{"id":179963,"date":"2024-01-06T06:27:13","date_gmt":"2024-01-06T12:27:13","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2024\/01\/quantitative-analysis-of-printed-nanostructured-networks-using-high-resolution-3d-fib-sem-nanotomography"},"modified":"2024-01-06T06:27:13","modified_gmt":"2024-01-06T12:27:13","slug":"quantitative-analysis-of-printed-nanostructured-networks-using-high-resolution-3d-fib-sem-nanotomography","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2024\/01\/quantitative-analysis-of-printed-nanostructured-networks-using-high-resolution-3d-fib-sem-nanotomography","title":{"rendered":"Quantitative analysis of printed nanostructured networks using high-resolution 3D FIB-SEM nanotomography"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/quantitative-analysis-of-printed-nanostructured-networks-using-high-resolution-3d-fib-sem-nanotomography.jpg\"><\/a><\/p>\n<p>It is well-reported that solution-processed nanosheets tend to restack during deposition<sup><a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 57\" title=\"Li, H. & Wang, X. Three-dimensional architectures constructed using two-dimensional nanosheets. Sci. China Chem. 58, 1792&ndash;1799 (2015).\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#ref-CR57\" id=\"ref-link-section-d788460645e1293\">57<\/a><\/sup>. We determined the degree and nature of this restacking by measuring the nanosheet length and thickness in the ink (<i>l<\/i><sub>NS<\/sub>, <i>t<\/i><sub>NS<\/sub>) using AFM, as well as the aggregated nanosheet dimensions in the network (<i>l<\/i><sub>Net<\/sub>, <i>t<\/i><sub>Net<\/sub>) post-deposition. The restacked nanosheet length and thickness were measured from network cross-sections using the Ridge Detection plugin in FIJI<sup><a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 50\" title=\"Schindelin, J. et al. Fiji: an open-source platform for biological-image analysis. Nat. Methods 9676&ndash;682 (2012).\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#ref-CR50\" id=\"ref-link-section-d788460645e1314\">50<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 58\" title=\"Steger, C. An unbiased detector of curvilinear structures. IEEE Trans. Pattern Anal. Mach. Intell. 20113&ndash;125 (1998).\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#ref-CR58\" id=\"ref-link-section-d788460645e1317\">58<\/a><\/sup> (Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#Fig2\">2e<\/a>, inset, and Supplementary Note <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"supplementary material anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#MOESM1\">9<\/a>). We define the aggregation factors in nanosheet length, <i>\u03c7<\/i><sub>l<\/sub>, and thickness, <i>\u03c7<\/i><sub>t<\/sub>, as \\({\\chi }_{{{{{\\rm{l}}}}}}={l}_{{{{{\\rm{Net}}}}}}\/{l}_{{{{{\\rm{NS}}}}}}\\) and \\({\\chi }_{{{{{\\rm{t}}}}}}={t}_{{{{{\\rm{Net}}}}}}\/{t}_{{{{{\\rm{NS}}}}}}\\) respectively. Values of <i>\u03c7<\/i><sub>l<\/sub> \u2248 1.5 and <i>\u03c7<\/i><sub>t<\/sub> \u2248 5.6 were found for the printed LPE graphene network in Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#Fig2\">2e<\/a>. This is in agreement with a value of <i>\u03c7<\/i><sub>t<\/sub> \u2248 5 reported for vacuum filtered WS<sub>2<\/sub> networks<sup><a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 59\" title=\"Gholamvand, Z., McAteer, D., Harvey, A., Backes, C. & Coleman, J. N. Electrochemical applications of two-dimensional nanosheets: the effect of nanosheet length and thickness. Chem. Mater. 28, 2641&ndash;2651 (2016).\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#ref-CR59\" id=\"ref-link-section-d788460645e1480\">59<\/a><\/sup>, and suggests that nanosheets primarily aggregate through vertical restacking with maximised basal plane overlap.<\/p>\n<p>By isolating discrete nanoplatelets and noting their orientation (Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#Fig2\">2f<\/a>, inset, and Supplementary Note <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"supplementary material anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#MOESM1\">10<\/a>)<sup><a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 60\" title=\"Legland, D., Arganda-Carreras, I. & Andrey, P. MorphoLibJ: integrated library and plugins for mathematical morphology with ImageJ. Bioinformatics 32, 3532&ndash;3534 (2016).\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#ref-CR60\" id=\"ref-link-section-d788460645e1494\">60<\/a><\/sup>, the distribution of angles, <i>\u03c6<\/i>, between each nanoplatelet\u2019s normal vector and the out-of-plane (<i>y<\/i>) direction was calculated. The data in Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#Fig2\">2f<\/a> was fit with a Cauchy-Lorentz distribution centred on <i>\u03c6<\/i><sub>C<\/sub> \u2248 \u22120.6\u02da, which suggests the nanosheets are primarily aligned in the plane of the film. The full width at half maximum (FWHM) of the distribution provides an estimate of the degree of alignment about <i>\u03c6<\/i><sub>c<\/sub> in the network<sup><a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 61\" title=\"Lin, X. et al. Fabrication of highly-aligned, conductive, and strong graphene papers using ultralarge graphene oxide sheets. ACS Nano 6, 10708&ndash;10719 (2012).\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#ref-CR61\" id=\"ref-link-section-d788460645e1516\">61<\/a><\/sup>. The FWHM of (29 \u00b1 1)\u02da for the spray cast network in Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#Fig2\">2f<\/a> is comparable to a value of 21\u02da for an inkjet-printed graphene film measured using AFM. In addition, we measured the Hermans orientation factor<sup><a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 62\" title=\"Hermans, J. J., Hermans, P. H., Vermaas, D. & Weidinger, A. Quantitative evaluation of orientation in cellulose fibres from the X-ray fibre diagram. Recl. des. Trav. Chimiques des. Pays-Bas 65427&ndash;447 (1946).\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#ref-CR62\" id=\"ref-link-section-d788460645e1524\">62<\/a><\/sup>, \\(S=\\left(3\\left\\langle {\\cos }^{2}\\varphi \\right\\rangle-1\\right)\/2\\), to be 0.61 \u00b1 0.07 for the network, which is consistent with partial in-plane alignment. A value of <i>S<\/i> = 1 would imply the nanosheets are perfectly aligned in the plane of the film, while <i>S<\/i> = 0 for randomly oriented nanosheets. This is in broad agreement with a value of <i>S<\/i> = 0.79 for a vacuum filtered Ti<sub>3<\/sub>C<sub>2<\/sub>T<sub>x<\/sub> nanosheet network measured using wide-angle X-ray scattering (WAXS)<sup><a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 32\" title=\"Wan, S. et al. High-strength scalable MXene films through bridging-induced densification. Science 374, 96&ndash;99 (2021).\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#ref-CR32\" id=\"ref-link-section-d788460645e1603\">32<\/a><\/sup>.<\/p>\n<p>The physical properties of 2D networks are known to scale with nanosheet size<sup><a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 63\" title=\"Aboutalebi, S. H., Gudarzi, M. M., Zheng, Q. B. & Kim, J.-K. Spontaneous formation of liquid crystals in ultralarge graphene oxide dispersions. Adv. Funct. Mater. 21, 2978&ndash;2988 (2011).\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#ref-CR63\" id=\"ref-link-section-d788460645e1615\">63<\/a>,<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 64\" title=\"Zribi, R., Foti, A., Donato, M. G., Gucciardi, P. G. & Neri, G. Electrochemical and sensing properties of 2D-MoS2 nanosheets produced via liquid cascade centrifugation. Electrochimica Acta 436, https:\/\/doi.org\/10.1016\/j.electacta.2022.141433 (2022).\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#ref-CR64\" id=\"ref-link-section-d788460645e1618\">64<\/a><\/sup>. Here, we use FIB-SEM-NT to systematically study the morphology of printed LPE graphene networks for various nanosheet lengths, <i>l<\/i><sub>NS<\/sub>. Size-selected inks were produced using liquid cascade centrifugation<sup><a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 65\" title=\"Backes, C. et al. Production of highly monolayer enriched dispersions of liquid-exfoliated nanosheets by liquid cascade centrifugation. ACS Nano 10, 1589&ndash;1601 (2016).\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#ref-CR65\" id=\"ref-link-section-d788460645e1626\">65<\/a><\/sup>, characterised by AFM (Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#Fig3\">3a<\/a>) and spray-coated into networks. Reconstructed 3D volumes for networks of two different nanosheet sizes in Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#Fig3\">3b<\/a> show noticeable changes in network morphology as <i>l<\/i><sub>NS<\/sub> is decreased from 1,087 to 298 nm. Analysis reveals a clear decrease in network porosity from 51% to 39% with decreasing <i>l<\/i><sub>NS<\/sub> (Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#Fig3\">3c<\/a>), with a corresponding reduction in the characteristic pore size, <i>\u03b6<\/i> \\(=\\sqrt{A}\\), in Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#Fig3\">3D<\/a>. The pore circularity data similarly exhibits a dependence on <i>l<\/i><sub>NS<\/sub> (Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#Fig3\">3e<\/a>), where networks of smaller nanosheets have more circular and compact pore cross-sections. This implies that printed networks comprised of smaller nanosheets are more densely packed, which has been linked to improved charge transfer in graphene films<sup><a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 66\" title=\"Pan, K. et al. Sustainable production of highly conductive multilayer graphene ink for wireless connectivity and IoT applications. Nat. Commun. 9, https:\/\/doi.org\/10.1038\/s41467-018-07632-w (2018).\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#ref-CR66\" id=\"ref-link-section-d788460645e1688\">66<\/a><\/sup>. Alternatively, networks of larger nanosheets are more open and porous, facilitating enhanced electrolyte infiltration and mass transport. Taken together, the data in Fig. <a data-track=\"click\" data-track-label=\"link\" data-track-action=\"figure anchor\" href=\"https:\/\/www.nature.com\/articles\/s41467-023-44450-1#Fig3\">3c-e<\/a> suggests that changing the nanosheet size offers a simple means to tailor the network porosity for a target application. FIB-SEM-NT can be used to inform this by measuring pore sizes that span from a few nanometres to microns.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>It is well-reported that solution-processed nanosheets tend to restack during deposition57. We determined the degree and nature of this restacking by measuring the nanosheet length and thickness in the ink (lNS, tNS) using AFM, as well as the aggregated nanosheet dimensions in the network (lNet, tNet) post-deposition. The restacked nanosheet length and thickness were measured [\u2026]<\/p>\n","protected":false},"author":661,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4,1491],"tags":[],"class_list":["post-179963","post","type-post","status-publish","format-standard","hentry","category-nanotechnology","category-transportation"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/179963","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/661"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=179963"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/179963\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=179963"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=179963"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=179963"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}