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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nanotechnol.</journal-id>
<journal-title>Frontiers in Nanotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nanotechnol.</abbrev-journal-title>
<issn pub-type="epub">2673-3013</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1096267</article-id>
<article-id pub-id-type="doi">10.3389/fnano.2022.1096267</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nanotechnology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Nucleation control of quantum dot synthesis in a microfluidic continuous flow reactor</article-title>
<alt-title alt-title-type="left-running-head">Kim et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fnano.2022.1096267">10.3389/fnano.2022.1096267</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Kim</surname>
<given-names>Eun Byoel</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2120176/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tomczak</surname>
<given-names>Kyle M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chandrasiri</surname>
<given-names>Hashini B.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>P&#xe1;lmai</surname>
<given-names>Marcell</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ghaznavi</surname>
<given-names>Amirreza</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gritsenko</surname>
<given-names>Dmitry</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xu</surname>
<given-names>Jie</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/66767/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Snee</surname>
<given-names>Preston T.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/541104/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Chemistry</institution>, <institution>University of Illinois Chicago</institution>, <addr-line>Chicago</addr-line>, <addr-line>IL</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Mechanical and Industrial Engineering</institution>, <institution>University of Illinois Chicago</institution>, <addr-line>Chicago</addr-line>, <addr-line>IL</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1641496/overview">Brandi Cossairt</ext-link>, University of Washington, United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2100317/overview">James McBride</ext-link>, Vanderbilt University, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1661325/overview">Addis Fuhr</ext-link>, Oak Ridge National Laboratory (DOE), United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Preston T. Snee, <email>sneep@uic.edu</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Nanomaterials, a section of the journal Frontiers in Nanotechnology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>4</volume>
<elocation-id>1096267</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Kim, Tomczak, Chandrasiri, P&#xe1;lmai, Ghaznavi, Gritsenko, Xu and Snee.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Kim, Tomczak, Chandrasiri, P&#xe1;lmai, Ghaznavi, Gritsenko, Xu and Snee</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>The use of microfluidics in chemical synthesis is topical due to the potential to improve reproducibility and the ability promptly interrogate a wide range of reaction parameters, the latter of which is necessary for the training of artificial intelligence (AI) algorithms. Applying microfluidic techniques to semiconductor nanocrystals, or quantum dots (QDs), is challenging due to the need for a high-temperature nucleation event followed by particle growth at lower temperatures. Such a high-temperature gradient can be realized using complex, segmented microfluidic reactor designs, which represents an engineering approach. Here, an alternative chemical approach is demonstrated using the cluster seed method of nanoparticle synthesis in a simple microfluidic reactor system. This enables quantum dot nucleation at lower temperatures due to the presence of molecular organometallic compounds (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] and (NMe<sub>4</sub>)<sub>4</sub>[Zn<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>]. This integration of cluster seeding with microfluidics affords a new mechanism to tailor the reaction conditions for optimizing yields and tuning product properties.</p>
</abstract>
<abstract abstract-type="graphical">
<title>Graphical Abstract</title>
<p>
<graphic xlink:href="FNANO_fnano-2022-1096267_wc_abs.tif" position="anchor"/>
</p>
</abstract>
<kwd-group>
<kwd>microfluidic</kwd>
<kwd>cadmium selenide</kwd>
<kwd>quantum dot (QD)</kwd>
<kwd>nucleation</kwd>
<kwd>artificial intelligence (AI)</kwd>
</kwd-group>
<contract-num rid="cn001">60875ND10</contract-num>
<contract-sponsor id="cn001">American Chemical Society Petroleum Research Fund<named-content content-type="fundref-id">10.13039/100006770</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The development of semiconductor nanoscience has been driven by the materials&#x2019; efficacy in several applications such as photonics (<xref ref-type="bibr" rid="B28">Owen and Brus, 2017</xref>), electronics (<xref ref-type="bibr" rid="B16">Koh et al., 2011</xref>), and biomedical imaging (<xref ref-type="bibr" rid="B20">Lim et al., 2015</xref>). Semiconductor nanoparticles are generally referred to as &#x201c;quantum dots&#x201d; (QDs) owing to their size-dependent optical and electronic properties that result from the spatial confinement of excitons (<xref ref-type="bibr" rid="B1">Alivisatos, 1996</xref>). The rapid-injection method is the most common protocol used to synthesize a variety of semiconductor QDs (<xref ref-type="bibr" rid="B23">Murray et al., 1993</xref>). Although mechanically simple, this procedure separates high-temperature nucleation from the lower temperature growth phase (&#x223c;200&#xb0;C) due to the sudden cooling of the hot coordinating solvent (&#x3e;300&#xb0;C) after the rapid introduction of room temperature precursors (<xref ref-type="bibr" rid="B24">Murray et al., 2001</xref>; <xref ref-type="bibr" rid="B32">Qu et al., 2004</xref>). Disadvantages include reproducibility issues that result from inconsistent reaction conditions as well as oversensitivity to solvent and precursor purities (<xref ref-type="bibr" rid="B37">Wang et al., 2008</xref>). Flow chemistry using microfluidics is an alternative technique that may improve reproducibility since greater control of the reaction parameters enables consistency in conditions (<xref ref-type="bibr" rid="B25">Nette et al., 2020</xref>). Furthermore, the application of artificial intelligence (AI) in chemical synthesis is best realized using a microfluidic platform due to the ability to vary reaction conditions quickly and accurately (<xref ref-type="bibr" rid="B27">Orimoto et al., 2012</xref>; <xref ref-type="bibr" rid="B21">Maceiczyk and deMello, 2014</xref>). This facilitates the creation of large datasets that connect parameters to products, which is necessary to &#x201c;train&#x201d; AI algorithms. Although most frequently applied in organic synthesis, this technology non-etheless has attracted significant interest for solid-state semiconductor nanoparticles (<xref ref-type="bibr" rid="B5">Chan et al., 2003</xref>; <xref ref-type="bibr" rid="B38">Yen et al., 2003</xref>; <xref ref-type="bibr" rid="B36">Voznyy et al., 2019</xref>), plasmonic materials (<xref ref-type="bibr" rid="B25">Nette et al., 2020</xref>), and perovskites (<xref ref-type="bibr" rid="B19">Lignos et al., 2016</xref>).</p>
<p>Applying microfluidic technology to QD synthesis is problematic due to the need for a high-temperature nucleation event followed by a cooler growth period. Currently, this is achieved through inserting insulating blocks or separating stages, which introduces greater complexity to the microfluidic device (<xref ref-type="bibr" rid="B29">Pan et al., 2013</xref>; <xref ref-type="bibr" rid="B2">Baek et al., 2018</xref>). However, our alternative chemistry-based approach is to negate the initial high-temperature nucleation altogether to enable the use of simplified microfluidic reactor designs. To this end, the cluster seed method of nanoparticle synthesis is attractive as it does not require high temperatures (<xref ref-type="bibr" rid="B14">Jawaid et al., 2013</xref>) due to the presence of a nucleation catalyst, see <xref ref-type="fig" rid="FA1">Scheme 1</xref>. This spurred our examination into integrating cluster-seeded synthesis within a continuous flow reactor system. In this report, CdSe QDs were synthesized with and without (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] and (NMe<sub>4</sub>)<sub>4</sub>[Zn<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] nucleating catalysts while varying other conditions such as reaction time, temperature, and catalyst concentrations in the one- or two-stage reactor system shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. The nanocrystals were synthesized at significantly lower temperatures using the cluster seed method; furthermore, the concentration of clusters enables greater flexibility in the reaction parameter set for developing optimal conditions.</p>
<fig id="FA1" position="float">
<label>SCHEME 1</label>
<caption>
<p>The cluster seed method</p>
</caption>
<graphic xlink:href="FNANO_fnano-2022-1096267_wc_sch1.tif"/>
</fig>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>A scheme of a microfluidic reactor and CdSe QD absorption spectra with and without (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] cluster seeds. Single-stage temperatures were <bold>(A)</bold> 100&#xb0;C and <bold>(B)</bold> 120&#xb0;C.</p>
</caption>
<graphic xlink:href="fnano-04-1096267-g001.tif"/>
</fig>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Materials</title>
<p>Cadmium nitrate hexahydrate (Cd(NO<sub>3</sub>)<sub>2</sub>&#xb7;6H<sub>2</sub>O, 99.99%), cadmium acetate dihydrate (Cd(CH<sub>3</sub>COO)<sub>2</sub>&#xb7;2H<sub>2</sub>O, 98.0&#x2b;%), anhydrous acetonitrile (CH<sub>3</sub>CN, 99.8%), anhydrous N,N-dimethylformamide (DMF, 99.8%), chloroform (CHCl<sub>3</sub>, 99.8%), diethyl ether ((CH<sub>3</sub>CH<sub>2</sub>)<sub>2</sub>O, 99.0&#x2b;%), technical grade diphenyl ether ((C<sub>6</sub>H<sub>5</sub>)<sub>2</sub>O), tetramethylammonium chloride (C<sub>4</sub>H<sub>12</sub>NCl), thiophenol (C<sub>6</sub>H<sub>5</sub>SH, 97%) and triethylamine ((C<sub>2</sub>H<sub>5</sub>)<sub>3</sub>N, 98%) and were purchased from Sigma-Aldrich. 2-hexyldecanoic acid (C<sub>16</sub>H<sub>32</sub>O<sub>2</sub>, 98.0&#x2b;%) was purchased from TCI America. Selenium shot (99.99%) and powder (99.5%), and tri-n-octylphosphine (TOP, 97%) were purchased from Strem Chemicals. Technical grade methanol was purchased from Fischer. Anhydrous and air-sensitive solvents were stored in a glove box. Cadmium acetate was recrystallized from hot acetic acid, while all chemicals were used without further purification.</p>
</sec>
<sec id="s2-2">
<title>2.2 Microfluidic reactor design</title>
<p>Precursors were injected through the microfluidic reactor system using a PHD 2000 syringe pump from Harvard Apparatus. The reagents were first mixed through PFA high-pressure tubing (0.020&#x2033; ID) that was connected to polyimide tubing (0.024&#x2033; ID) wrapped around one (single-stage synthesis) or two (dual-stage synthesis) toroidal aluminum heating block(s). The polyimide reaction tubing includes both the nucleation stage (30&#x2033;, 240&#xa0;&#xb5;L volume) and a growth stage (16&#x2033;, 80&#xa0;&#xb5;L volume). The material was chosen due to its thermal stability (&#x2212;269&#xb0;C &#x2192; 400 &#xb0;C according to the manufacturer, Nordson Medical, PN&#x23; 141&#x2013;0036). Each metal block was machined in-house; the temperature was set using a controller that regulated power coupling from a variable transformer to a TUTCO cartridge heater. Tubing connectors were PEEK/stainless steel collect-lock system ferrule, ETFE flat-bottom fittings, PEEK Y-connectors, polypropylene union body connectors, and ETFE shut-off valves from IDEX Health and Science and Nordson Medical. Plastic Luer-lock sterile syringes were purchased from Norm-Ject.</p>
</sec>
<sec id="s2-3">
<title>2.3 Synthesis of clusters</title>
<p>The organometallic clusters used in this study have been prepared using literature procedures. Characterization data are provided in the Supplementary Material, <xref ref-type="sec" rid="s10">Supplementary Figure S1</xref>.</p>
<sec id="s2-3-1">
<title>2.3.1 (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] (MW: 3483.2)</title>
<p>The cluster was synthesized according to the procedure of (<xref ref-type="bibr" rid="B8">Dance et al., 1984</xref>).</p>
</sec>
<sec id="s2-3-2">
<title>2.3.2 (NMe<sub>4</sub>)<sub>4</sub>[Zn<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] (MW: 3013.0)</title>
<p>The cluster was synthesized according to the procedure of (<xref ref-type="bibr" rid="B8">Dance et al., 1984</xref>).</p>
</sec>
</sec>
<sec id="s2-4">
<title>2.4 Cluster aggregation and thermolysis</title>
<p>(NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] clusters (10&#xa0;mg) were dissolved in 10&#xa0;mL DMF. Samples were monitored by UV/Vis spectroscopy for &#x223c;7&#xa0;h to quantify aggregation into magic size (CdSe)<sub>32</sub>. Another portion was applied into the microfluidic reaction system <italic>via</italic> PFA (0.03&#x2033; ID, 16&#x2033; length) tubing at a 3&#xa0;mL/h flow rate over a 25&#xb0;C &#x2192; 100&#xb0;C before collection. All samples were diluted 4&#xd7; before optical characterization, see <xref ref-type="sec" rid="s10">Supplementary Figure S2</xref>.</p>
</sec>
<sec id="s2-5">
<title>2.5 Precursor preparation</title>
<p>1M TOPSe was prepared in a glove box by mixing selenium shot (0.7896 g, 10&#xa0;mmol) in 10&#xa0;mL of TOP until the Se dissolved (&#x223c;4&#xa0;h). Cd(2-hexyldecaonate)<sub>2</sub> was prepared by dissolving cadmium acetate (1.0&#xa0;mmol) and 2-hexyldecanoic acid (5&#xa0;mmol) in 10&#xa0;mL diphenyl ether in a three-neck round bottom flask under an inert gas using a Schlenk line. The reaction mixture was stirred under vacuum at 100&#xb0;C for 2&#xa0;h. The flask was backfilled with N<sub>2</sub> gas and heated to 250&#xb0;C until the presence of a yellow color was detected. The mixture was cooled slowly to room temperature.</p>
</sec>
<sec id="s2-6">
<title>2.6 Synthesis of CdSe QD</title>
<p>Cadmium hexyldecanoate and TOPSe were added to diphenyl ether to create 0.1&#xa0;M solutions that were degassed and loaded into individual syringes. Various cluster seeds (0&#xa0;&#xb5;mol &#x2192; 4&#xa0;&#xb5;mol) were dissolved in anhydrous DMF (0&#xa0;&#xb5;L &#x2192; 100&#xa0;&#xb5;L) and were added to the cadmium precursor solution. The flow rates were set to 2&#xa0;mL &#x2192; 20&#xa0;mL per hour. Nucleation and growth temperatures varied over 100&#xb0;C &#x2192; 200&#xb0;C and 150&#xb0;C &#x2192; 220&#xb0;C, respectively. The products were collected in hexane for characterization.</p>
</sec>
<sec id="s2-7">
<title>2.7 Characterization</title>
<p>Absorption spectra (optical and IR) were collected with a Bio 300 Cary spectrophotometer and a Thermo Scientific Nicolet iS 5, respectively. Fluorescence spectra were recorded on a Horiba Jobin Yvon FluoroMax-4 spectrofluorometer using 400&#xa0;nm excitation, while time resolved PL was characterized with an Edinburgh FLS1000 PL spectrometer. <sup>1</sup>H NMR spectra were characterized on a Bruker DPX 400&#xa0;MHz. PXRD diffractograms were collected using a D8 Advance ECO Bruker XRD diffractometer with Cu K&#x3b1; (<italic>&#x3bb;</italic> &#x3d; 1.54056&#xa0;&#xc5;) radiation. The sizes and concentrations of CdSe QD products were estimated from previously published regressions (<xref ref-type="bibr" rid="B39">Yu et al., 2003</xref>; <xref ref-type="bibr" rid="B13">Jasieniak et al., 2009</xref>). The regression of Jasieniak et al. was used for large bandgap QDs (&#x3c;450&#xa0;nm) due to greater accuracy when applied to smaller CdSe nanoparticles. Such analyses are only possible if a well-defined first exciton absorption feature is observed.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussions</title>
<p>The rapid injection method for semiconductor QD synthesis produces homogeneous materials due to the ability to separate nucleation from growth stages. This approach is most amenable for batch synthesis and is difficult to reproduce on a simple microfluidic platform, which has instigated the development of complex reactor systems. The use of molecular clusters in the synthesis of nanomaterials represents an alternative approach. There is a growing number of demonstrations of the use of well-defined molecular clusters in nanomaterial synthesis (<xref ref-type="bibr" rid="B10">Friedfeld et al., 2017</xref>). Early research demonstrated their use as singular reagents to deliver both the metal and chalcogenide elements of the semiconductor stoichiometry (&#x201c;single-source precursor&#x201d;) and minimize the handling of especially toxic chemicals (<xref ref-type="bibr" rid="B34">Trindade and O&#x2019;Brien, 1996</xref>; <xref ref-type="bibr" rid="B35">Trindade et al., 1997</xref>; <xref ref-type="bibr" rid="B7">Cumberland et al., 2002</xref>). &#x201c;Magic-sized&#x201d; clusters have been used as precursors for semiconductor quantum dots (<xref ref-type="bibr" rid="B9">Friedfeld et al., 2019</xref>) as well as for nanorods and other shapes (<xref ref-type="bibr" rid="B30">Peng and Peng, 2002</xref>; <xref ref-type="bibr" rid="B15">Jiang and Kelley, 2010</xref>). A radically different approach was introduced by Pickett, whereby CdSe QDs were prepared in the presence of catalytic quantities of (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] (<xref ref-type="bibr" rid="B31">Pickett, 2006</xref>). In this seeded method, the organometallic clusters were not reagents, rather they served as nucleation sites for QDs that grew from Cd(2-hexyldecanoate)<sub>2</sub> and TOPSe precursors. The cluster-seeded method was designed to scale up the production of nanomaterials in a batch process, and later our group and others found that seeding could be exploited to prepare doped nanomaterials. Specifically, several types of guest/host systems were produced using gold or copper-containing organometallic compounds, resulting in stoichiometrically doped nanoparticles (<xref ref-type="bibr" rid="B14">Jawaid et al., 2013</xref>; <xref ref-type="bibr" rid="B12">Hassan et al., 2017</xref>; <xref ref-type="bibr" rid="B11">Hassan et al., 2018</xref>; <xref ref-type="bibr" rid="B33">Santiago-Gonz&#xe1;lez et al., 2017</xref>; <xref ref-type="bibr" rid="B4">Capitani et al., 2019</xref>). This process subverts the known issues of dopant Poissonain statistical inhomogeneity (<xref ref-type="bibr" rid="B22">Meulenberg et al., 2004</xref>; <xref ref-type="bibr" rid="B6">Chikan, 2011</xref>; <xref ref-type="bibr" rid="B40">Zheng and Strouse, 2011</xref>; <xref ref-type="bibr" rid="B41">Zheng et al., 2011</xref>) since each QD contains the same number of guest ions as the nucleating cluster due to the 1:1 QD product to cluster catalyst relationship.</p>
<sec id="s3-1">
<title>3.1 Cluster seeded CdSe QDs</title>
<p>The cluster seed approach was applied to the synthesis of CdSe QDs in the microfluidic system shown in <xref ref-type="fig" rid="F1">Figure 1</xref> to evaluate the dependence on product quality (stoichiometry, average size, and homogeneity) on the reaction parameter space (temperature, time, and concentration). QD sizes and concentrations were estimated from absorption spectra using previously published regressions. The main goal of synthesizing QDs at low temperatures (100&#xb0;C) in a single-stage microfluidic reactor was successful as shown in <xref ref-type="fig" rid="F1">Figure 1A</xref>, where the presence of (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] resulted in products with typical CdSe nanoparticle absorption spectra. The first absorption feature at 389&#xa0;nm reveals that the QDs are small, estimated to be between 1.4&#xa0;nm and 1.5&#xa0;nm. Larger 1.9&#xa0;nm diameter products are prepared at 120&#xb0;C as shown in <xref ref-type="fig" rid="F1">Figure 1B</xref>. Quantum dot features are absent with no catalysts are used, which was expected given the low temperatures employed.</p>
<p>
<xref ref-type="fig" rid="F2">Figure 2</xref> shows the normalized absorption spectra of cluster seeded CdSe QDs as a function of temperature in a single-stage reactor, from 100&#xb0;C &#x2192; 200&#xb0;C. The red shift in absorptions (401&#xa0;nm &#x2192; 525&#xa0;nm) is due to an increase in size from 1.5&#xa0;nm &#x2192; 2.8&#xa0;nm (see also <xref ref-type="sec" rid="s10">Supplementary Figure S3</xref> and <xref ref-type="sec" rid="s10">Supplementary Table S1</xref>). This indicates that the QDs both nucleate and grow despite the modest residency time in the single-stage reactor. Furthermore, the size distribution appears sub-optimal and does not improve at higher temperatures, suggesting that the QDs are not experiencing focused growth. The emission was also found to be broad; however this is not directly indicative of the size distribution as the photoluminescence mostly originates from deep trap emission as shown in <xref ref-type="sec" rid="s10">Supplementary Figure S3</xref>. An attempt was made to enhance monodispersity by synthesis through a temperature gradient from low to high; note the reversal from convention. CdSe QDs were nucleated at 120&#xb0;C in a first stage reactor, producing a modest size product (1.6&#xa0;nm diameter) with a first absorption feature at 419&#xa0;nm (<xref ref-type="sec" rid="s10">Supplementary Figure S3</xref>). These materials were connected to a second reactor to grow further over a 120&#xb0;C &#x2192; 180&#xb0;C temperature range. New QDs were not nucleated regardless of the temperature as the concentrations of products were invariant. <xref ref-type="fig" rid="F3">Figure 3</xref> shows that the first absorption features red-shifted from 424&#xa0;nm &#x2192; 478&#xa0;nm due to the increase in QD size from 1.7&#xa0;nm &#x2192; 2.2&#xa0;nm (<xref ref-type="sec" rid="s10">Supplementary Table S2</xref>) as the second stage reactor temperature was increased. While conventional wisdom suggests these are good conditions for focused growth, in fact, there was no noticeable improvement in monodispersity as revealed by the absence of sharp exciton features in <xref ref-type="fig" rid="F3">Figure 3</xref>. Furthermore, adding a growth stage does not provide the same level of size tunability compared to that realized by simply varying the first stage nucleating reactor temperature (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>The normalized absorption of (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] cluster seeded CdSe QDs nucleated in a single-stage reactor at various temperatures.</p>
</caption>
<graphic xlink:href="fnano-04-1096267-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The normalized absorption of (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] cluster seeded CdSe QDs nucleated at 120&#xb0;C and grown in a second stage reactor at various temperatures.</p>
</caption>
<graphic xlink:href="fnano-04-1096267-g003.tif"/>
</fig>
<p>These results demonstrate that the cluster seed method enables the synthesis of CdSe QDs in a microfluidic system at significantly lower temperatures than in conventional rapid injection and in other examples of microfluidic synthesis. To provide contrast, the synthesis was examined under identical reaction conditions without clusters; characterization data are shown in <xref ref-type="sec" rid="s10">Supplementary Figures S4, S5</xref> in the Supplementary Material. A minimum reactor temperature of 150&#xb0;C was necessary to observe some absorption, although definitive excitonic features are not evident from reactor temperatures less than 180&#xb0;C. When the temperature was high enough for spontaneous nucleation (&#x3e;150&#xb0;C), the nanomaterials were larger than that observed from cluster seeded synthesis albeit at a lower concentration. This is likely due to the formation of a smaller number of nuclei compared to the quantity of clusters added, resulting in a higher precursor-to-QD ratio and larger products. Regardless of the temperature, the absorption features are indicative of materials with poor size distributions to the extent that characterization of the bandgap is problematic. To summarize, the presence of cluster seeds has a profound effect on the size, quantity, and quality of products synthesized in a microfluidic system. And although cluster seeded QDs do not have ideal monodispersity, the results are superior to preparations without cluster catalysts.</p>
<p>Seeding was investigated using (NMe<sub>4</sub>)<sub>4</sub>[Zn<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] to study the flexibility of the method concerning the identity of the cluster. The absorption spectrum of the materials prepared using the zinc selenide cluster is shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. The results reveal successful CdSe QD nucleation; furthermore, the QD size as characterized by the first absorption feature (462&#xa0;nm) is nearly identical to that realized from the use of (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] seeds (460&#xa0;nm, <xref ref-type="sec" rid="s10">Supplementary Figure S4B</xref>). However, the excitonic features are not as distinct, suggesting less homogeneity.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>CdSe QD absorption spectra with and without (NMe<sub>4</sub>)<sub>4</sub>[Zn<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] cluster seeds. The single-stage reactor temperature was set to 150&#xb0;C.</p>
</caption>
<graphic xlink:href="fnano-04-1096267-g004.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Concentration effects</title>
<p>Cluster concentrations were varied over a &#x223c;70&#xa0;&#x3bc;M &#x2192; 350&#xa0;&#x3bc;M range in a single-stage reactor at two temperatures (100&#xb0;C and 120&#xb0;C) to study the effect on QD product properties. The effect of the addition of clusters is to produce smaller QDs as evident from product spectra (<xref ref-type="fig" rid="F5">Figure 5</xref>), where it can be seen that the absorptions blue shift with increasing cluster concentration regardless of the temperature. This is consistent with our previous proposal that the application of too many nucleating seeds lowers the precursor activity such that the ability of the products to gain additional mass is impaired (<xref ref-type="bibr" rid="B14">Jawaid et al., 2013</xref>). These data also reveal a linear increase in absorptivity and a corresponding rise in the number of products as a function of cluster concentration (<xref ref-type="sec" rid="s10">Supplementary Figure S6</xref>). It is tempting to ascribe the effect as akin to simply adding more reagents; however, the mass range of (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] added varies from 5&#xa0;mg &#x2192; 20&#xa0;mg in these experiments (<xref ref-type="sec" rid="s10">Supplementary Table S3</xref>). This is too low to account for a near tripling of the product yields as seen in a regression of product vs. cluster seed concentrations shown in <xref ref-type="sec" rid="s10">Supplementary Figure S6</xref>. What is perplexing in these data is the fact that the regression in <xref ref-type="sec" rid="s10">Supplementary Figure S6</xref> has a non-zero <italic>y</italic>-intercept, which means that a minimum &#x223c;55&#xa0;&#x3bc;M catalyst concentration is necessary to observe product seeding. This threshold behavior suggests a loss of catalytic activity that can occur due to a variety of reasons including aggregation of the clusters as discussed in <xref ref-type="sec" rid="s3-3">Section 3.3</xref>. Poisoning of the catalysts may also play a role, (<xref ref-type="bibr" rid="B26">Norrish and Russell, 1947</xref>; <xref ref-type="bibr" rid="B17">Kumar et al., 2014</xref>), especially by oxygen as we cannot vigorously prevent O<sub>2</sub> diffusion through the plastic components of the microfluidic reactor.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>The effect of increasing (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] cluster seed concentration on the absorption spectra of CdSe QDs nucleated and grown in a single-stage reactor at <bold>(A)</bold> 100&#xb0;C and <bold>(B)</bold> 120&#xb0;C.</p>
</caption>
<graphic xlink:href="fnano-04-1096267-g005.tif"/>
</fig>
<p>While the non-zero <italic>y</italic>-intercept of the regression of <xref ref-type="sec" rid="s10">Supplementary Figure S6</xref> can be attributed to sensible factors that may be addressed with additional engineering controls, the fact that the slope is less than 1:1 is problematic. This is because the number of clusters and the number of QDs produced should equate in a seeded mechanism, as was observed in previous studies (<xref ref-type="bibr" rid="B14">Jawaid et al., 2013</xref>). An examination of all the data collected in this study reveals that, while the products are responsive to seed concentration, the effect is non-stoichiometric (generally the product concentrations are &#x223c;15% of that of the cluster). This could be the result of the limited synthesis time (&#x3c;7&#xa0;min), and to investigate the concentration of QD as a function of flow rate was measured (<xref ref-type="sec" rid="s10">Supplementary Figure S7</xref>). These data reveal that increasing the residency time of precursors in a single-stage reactor enhanced the product population by &#x223c;50%. Other potential contributing factors include Ostwald ripening which consumes the smaller QD populations. That the products are ripening is evident from the absorption spectra that reveal sub-optimal size distributions. While these issues are problematic, they cannot fully account for the discrepancy between catalysts and products. Further confounding the issue is the fact that one dataset was collected that revealed a near quantitative agreement between product and cluster concentration in one of our temperature-dependent studies, see <xref ref-type="sec" rid="s10">Supplementary Figures S8, S9</xref>. The correlations between reagent and product were equal up to a reactor temperature of 200&#xb0;C, whereupon the number of QDs rose above the line as seen in <xref ref-type="sec" rid="s10">Supplementary Figure S8</xref>. Given the observation of spontaneous nucleation &#x3e;150&#xb0;C for unseeded growth, a simple explanation is that both spontaneous and seeded nucleation events occur and the resulting QD concentration at 200&#xb0;C is a sum of both.</p>
<p>These issues are likely resolved by the ability of (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] clusters to act as both seeds and reagents given that these species have been used as precursors for CdSe QDs albeit at much higher temperatures (<xref ref-type="bibr" rid="B7">Cumberland et al., 2002</xref>). As a result, the time and temperature dependence to the evolution of the neat clusters in solution was investigated, which revealed a rich cache of chemical dynamics as discussed below.</p>
</sec>
<sec id="s3-3">
<title>3.3 Mechanistic studies</title>
<p>The inconsistent yields on a per catalyst basis prompted an investigation into the mechanism of cluster seeding. Our working hypothesis is that partial decomposition <italic>via</italic> ligand dissociation of the cluster instigates dynamics that result in nucleation of a single QD; furthermore, this must occur at a temperature lower than that necessary for spontaneous nucleation. This mechanism was proposed earlier to describe the evolution of (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>S<sub>4</sub>(SPh)<sub>16</sub>] into higher order clusters and (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] (acting as reagents) into CdSe QDs by Bendova and Cumberland, respectively (<xref ref-type="bibr" rid="B3">Bendova et al., 2010</xref>; <xref ref-type="bibr" rid="B7">Cumberland et al., 2002</xref>). To investigate, the changes in the absorption of (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] clusters in DMF were measured over time with and without thermolysis in the microfluidic system over a 25&#xb0;C &#x2192; 140&#xb0;C temperature range. It was found that a &#x223c;400&#xa0;nm feature slowly appears at room temperature as shown in <xref ref-type="sec" rid="s10">Supplementary Figure S2A</xref>. This is likely magic sized (CdSe)<sub>32</sub> (<xref ref-type="bibr" rid="B18">Landes et al., 2001</xref>). This transformation eventually ceases; however, at temperatures &#x3e;50&#xb0;C additional conversion is observed as evident from the growth of the &#x223c;400&#xa0;nm absorption as shown in <xref ref-type="sec" rid="s10">Supplementary Figure S2B</xref>. Past 100&#xb0;C the absorptions&#x2019; red shifting and the loss of less well-defined excitonic features can be attributed to Ostwald ripening.</p>
<p>In most preparations some time would elapse before the clusters were fully dissolved in DMF. As a result we attribute the issues with the observation of a consistent 1:1 QD to catalyst ratio to the cluster&#x2019;s propensity to aggregate before injection into the flow system. In the future, we hope to minimize this by enhancing the cluster solubility, perhaps through variation of the counterion. And while these results may tempt the employment of clusters with greater stability, this may be counterproductive as we hypothesize that ligand displacement of a ligand, or perhaps <italic>via</italic> the loss of the apical [Cd(SPh)<sub>3</sub>]<sup>&#x2013;</sup>, is essential to the cluster seeding process; further investigations will examine this potential.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>A simple microfluidic device was used to nucleate and grow semiconductor quantum dots at low temperatures using the cluster-seeded method. Multiple catalysts (NMe<sub>4</sub>)<sub>4</sub>[Cd<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] and (NMe<sub>4</sub>)<sub>4</sub>[Zn<sub>10</sub>Se<sub>4</sub>(SPh)<sub>16</sub>] were successfully employed. The nucleation and growth temperatures, cluster content, and reaction times were studied, the results from which were consistent with mechanistic expectations and previous demonstrations although the expected 1:1 relationship between cluster seed and QD concentrations was difficult to reproduce due to issues with cluster aggregation. Future work will examine modification of the cluster properties and the use of more robust engineering controls to minimize these discrepancies. Overall, our chemical approach to address the need for high-temperature nucleation followed by cooler growth was successful, which allowed us to avoid the use of a complex reactor system. It is hoped that this approach can enhance the parameter space <italic>via</italic> cluster identity and concentration for future research on the microfluidic synthesis of inorganic nanomaterials.</p>
<p>Copyright <sup>&#xa9;</sup> 2022 Kim, Tomczak, Chandrasiri, P&#xe1;lmai, Ghaznavi, Gritsenko, Xu, and Snee. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Materials</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>EK, AG, DG, and JX designed the microfluidic reactor, EK performed QD synthesis and characterization and prepared the manuscript. HC assisted with characterization and KT synthesized and characterized cluster seeds and MP assisted with cluster seeds synthesis. PS assisted with data analysis and manuscript preparation.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was supported by the University of Illinois at Chicago. Acknowledgment is made to the donors of the American Chemical Society Petroleum Research Fund for partial support of this research (60875ND10).</p>
</sec>
<ack>
<p>We thank Prof. A. Jean-Luc Ayitou for collecting time resolved emission data.</p>
</ack>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fnano.2022.1096267/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fnano.2022.1096267/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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