Recent Developments in Automated Reactors for Plasmonic Nanoparticles
Automated reactors are transforming nanomaterial synthesis by enabling precise, multistep control over morphology and reaction pathways. This review discusses recent advancements in robotic batch and continuous-flow platforms, highlighting their role in expanding chemical space exploration and adapt...
Saved in:
Published in | Nanomaterials (Basel, Switzerland) Vol. 15; no. 8; p. 607 |
---|---|
Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
Switzerland
MDPI AG
15.04.2025
MDPI |
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Automated reactors are transforming nanomaterial synthesis by enabling precise, multistep control over morphology and reaction pathways. This review discusses recent advancements in robotic batch and continuous-flow platforms, highlighting their role in expanding chemical space exploration and adaptive manufacturing. Despite progress, challenges remain in integrating automation for complex, multistep syntheses due to the intricate interplay of chemical and physical processes. Emerging process analytical technologies and advanced control software are enhancing real-time monitoring, adaptive feedback loops, and self-optimizing synthesis strategies. We categorize these developments, emphasizing their impact on plasmonic nanomaterial fabrication and outlining future directions for autonomous synthesis. |
---|---|
AbstractList | Automated reactors are transforming nanomaterial synthesis by enabling precise, multistep control over morphology and reaction pathways. This review discusses recent advancements in robotic batch and continuous-flow platforms, highlighting their role in expanding chemical space exploration and adaptive manufacturing. Despite progress, challenges remain in integrating automation for complex, multistep syntheses due to the intricate interplay of chemical and physical processes. Emerging process analytical technologies and advanced control software are enhancing real-time monitoring, adaptive feedback loops, and self-optimizing synthesis strategies. We categorize these developments, emphasizing their impact on plasmonic nanomaterial fabrication and outlining future directions for autonomous synthesis. Automated reactors are transforming nanomaterial synthesis by enabling precise, multistep control over morphology and reaction pathways. This review discusses recent advancements in robotic batch and continuous-flow platforms, highlighting their role in expanding chemical space exploration and adaptive manufacturing. Despite progress, challenges remain in integrating automation for complex, multistep syntheses due to the intricate interplay of chemical and physical processes. Emerging process analytical technologies and advanced control software are enhancing real-time monitoring, adaptive feedback loops, and self-optimizing synthesis strategies. We categorize these developments, emphasizing their impact on plasmonic nanomaterial fabrication and outlining future directions for autonomous synthesis.Automated reactors are transforming nanomaterial synthesis by enabling precise, multistep control over morphology and reaction pathways. This review discusses recent advancements in robotic batch and continuous-flow platforms, highlighting their role in expanding chemical space exploration and adaptive manufacturing. Despite progress, challenges remain in integrating automation for complex, multistep syntheses due to the intricate interplay of chemical and physical processes. Emerging process analytical technologies and advanced control software are enhancing real-time monitoring, adaptive feedback loops, and self-optimizing synthesis strategies. We categorize these developments, emphasizing their impact on plasmonic nanomaterial fabrication and outlining future directions for autonomous synthesis. |
Audience | Academic |
Author | Luo, Tong He, Shan Chen, Xiao’e Jellicoe, Matt Young, David James |
AuthorAffiliation | 3 College of Medicine and Public Health, Flinders University, Adelaide 5042, Australia 2 James Watt School of Engineering, University of Glasgow, Glasgow G12 8QQ, UK; david.j.young@glasgow.ac.uk 1 School of Food and Pharmacy, Zhejiang Ocean University, Zhoushan 316022, China |
AuthorAffiliation_xml | – name: 1 School of Food and Pharmacy, Zhejiang Ocean University, Zhoushan 316022, China – name: 2 James Watt School of Engineering, University of Glasgow, Glasgow G12 8QQ, UK; david.j.young@glasgow.ac.uk – name: 3 College of Medicine and Public Health, Flinders University, Adelaide 5042, Australia |
Author_xml | – sequence: 1 givenname: Shan surname: He fullname: He, Shan – sequence: 2 givenname: Tong surname: Luo fullname: Luo, Tong – sequence: 3 givenname: Xiao’e surname: Chen fullname: Chen, Xiao’e – sequence: 4 givenname: David James surname: Young fullname: Young, David James – sequence: 5 givenname: Matt orcidid: 0000-0002-9079-5307 surname: Jellicoe fullname: Jellicoe, Matt |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/40278472$$D View this record in MEDLINE/PubMed |
BookMark | eNpdUktv1DAQtlARLUtvnFEkLhzY4mfsnNCqFKhUAargbDn2ePEqsRc7qcS_xyVLtcVzmNH4m2-ez9FJTBEQeknwBWMdfhdNTERghVssn6AzimW35l1HTo7sU3Reyg7X1xGmBHuGTjmmUnFJz9DVLViIU_MB7mBI-7HapQmx2cxTGs0ErrkFY6eUS-NTbr4NpowpBtt8qZn3Jk_BDlBeoKfeDAXOD3qFfny8-n75eX3z9dP15eZmbbmU09oS3gNhwDy0LVhnWM-E9EJaTqWnsndSmk5QAkTVhnyvMGaUVG2VkcSyFbpeeF0yO73PYTT5t04m6L-OlLf6UJJ2TEnXs8rCWs656G1N5Ijy2IGwnatc7xeu_dyP4O6nkM3wiPTxTww_9TbdaUIx7VosKsObA0NOv2Yokx5DsTAMJkKai2ak461oVR37Cr3-D7pLc451VguK8U7IirpYUFtTOwjRp5rYVnEwBls370P1bxSTUtEaUgNeHffwUPy__VbA2wVgcyolg3-AEKzvL0gfXxD7A-Bat-o |
Cites_doi | 10.1038/s41524-021-00520-w 10.1039/D4RE00339J 10.1021/acsanm.2c02579 10.1007/s41981-020-00084-8 10.1039/D1SC05829K 10.1039/D3NA01080E 10.1039/C6CS00830E 10.3390/molecules28186624 10.1016/j.cis.2024.103263 10.1038/s41467-025-56788-9 10.1002/sstr.202300397 10.1038/s41598-022-09774-w 10.1038/s41573-020-0090-8 10.1002/adfm.202106725 10.1039/D4NR02516D 10.1126/sciadv.abo2626 10.1002/aenm.202100918 10.1021/acs.nanolett.4c05072 10.1002/cmtd.202300021 10.1002/smll.202106580 10.1002/chem.201700888 10.1016/j.chemosphere.2022.134427 10.1007/s10898-021-01052-9 10.1038/s41598-020-58580-9 10.2139/ssrn.5044345 10.1002/adfm.202312561 10.1126/science.aaf1337 10.26434/chemrxiv-2025-tx4tq 10.1039/D1RE00549A 10.1039/D1NA00195G 10.1038/s41467-020-16501-4 10.1098/rsos.191204 10.1039/D1CC00859E 10.2174/1568026616666160715163346 10.1021/acsnano.1c10919 10.1002/smll.202403529 10.1002/ange.202214511 10.1039/D4NH00174E 10.1021/acs.chemrev.2c00798 10.1016/j.cej.2018.07.031 |
ContentType | Journal Article |
Copyright | COPYRIGHT 2025 MDPI AG 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. 2025 by the authors. 2025 |
Copyright_xml | – notice: COPYRIGHT 2025 MDPI AG – notice: 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. – notice: 2025 by the authors. 2025 |
DBID | AAYXX CITATION NPM 7QF 7QO 7QQ 7SC 7SE 7SP 7SR 7TA 7TB 7U5 8BQ 8FD 8FE 8FG 8FH ABJCF ABUWG AFKRA AZQEC BBNVY BENPR BGLVJ BHPHI CCPQU D1I DWQXO F28 FR3 GNUQQ H8D H8G HCIFZ JG9 JQ2 KB. KR7 L7M LK8 L~C L~D M7P P64 PDBOC PHGZM PHGZT PIMPY PKEHL PQEST PQGLB PQQKQ PQUKI PRINS 7X8 5PM DOA |
DOI | 10.3390/nano15080607 |
DatabaseName | CrossRef PubMed Aluminium Industry Abstracts Biotechnology Research Abstracts Ceramic Abstracts Computer and Information Systems Abstracts Corrosion Abstracts Electronics & Communications Abstracts Engineered Materials Abstracts Materials Business File Mechanical & Transportation Engineering Abstracts Solid State and Superconductivity Abstracts METADEX Technology Research Database ProQuest SciTech Collection ProQuest Technology Collection ProQuest Natural Science Collection Materials Science & Engineering Collection ProQuest Central (Alumni) ProQuest Central UK/Ireland ProQuest Central Essentials Biological Science Collection ProQuest Central Technology Collection Natural Science Collection ProQuest One ProQuest Materials Science Collection ProQuest Central ANTE: Abstracts in New Technology & Engineering Engineering Research Database ProQuest Central Student Aerospace Database Copper Technical Reference Library SciTech Premium Collection Materials Research Database ProQuest Computer Science Collection Materials Science Database Civil Engineering Abstracts Advanced Technologies Database with Aerospace Biological Sciences Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional Biological Science Database Biotechnology and BioEngineering Abstracts Materials Science Collection ProQuest Central Premium ProQuest One Academic Publicly Available Content Database ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China MEDLINE - Academic PubMed Central (Full Participant titles) DOAJ Open Access Full Text |
DatabaseTitle | CrossRef PubMed Publicly Available Content Database Materials Research Database ProQuest Central Student ProQuest Central Essentials ProQuest Computer Science Collection Computer and Information Systems Abstracts SciTech Premium Collection ProQuest Central China Materials Business File ProQuest One Applied & Life Sciences Engineered Materials Abstracts Natural Science Collection Biological Science Collection ProQuest Central (New) ANTE: Abstracts in New Technology & Engineering Aluminium Industry Abstracts ProQuest Biological Science Collection ProQuest One Academic Eastern Edition Electronics & Communications Abstracts ProQuest Technology Collection Ceramic Abstracts Biological Science Database Biotechnology and BioEngineering Abstracts ProQuest One Academic UKI Edition Solid State and Superconductivity Abstracts Engineering Research Database ProQuest One Academic ProQuest One Academic (New) Technology Collection Technology Research Database Computer and Information Systems Abstracts – Academic ProQuest One Academic Middle East (New) Mechanical & Transportation Engineering Abstracts Materials Science Collection ProQuest Central (Alumni Edition) ProQuest One Community College ProQuest Natural Science Collection ProQuest Central Aerospace Database Copper Technical Reference Library Biotechnology Research Abstracts ProQuest Central Korea Materials Science Database Advanced Technologies Database with Aerospace ProQuest Materials Science Collection Civil Engineering Abstracts ProQuest SciTech Collection METADEX Computer and Information Systems Abstracts Professional Materials Science & Engineering Collection Corrosion Abstracts MEDLINE - Academic |
DatabaseTitleList | PubMed MEDLINE - Academic CrossRef Publicly Available Content Database |
Database_xml | – sequence: 1 dbid: DOA name: DOAJ Open Access Full Text url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: NPM name: PubMed url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database – sequence: 3 dbid: 8FG name: ProQuest Technology Collection url: https://search.proquest.com/technologycollection1 sourceTypes: Aggregation Database |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering |
EISSN | 2079-4991 |
ExternalDocumentID | oai_doaj_org_article_d387db307f364445bc7f5d18f0de5c9d PMC12029605 A837782349 40278472 10_3390_nano15080607 |
Genre | Journal Article Review |
GroupedDBID | 53G 5VS 8FE 8FG 8FH AADQD AAFWJ AAHBH AAYXX ABJCF ADBBV ADMLS AENEX AFKRA AFPKN AFZYC ALMA_UNASSIGNED_HOLDINGS AOIJS BBNVY BCNDV BENPR BGLVJ BHPHI CCPQU CITATION D1I GROUPED_DOAJ HCIFZ HYE I-F IAO ITC KB. KQ8 LK8 M7P MODMG M~E OK1 PDBOC PGMZT PHGZM PHGZT PIMPY PROAC RPM NPM PQGLB 7QF 7QO 7QQ 7SC 7SE 7SP 7SR 7TA 7TB 7U5 8BQ 8FD ABUWG AZQEC DWQXO F28 FR3 GNUQQ H8D H8G JG9 JQ2 KR7 L7M L~C L~D P64 PKEHL PQEST PQQKQ PQUKI PRINS 7X8 5PM PUEGO |
ID | FETCH-LOGICAL-c477t-c14be13e3fe66ecda3b357f57c427f27bd77a9521e18607fb800321fb8c8a71c3 |
IEDL.DBID | BENPR |
ISSN | 2079-4991 |
IngestDate | Wed Aug 27 01:29:03 EDT 2025 Thu Aug 21 18:26:46 EDT 2025 Fri Jul 11 18:30:02 EDT 2025 Fri Jul 25 11:44:50 EDT 2025 Tue Jul 01 05:40:54 EDT 2025 Mon Jul 21 05:45:45 EDT 2025 Tue Jul 01 05:11:38 EDT 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 8 |
Keywords | automated reactors continuous flow platform plasmonic nanoparticles |
Language | English |
License | https://creativecommons.org/licenses/by/4.0 Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c477t-c14be13e3fe66ecda3b357f57c427f27bd77a9521e18607fb800321fb8c8a71c3 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 ObjectType-Review-3 content type line 23 These authors contributed equally to this work. |
ORCID | 0000-0002-9079-5307 |
OpenAccessLink | https://www.proquest.com/docview/3194634957?pq-origsite=%requestingapplication% |
PMID | 40278472 |
PQID | 3194634957 |
PQPubID | 2032354 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_d387db307f364445bc7f5d18f0de5c9d pubmedcentral_primary_oai_pubmedcentral_nih_gov_12029605 proquest_miscellaneous_3194656891 proquest_journals_3194634957 gale_infotracacademiconefile_A837782349 pubmed_primary_40278472 crossref_primary_10_3390_nano15080607 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2025-04-15 |
PublicationDateYYYYMMDD | 2025-04-15 |
PublicationDate_xml | – month: 04 year: 2025 text: 2025-04-15 day: 15 |
PublicationDecade | 2020 |
PublicationPlace | Switzerland |
PublicationPlace_xml | – name: Switzerland – name: Basel |
PublicationTitle | Nanomaterials (Basel, Switzerland) |
PublicationTitleAlternate | Nanomaterials (Basel) |
PublicationYear | 2025 |
Publisher | MDPI AG MDPI |
Publisher_xml | – name: MDPI AG – name: MDPI |
References | Pinho (ref_29) 2021; 11 Britton (ref_38) 2017; 23 Alharbi (ref_19) 2021; 3 Jackson (ref_20) 2025; 10 ref_11 ref_10 Jellicoe (ref_17) 2022; 13 Yoo (ref_28) 2024; 34 Liu (ref_24) 2022; 18 Taylor (ref_4) 2023; 123 Joseph (ref_35) 2024; 6 Wu (ref_32) 2025; 16 Bui (ref_34) 2024; 5 ref_15 Seifert (ref_8) 2024; 16 Manson (ref_25) 2021; 80 Clayton (ref_2) 2023; 135 Karthik (ref_21) 2022; 299 Hall (ref_31) 2021; 57 Britton (ref_39) 2017; 46 Truong (ref_13) 2024; 332 Adamo (ref_36) 2016; 352 Khositanon (ref_16) 2020; 10 Mitchell (ref_7) 2021; 20 Clayton (ref_3) 2023; 3 Kioumourtzoglou (ref_5) 2024; 9 Schweidtmann (ref_22) 2018; 352 Jellicoe (ref_37) 2022; 5 Jiang (ref_14) 2022; 8 Liu (ref_6) 2025; 25 ref_1 Salley (ref_26) 2020; 11 Ren (ref_30) 2021; 7 Tao (ref_33) 2021; 31 Gaetano (ref_9) 2016; 16 ref_27 Clayton (ref_23) 2022; 7 Jellicoe (ref_18) 2025; 21 Pu (ref_40) 2020; 7 Pokrajac (ref_12) 2021; 15 |
References_xml | – volume: 7 start-page: 55 year: 2021 ident: ref_30 article-title: Two-step machine learning enables optimised nanoparticle synthesis publication-title: NPJ Comput. Mater. doi: 10.1038/s41524-021-00520-w – volume: 10 start-page: 511 year: 2025 ident: ref_20 article-title: Self-optimising continuous-flow hydrothermal reactor for nanoparticle synthesis publication-title: React. Chem. Eng. doi: 10.1039/D4RE00339J – volume: 5 start-page: 11586 year: 2022 ident: ref_37 article-title: Coiling of Single-Walled Carbon Nanotubes via Selective Topological Fluid Flow: Implications for Sensors publication-title: ACS Appl. Nano Mater. doi: 10.1021/acsanm.2c02579 – volume: 10 start-page: 353 year: 2020 ident: ref_16 article-title: Continuous-flow purification of silver nanoparticles and its integration with flow synthesis publication-title: J. Flow Chem. doi: 10.1007/s41981-020-00084-8 – volume: 13 start-page: 3375 year: 2022 ident: ref_17 article-title: Vortex fluidic induced mass transfer across immiscible phases publication-title: Chem Sci. doi: 10.1039/D1SC05829K – volume: 6 start-page: 1202 year: 2024 ident: ref_35 article-title: Vortex fluidic regulated phospholipid equilibria involving liposomes down to sub-micelle size assemblies publication-title: Nanoscale Adv. doi: 10.1039/D3NA01080E – volume: 46 start-page: 1250 year: 2017 ident: ref_39 article-title: Multi-step continuous-flow synthesis publication-title: Chem. Soc. Rev. doi: 10.1039/C6CS00830E – ident: ref_11 doi: 10.3390/molecules28186624 – volume: 332 start-page: 103263 year: 2024 ident: ref_13 article-title: Precision-engineered metal and metal-oxide nanoparticles for biomedical imaging and healthcare applications publication-title: Adv. Colloid Interface Sci. doi: 10.1016/j.cis.2024.103263 – volume: 16 start-page: 1473 year: 2025 ident: ref_32 article-title: Self-driving lab for the photochemical synthesis of plasmonic nanoparticles with targeted structural and optical properties publication-title: Nat. Commun. doi: 10.1038/s41467-025-56788-9 – volume: 5 start-page: 2300397 year: 2024 ident: ref_34 article-title: A Proportional–Integral Feedback Controlled Automatic Flow Chemistry System to Produce On-Demand AgAu Alloy Nanoboxes publication-title: Small Struct. doi: 10.1002/sstr.202300397 – ident: ref_27 doi: 10.1038/s41598-022-09774-w – volume: 20 start-page: 101 year: 2021 ident: ref_7 article-title: Engineering precision nanoparticles for drug delivery publication-title: Nat. Rev. Drug Discov. doi: 10.1038/s41573-020-0090-8 – volume: 31 start-page: 2106725 year: 2021 ident: ref_33 article-title: Self-Driving Platform for Metal Nanoparticle Synthesis: Combining Microfluidics and Machine Learning publication-title: Adv. Funct. Mater. doi: 10.1002/adfm.202106725 – volume: 16 start-page: 19284 year: 2024 ident: ref_8 article-title: Continuous flow synthesis and simulation-supported investigation of tunable plasmonic gold patchy nanoparticles publication-title: Nanoscale doi: 10.1039/D4NR02516D – volume: 8 start-page: eabo2626 year: 2022 ident: ref_14 article-title: An artificial intelligence enabled chemical synthesis robot for exploration and optimization of nanomaterials publication-title: Sci. Adv. doi: 10.1126/sciadv.abo2626 – volume: 11 start-page: 2100918 year: 2021 ident: ref_29 article-title: Dial-A-Particle: Precise Manufacturing of Plasmonic Nanoparticles Based on Early Growth Information—Redefining Automation for Slow Material Synthesis publication-title: Adv. Energy Mater. doi: 10.1002/aenm.202100918 – volume: 25 start-page: 754 year: 2025 ident: ref_6 article-title: Designing Hybrid Plasmonic Superlattices with Spatially Confined Responsive Heterostructural Units publication-title: Nano Lett. doi: 10.1021/acs.nanolett.4c05072 – volume: 3 start-page: e202300021 year: 2023 ident: ref_3 article-title: Recent Developments in Reactor Automation for Multistep Chemical Synthesis publication-title: Chem. Methods doi: 10.1002/cmtd.202300021 – volume: 18 start-page: 2106580 year: 2022 ident: ref_24 article-title: Microfluidic Nanoparticles for Drug Delivery publication-title: Small doi: 10.1002/smll.202106580 – volume: 23 start-page: 13270 year: 2017 ident: ref_38 article-title: Vortex Fluidic Chemical Transformations publication-title: Chem. Eur. J. doi: 10.1002/chem.201700888 – volume: 299 start-page: 134427 year: 2022 ident: ref_21 article-title: Development of lab-on-chip biosensor for the detection of toxic heavy metals: A review publication-title: Chemosphere doi: 10.1016/j.chemosphere.2022.134427 – volume: 80 start-page: 865 year: 2021 ident: ref_25 article-title: MVMOO: Mixed variable multi-objective optimisation publication-title: J. Glob. Optim. doi: 10.1007/s10898-021-01052-9 – ident: ref_1 doi: 10.1038/s41598-020-58580-9 – ident: ref_15 doi: 10.2139/ssrn.5044345 – volume: 34 start-page: 2312561 year: 2024 ident: ref_28 article-title: Bespoke Metal Nanoparticle Synthesis at Room Temperature and Discovery of Chemical Knowledge on Nanoparticle Growth via Autonomous Experimentations publication-title: Adv. Funct. Mater. doi: 10.1002/adfm.202312561 – volume: 352 start-page: 61 year: 2016 ident: ref_36 article-title: On-demand continuous-flow production of pharmaceuticals in a compact, reconfigurable system publication-title: Science doi: 10.1126/science.aaf1337 – ident: ref_10 doi: 10.26434/chemrxiv-2025-tx4tq – volume: 7 start-page: 987 year: 2022 ident: ref_23 article-title: Automated multi-objective reaction optimisation: Which algorithm should I use? publication-title: React. Chem. Eng. doi: 10.1039/D1RE00549A – volume: 3 start-page: 3064 year: 2021 ident: ref_19 article-title: Sub-micron moulding topological mass transport regimes in angled vortex fluidic flow publication-title: Nanoscale Adv. doi: 10.1039/D1NA00195G – volume: 11 start-page: 2771 year: 2020 ident: ref_26 article-title: A nanomaterials discovery robot for the Darwinian evolution of shape programmable gold nanoparticles publication-title: Nat. Commun. doi: 10.1038/s41467-020-16501-4 – volume: 7 start-page: 191204 year: 2020 ident: ref_40 article-title: Liquid cell transmission electron microscopy and its applications publication-title: R. Soc. Open Sci. doi: 10.1098/rsos.191204 – volume: 57 start-page: 4926 year: 2021 ident: ref_31 article-title: Autonomous optimisation of a nanoparticle catalysed reduction reaction in continuous flow publication-title: Chem. Commun. doi: 10.1039/D1CC00859E – volume: 16 start-page: 3069 year: 2016 ident: ref_9 article-title: Gold and Silver Nanoparticles for Applications in Theranostics publication-title: Curr. Top. Med. Chem. doi: 10.2174/1568026616666160715163346 – volume: 15 start-page: 18608 year: 2021 ident: ref_12 article-title: Nanotechnology for a Sustainable Future: Addressing Global Challenges with the International Network4Sustainable Nanotechnology publication-title: ACS Nano doi: 10.1021/acsnano.1c10919 – volume: 21 start-page: 2403529 year: 2025 ident: ref_18 article-title: Continuous Flow Synthesis of Copper Oxide Nanoparticles Enabling Rapid Screening of Synthesis-Structure-Property Relationships publication-title: Small doi: 10.1002/smll.202403529 – volume: 135 start-page: e202214511 year: 2023 ident: ref_2 article-title: Bayesian Self-Optimization for Telescoped Continuous Flow Synthesis publication-title: Angew. Chem. doi: 10.1002/ange.202214511 – volume: 9 start-page: 1364 year: 2024 ident: ref_5 article-title: Nanomaterials as a Service (NaaS) concept: On-demand protocols for volume synthesis of nanomaterials publication-title: Nanoscale Horiz. doi: 10.1039/D4NH00174E – volume: 123 start-page: 3089 year: 2023 ident: ref_4 article-title: A Brief Introduction to Chemical Reaction Optimization publication-title: Chem. Rev. doi: 10.1021/acs.chemrev.2c00798 – volume: 352 start-page: 277 year: 2018 ident: ref_22 article-title: Machine learning meets continuous flow chemistry: Automated optimization towards the Pareto front of multiple objectives publication-title: Chem. Eng. J. doi: 10.1016/j.cej.2018.07.031 |
SSID | ssj0000913853 |
Score | 2.2888877 |
SecondaryResourceType | review_article |
Snippet | Automated reactors are transforming nanomaterial synthesis by enabling precise, multistep control over morphology and reaction pathways. This review discusses... |
SourceID | doaj pubmedcentral proquest gale pubmed crossref |
SourceType | Open Website Open Access Repository Aggregation Database Index Database |
StartPage | 607 |
SubjectTerms | Artificial intelligence automated reactors Automation Continuous flow continuous flow platform Control theory Discovery and exploration Fabrication Feedback loops Learning strategies Mechanization Nanomaterials Nanoparticles Outer space plasmonic nanoparticles Plasmonics Reactors Real time Review Space exploration Spectrum analysis Synthesis Technology application |
SummonAdditionalLinks | – databaseName: DOAJ Open Access Full Text dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1La9wwEBYlp_YQ-khSt0lRIaUnk9XbPm5KQii0lJBAbkIvkxzqLc3u_-83trN46aGXnrxYthnNeDTfrMbfMHYqA4FS2jMswta6JFvHpEQdLGKJwM8g6Xvnb9_t1a3-emfuZq2-qCZspAceFXeWVeNyxJvYKYRubWJyncmi6Ra5mNRmWn0R82bJ1LAGt0IhEI2V7gp5_Vkf-hVxny8sdY6dxaCBqv_vBXkWkXarJWfh5_Il259wI1-O8r5iz0r_mr2YsQm-YReAgLiZz-qAHvlDz5eb9Qq4tGR-XcbuOhxIlf8Abv5JxLgcKyxS56lC7oDdXl7cfLmqpy4JddLOreskdCz0X2ZXrC0pBxWVgY5c0tJ10sXsXGgRpYtoMPcuAiIqKXBMTXAiqUO216_68pbxZDudYo7JxKIbOGcXJR6e2pItHL2p2KcnvflfIxmGRxJB-vVz_VbsnJS6vYYorIcTMKyfpuP_ZdiKfSaTeHI06D2F6XsBiEqUVX6J1BrwRum2YsdPVvOTBz56SK8tBg2k-bgdhu_Qhkjoy2ozXWNs04qKHY1G3sqshy1ZJyvW7Jh_Z1K7I_3D_cDPLeRCIjE07_6HGt6z55JaDhO9pDlme-vfm3ICHLSOH4ZX_g-YtAgq priority: 102 providerName: Directory of Open Access Journals |
Title | Recent Developments in Automated Reactors for Plasmonic Nanoparticles |
URI | https://www.ncbi.nlm.nih.gov/pubmed/40278472 https://www.proquest.com/docview/3194634957 https://www.proquest.com/docview/3194656891 https://pubmed.ncbi.nlm.nih.gov/PMC12029605 https://doaj.org/article/d387db307f364445bc7f5d18f0de5c9d |
Volume | 15 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1Lb9swDCbW9LIdhnVPd12gARt2MhrJsqScinRIWgxYURQr0JtgPbz2MLtrkv9f0lZSBwN2ihE7gURK5EeK_gjwRVQESunMMHKVy-hV7nzB80qhL-F4WQl63_nnhTq_lj9uypuUcFumssqNTewMdWg95ciPcalIVSCc1yf3f3PqGkWnq6mFxh7sowk2ZgT7p_OLy6ttloVYL9Eh9RXvBcb3x03VtMSBPlHUQXbgizrK_n8N88Az7VZNDtzQ4hW8TPiRzXqFH8Cz2LyGFwNWwTcwRyiIP2aDeqAlu2vYbL1qEZ_GwK5i32WHIWJll4if_xBBLkNLiyF0qpR7C9eL-a_v53nqlpB7qfUq91y6SDnNOioVfagKV5S6LrWXQtdCu6B1NUVvHbnBudcOoWIhOH56U2nui3cwatomfgDmVS29C86XLkqDkq-dwD_30xgUbniTwdeN3Ox9T4phMZgg-dqhfDM4JaFunyEq6-6L9uG3TdOxoTA6ODQ1dYHYTJbO46ADN_UkxNJPQwbfSCWWNhzK3VfpvQEcKlFX2RmG2AhzcGlkcLTRmk07cWmf1k0Gn7e3cQ_RwUjVxHadnimVmfIM3vdK3o5ZdkezWmRgdtS_M6ndO83dbcfTzcVEYIBYHv5_XB_huaCmwkQgWR7BaPWwjp8Q6azcGPbM4mycFvW4yxc8AgRWAm0 |
linkProvider | ProQuest |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB6VcgAOiDehBYxExSlq7Dh29oCqBbps6UMItVJvbvwI9EBSurtC_VP8xs7ksWSFxK2nRHES2TPjmW_s8QzAW1EQKKU9w8BVLINTsXUpjwuFtoTjbSHovPPhkZqeyC-n2eka_OnPwlBYZa8TG0Xta0dr5NsoKlKlCOf1zsWvmKpG0e5qX0KjFYv9cPUbXbbZ-71PyN8tISa7xx-ncVdVIHZS63nsuLSB1v7KoFRwvkhtmuky004KXQptvdbFCK1a4LlKdGkRUqWC49XlheYuxf_egtsyRUtOJ9Mnn5drOpRjE81fG1-P7cl2VVQ1ZVxPFNWrHVi-pkDAv2ZgYAdXYzQHRm_yAO53aJWNW_F6CGuhegT3BjkMH8MuAk_8mA2ij2bsvGLjxbxGNBw8-xbamj4M8TH7imj9J6XjZajX0WHv4vKewMmNUPEprFd1FZ4Dc6qUznrrMhtkjnwurcCfu1HwCtVLHsFWTzdz0abgMOi6EH3NkL4RfCCiLt-hxNnNg_ryu-mGY3yaa29RsZUpIkGZWYed9jwvEx8yN_IRvCOWGJreSHdXdKcUsKuUKMuM0aFHUIWCGMFmzzXTzfuZ-SulEbxZNuOMpW2Yogr1onsnU_mIR_CsZfKyz7LZCNYignyF_SuDWm2pzn80WcG5SAS6o9mL__frNdyZHh8emIO9o_0NuCuonDGlrsw2YX1-uQgvEWPN7atGsBmc3fRMugY-tTw- |
linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9NAEB6VVEJwQLwxFDASFScr3od37QNCKU3UUoiiikq9Ge_D0AN2aRIh_hq_jhk_giMkbj0lih1rPTM7883u7DcAr3lBoJT2DD1TkfRWRcYKFhUKYwnDrwWn886f5uroTH44T8534Hd_FobKKnuf2DhqV1taIx-jqUglEM7rcdmVRSwOZ-8uf0TUQYp2Wvt2Gq2JnPhfPzF9W749PkRd73M-m35-fxR1HQYiK7VeRZZJ42kdsPRKeesKYUSiy0RbyXXJtXFaFxlGOM9SFevSILwSnOGnTQvNrMDn3oBdTVnRCHYPpvPF6WaFhxg3MRi21fZCZPG4Kqqa-NdjRd1rB3GwaRfwb1AYRMXtis1BCJzdhTsddg0nrbHdgx1f3YfbA0bDBzBFGIp_Dge1SMvwogon61WN2Ni78NS3HX5CRMvhArH7dyLnDdHLY_reVek9hLNrkeMjGFV15Z9AaFUprXHGJsbLFLVeGo4Pt5l3Cp1NGsB-L7f8siXkyDGRIfnmQ_kGcEBC3dxDNNrND_XV17x7ndyJVDuDbq4UiAtlYiwO2rG0jJ1PbOYCeEMqyWmyo9xt0Z1ZwKESbVY-wfQeIRaaZQB7vdbyzgss8782G8CrzWWcv7QpU1S-Xnf3JCrNWACPWyVvxiybbWHNA0i31L_1UttXqotvDUc44zHH5DR5-v9xvYSbOIvyj8fzk2dwi1NvY-KxTPZgtLpa--cIuFbmRWfZIXy57sn0B_2WQdA |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Recent+Developments+in+Automated+Reactors+for+Plasmonic+Nanoparticles&rft.jtitle=Nanomaterials+%28Basel%2C+Switzerland%29&rft.au=He%2C+Shan&rft.au=Luo%2C+Tong&rft.au=Chen%2C+Xiao%27e&rft.au=Young%2C+David+James&rft.date=2025-04-15&rft.issn=2079-4991&rft.eissn=2079-4991&rft.volume=15&rft.issue=8&rft_id=info:doi/10.3390%2Fnano15080607&rft.externalDBID=NO_FULL_TEXT |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2079-4991&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2079-4991&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2079-4991&client=summon |