neutral Sensing Systems. pp. 3\u20138. Association for Computing Machinery, New York, NY, USA (2015). https:\/\/doi.org\/10.1145\/2820645.2820652.","DOI":"10.1145\/2820645.2820652"},{"key":"40_CR3","doi-asserted-by":"publisher","unstructured":"Jayakumar, H., Raha, A., Lee, W.S., Raghunathan, V.: QuickRecall: A HW\/SW Approach for Computing across Power Cycles in Transiently Powered Computers. J. Emerg. Technol. Comput. Syst. 12, 8:1\u20138:19 (2015). https:\/\/doi.org\/10.1145\/2700249.","DOI":"10.1145\/2700249"},{"key":"40_CR4","doi-asserted-by":"publisher","unstructured":"M\u00fclayim, M., Goknil, A., Y\u0131ld\u0131r\u0131m, K.S.: Taskify: An Integrated Development Environment to Develop and Debug Intermittent Software for the Batteryless Internet of Things. In: 2020 16th International Conference on Distributed Computing in Sensor Systems (DCOSS). pp. 348\u2013355 (2020). https:\/\/doi.org\/10.1109\/DCOSS49796.2020.00062.","DOI":"10.1109\/DCOSS49796.2020.00062"},{"key":"40_CR5","doi-asserted-by":"publisher","unstructured":"Gobieski, G., Lucia, B., Beckmann, N.: Intelligence Beyond the Edge: Inference on Intermittent Embedded Systems. In: Proceedings of the Twenty-Fourth International Conference on Architectural Support for Programming Languages and Operating Systems. pp. 199\u2013213. Association for Computing Machinery, New York, NY, USA (2019). https:\/\/doi.org\/10.1145\/3297858.3304011.","DOI":"10.1145\/3297858.3304011"},{"key":"40_CR6","doi-asserted-by":"publisher","unstructured":"Gobieski, G., Nagi, A., Serafin, N., Isgenc, M.M., Beckmann, N., Lucia, B.: MANIC: A Vector-Dataflow Architecture for Ultra-Low-Power Embedded Systems. In: Proceedings of the 52nd Annual IEEE\/ACM International Symposium on Microarchitecture. pp. 670\u2013684. Association for Computing Machinery, New York, NY, USA (2019). https:\/\/doi.org\/10.1145\/3352460.3358277.","DOI":"10.1145\/3352460.3358277"},{"key":"40_CR7","doi-asserted-by":"publisher","unstructured":"Lee, S., Nirjon, S.: Neuro.ZERO: a zero-energy neural network accelerator for embedded sensing and inference systems. In: Proceedings of the 17th Conference on Embedded Networked Sensor Systems. pp. 138\u2013152. Association for Computing Machinery, New York, NY, USA (2019). https:\/\/doi.org\/10.1145\/3356250.3360030.","DOI":"10.1145\/3356250.3360030"},{"key":"40_CR8","doi-asserted-by":"publisher","unstructured":"Kortbeek, V., Yildirim, K.S., Bakar, A., Sorber, J., Hester, J., Pawe\u0142czak, P.: Time-sensitive Intermittent Computing Meets Legacy Software. In: Proceedings of the Twenty-Fifth International Conference on Architectural Support for Programming Languages and Operating Systems. pp. 85\u201399. Association for Computing Machinery, New York, NY, USA (2020). https:\/\/doi.org\/10.1145\/3373376.3378476.","DOI":"10.1145\/3373376.3378476"},{"key":"40_CR9","doi-asserted-by":"publisher","unstructured":"Galisteo, A., Varshney, A., Giustiniano, D.: Two to tango: hybrid light and backscatter networks for next billion devices. In: Proceedings of the 18th International Conference on Mobile Systems, Applications, and Services. pp. 80\u201393. Association for Computing Machinery, New York, NY, USA (2020). https:\/\/doi.org\/10.1145\/3386901.3388918.","DOI":"10.1145\/3386901.3388918"},{"key":"40_CR10","doi-asserted-by":"publisher","unstructured":"Majid, A.Y., Jansen, M., Delgado, G.O., Yildirim, K.S., Pawe\u0142\u0142zak, P.: Multi-hop Backscatter Tag-to-Tag Networks. In: IEEE INFOCOM 2019 - IEEE Conference on Computer Communications. pp. 721\u2013729 (2019). https:\/\/doi.org\/10.1109\/INFOCOM.2019.8737551.","DOI":"10.1109\/INFOCOM.2019.8737551"},{"key":"40_CR11","doi-asserted-by":"publisher","first-page":"9124","DOI":"10.1109\/JSEN.2022.3158736","volume":"22","author":"A Torrisi","year":"2022","unstructured":"Torrisi, A., Y\u0131ld\u0131r\u0131m, K.S., Brunelli, D.: Reliable Transiently-Powered Communication. IEEE Sensors Journal. 22, 9124\u20139134 (2022). https:\/\/doi.org\/10.1109\/JSEN.2022.3158736.","journal-title":"IEEE Sensors Journal."},{"key":"40_CR12","doi-asserted-by":"publisher","unstructured":"Varshney, A., Soleiman, A., Mottola, L., Voigt, T.: Battery-free Visible Light Sensing. In: Proceedings of the 4th ACM Workshop on Visible Light Communication Systems. pp. 3\u20138. Association for Computing Machinery, New York, NY, USA (2017). https:\/\/doi.org\/10.1145\/3129881.3129890.","DOI":"10.1145\/3129881.3129890"},{"key":"40_CR13","doi-asserted-by":"publisher","first-page":"1153","DOI":"10.3390\/s19051153","volume":"19","author":"SU Rehman","year":"2019","unstructured":"Rehman, S.U., Ullah, S., Chong, P.H.J., Yongchareon, S., Komosny, D.: Visible Light Communication: A System Perspective\u2014Overview and Challenges. Sensors. 19, 1153 (2019). https:\/\/doi.org\/10.3390\/s19051153.","journal-title":"Sensors."},{"key":"40_CR14","doi-asserted-by":"publisher","first-page":"781","DOI":"10.1109\/OJIES.2024.3434341","volume":"5","author":"A Dabbous","year":"2024","unstructured":"Dabbous, A., Berta, R., Fresta, M., Ballout, H., Lazzaroni, L., Bellotti, F.: Bringing Intelligence to the Edge for Structural Health Monitoring: The Case Study of the Z24 Bridge. IEEE Open Journal of the Industrial Electronics Society. 5, 781\u2013794 (2024). https:\/\/doi.org\/10.1109\/OJIES.2024.3434341.","journal-title":"IEEE Open Journal of the Industrial Electronics Society."},{"key":"40_CR15","doi-asserted-by":"publisher","first-page":"1286","DOI":"10.3390\/electronics13071286","volume":"13","author":"M Fresta","year":"2024","unstructured":"Fresta, M., Bellotti, F., Capello, A., Dabbous, A., Lazzaroni, L., Ansovini, F., Berta, R.: End-to-End Dataset Collection System for Sport Activities. Electronics. 13, 1286 (2024). https:\/\/doi.org\/10.3390\/electronics13071286.","journal-title":"Electronics."},{"key":"40_CR16","doi-asserted-by":"publisher","first-page":"713","DOI":"10.3390\/s22030713","volume":"22","author":"R Berta","year":"2022","unstructured":"Berta, R., Bellotti, F., De Gloria, A., Lazzaroni, L.: Assessing Versatility of a Generic End-to-End Platform for IoT Ecosystem Applications. Sensors. 22, 713 (2022). https:\/\/doi.org\/10.3390\/s22030713.","journal-title":"Sensors."},{"key":"40_CR17","doi-asserted-by":"publisher","first-page":"1624","DOI":"10.3390\/electronics13091624","volume":"13","author":"F Sakr","year":"2024","unstructured":"Sakr, F., Berta, R., Doyle, J., Capello, A., Dabbous, A., Lazzaroni, L., Bellotti, F.: CBin-NN: An Inference Engine for Binarized Neural Networks. Electronics. 13, 1624 (2024). https:\/\/doi.org\/10.3390\/electronics13091624.","journal-title":"Electronics."},{"key":"40_CR18","doi-asserted-by":"publisher","unstructured":"Berta, R., Dabbous, A., Lazzaroni, L., Pau, D., Bellotti, F.: Developing a TinyML Image Classifier in a Hour. IEEE Open Journal of the Industrial Electronics Society. 1\u201315 (2024). https:\/\/doi.org\/10.1109\/OJIES.2024.3451959.","DOI":"10.1109\/OJIES.2024.3451959"},{"key":"40_CR19","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2024.108998","volume":"136","author":"L Lazzaroni","year":"2024","unstructured":"Lazzaroni, L., Bellotti, F., Berta, R.: An embedded end-to-end voice assistant. Engineering Applications of Artificial Intelligence. 136, 108998 (2024). https:\/\/doi.org\/10.1016\/j.engappai.2024.108998.","journal-title":"Engineering Applications of Artificial Intelligence."},{"key":"40_CR20","doi-asserted-by":"publisher","unstructured":"Caronti, L., Akhunov, K., Nardello, M., Y\u0131ld\u0131r\u0131m, K.S., Brunelli, D.: Fine-grained Hardware Acceleration for Efficient Batteryless Intermittent Inference on the Edge. ACM Trans. Embed. Comput. Syst. 22, 82:1\u201382:19 (2023). https:\/\/doi.org\/10.1145\/3608475.","DOI":"10.1145\/3608475"}],"container-title":["Lecture Notes in Electrical Engineering","Applications in Electronics Pervading Industry, Environment and Society"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-84100-2_40","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,8]],"date-time":"2025-03-08T00:01:09Z","timestamp":1741392069000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-84100-2_40"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031840999","9783031841002"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-84100-2_40","relation":{},"ISSN":["1876-1100","1876-1119"],"issn-type":[{"type":"print","value":"1876-1100"},{"type":"electronic","value":"1876-1119"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"8 March 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ApplePies","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Applications in Electronics Pervading Industry, Environment and Society","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Turin","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"19 September 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 September 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"applepies2024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}