3D pore structure analysis of intact ‘Braeburn’ apples using X-ray micro-CT
•As a first, the pore network of intact whole ‘Braeburn’ apples was segmented.•An adaptive local threshold for X-ray CT images of whole apples is optimized.•3D connectivity analysis showed regions of high and low porosity inside apples.•High variability in pore structure and porosity was found in be...
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description | •As a first, the pore network of intact whole ‘Braeburn’ apples was segmented.•An adaptive local threshold for X-ray CT images of whole apples is optimized.•3D connectivity analysis showed regions of high and low porosity inside apples.•High variability in pore structure and porosity was found in between apples.•The skin and exocarp were identified as a barrier related to gas transport.
Fruit tissue microstructure affects gas diffusivity, and, therefore, also hypoxia related physiological disorders such as browning disorders in pome fruit stored in controlled atmosphere conditions. Recent results have shown that the microstructure is quite heterogeneous across the fruit. To enhance our understanding of gas exchange during storage of fruit, methods are required to better understand the spatial distribution of the microstructure of the whole fruit. The aim of this work is to visualize an digitize the spatial network of the pores in intact apples as a basis to help the understanding and modelling of gas exchange. High resolution X-ray CT is used as a non-destructive technique to visualize in 3D the pores inside apple fruit of ‘Braeburn’ apples (Malus × domestica Borkh.). Reconstruction and segmentation protocols are optimized and validated, resulting in unique 3D digital models of fruit. Porosity analysis shows considerable variation between different apples, as well as within an apple. The results also show a distinct pore structure for different apple tissues, based on the 3D connectivity of the pores. Apple cortex tissue can be divided into a low and high porous region, where the average porosity is 13.2% and 30.4% respectively. Two gas diffusion barriers are identified, namely the skin region and the region where the exocarp and the main vascular bundles are situated. All this leads to large spatial gradients regarding porous parameters inside the apples, especially in the radial direction. |
doi_str_mv | 10.1016/j.postharvbio.2019.111014 |
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Fruit tissue microstructure affects gas diffusivity, and, therefore, also hypoxia related physiological disorders such as browning disorders in pome fruit stored in controlled atmosphere conditions. Recent results have shown that the microstructure is quite heterogeneous across the fruit. To enhance our understanding of gas exchange during storage of fruit, methods are required to better understand the spatial distribution of the microstructure of the whole fruit. The aim of this work is to visualize an digitize the spatial network of the pores in intact apples as a basis to help the understanding and modelling of gas exchange. High resolution X-ray CT is used as a non-destructive technique to visualize in 3D the pores inside apple fruit of ‘Braeburn’ apples (Malus × domestica Borkh.). Reconstruction and segmentation protocols are optimized and validated, resulting in unique 3D digital models of fruit. Porosity analysis shows considerable variation between different apples, as well as within an apple. The results also show a distinct pore structure for different apple tissues, based on the 3D connectivity of the pores. Apple cortex tissue can be divided into a low and high porous region, where the average porosity is 13.2% and 30.4% respectively. Two gas diffusion barriers are identified, namely the skin region and the region where the exocarp and the main vascular bundles are situated. All this leads to large spatial gradients regarding porous parameters inside the apples, especially in the radial direction.</description><identifier>ISSN: 0925-5214</identifier><identifier>EISSN: 1873-2356</identifier><identifier>DOI: 10.1016/j.postharvbio.2019.111014</identifier><language>eng</language><publisher>AMSTERDAM: Elsevier B.V</publisher><subject>Adaptive threshold ; Agriculture ; Agronomy ; Apples ; Atmospheric models ; Browning ; Computed tomography ; Connectivity ; Controlled atmosphere ; Diffusion barriers ; Digitization ; Disorders ; Food Science & Technology ; Fruits ; Gas exchange ; Gaseous diffusion ; Horticulture ; Hypoxia ; Life Sciences & Biomedicine ; Microstructure ; Nondestructive testing ; Plant diseases ; Pore network ; Pores ; Porosity ; Protocol (computers) ; Science & Technology ; Segmentation ; Spatial distribution ; Structural analysis ; Three dimensional models ; Tissues</subject><ispartof>Postharvest biology and technology, 2020-01, Vol.159, p.111014, Article 111014</ispartof><rights>2019 Elsevier B.V.</rights><rights>Copyright Elsevier BV Jan 2020</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>true</woscitedreferencessubscribed><woscitedreferencescount>32</woscitedreferencescount><woscitedreferencesoriginalsourcerecordid>wos000497680100010</woscitedreferencesoriginalsourcerecordid><citedby>FETCH-LOGICAL-c466t-84b0fe4b5fd003fcf87f3aa360531bee0a9c2bf65b6994d665f11b632c3c27b13</citedby><cites>FETCH-LOGICAL-c466t-84b0fe4b5fd003fcf87f3aa360531bee0a9c2bf65b6994d665f11b632c3c27b13</cites><orcidid>0000-0002-5478-4141 ; 0000-0001-9542-8285 ; 0000-0003-1311-2223</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.postharvbio.2019.111014$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>315,781,785,3551,27929,27930,28253,46000</link.rule.ids></links><search><creatorcontrib>Janssen, Siem</creatorcontrib><creatorcontrib>Verboven, Pieter</creatorcontrib><creatorcontrib>Nugraha, Bayu</creatorcontrib><creatorcontrib>Wang, Zi</creatorcontrib><creatorcontrib>Boone, Matthieu</creatorcontrib><creatorcontrib>Josipovic, Iván</creatorcontrib><creatorcontrib>Nicolaï, Bart M.</creatorcontrib><title>3D pore structure analysis of intact ‘Braeburn’ apples using X-ray micro-CT</title><title>Postharvest biology and technology</title><addtitle>POSTHARVEST BIOL TEC</addtitle><description>•As a first, the pore network of intact whole ‘Braeburn’ apples was segmented.•An adaptive local threshold for X-ray CT images of whole apples is optimized.•3D connectivity analysis showed regions of high and low porosity inside apples.•High variability in pore structure and porosity was found in between apples.•The skin and exocarp were identified as a barrier related to gas transport.
Fruit tissue microstructure affects gas diffusivity, and, therefore, also hypoxia related physiological disorders such as browning disorders in pome fruit stored in controlled atmosphere conditions. Recent results have shown that the microstructure is quite heterogeneous across the fruit. To enhance our understanding of gas exchange during storage of fruit, methods are required to better understand the spatial distribution of the microstructure of the whole fruit. The aim of this work is to visualize an digitize the spatial network of the pores in intact apples as a basis to help the understanding and modelling of gas exchange. High resolution X-ray CT is used as a non-destructive technique to visualize in 3D the pores inside apple fruit of ‘Braeburn’ apples (Malus × domestica Borkh.). Reconstruction and segmentation protocols are optimized and validated, resulting in unique 3D digital models of fruit. Porosity analysis shows considerable variation between different apples, as well as within an apple. The results also show a distinct pore structure for different apple tissues, based on the 3D connectivity of the pores. Apple cortex tissue can be divided into a low and high porous region, where the average porosity is 13.2% and 30.4% respectively. Two gas diffusion barriers are identified, namely the skin region and the region where the exocarp and the main vascular bundles are situated. All this leads to large spatial gradients regarding porous parameters inside the apples, especially in the radial direction.</description><subject>Adaptive threshold</subject><subject>Agriculture</subject><subject>Agronomy</subject><subject>Apples</subject><subject>Atmospheric models</subject><subject>Browning</subject><subject>Computed tomography</subject><subject>Connectivity</subject><subject>Controlled atmosphere</subject><subject>Diffusion barriers</subject><subject>Digitization</subject><subject>Disorders</subject><subject>Food Science & Technology</subject><subject>Fruits</subject><subject>Gas exchange</subject><subject>Gaseous diffusion</subject><subject>Horticulture</subject><subject>Hypoxia</subject><subject>Life Sciences & Biomedicine</subject><subject>Microstructure</subject><subject>Nondestructive testing</subject><subject>Plant diseases</subject><subject>Pore network</subject><subject>Pores</subject><subject>Porosity</subject><subject>Protocol (computers)</subject><subject>Science & Technology</subject><subject>Segmentation</subject><subject>Spatial distribution</subject><subject>Structural analysis</subject><subject>Three dimensional models</subject><subject>Tissues</subject><issn>0925-5214</issn><issn>1873-2356</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>AOWDO</sourceid><recordid>eNqNkMtOAyEUhonRxHp5B4xLMxWGgZlZ6nhNmnSjiTsCFJSmHUZgarrrY-jr-STSTGNcuuIk_N85fz4AzjAaY4TZ5XzcuRDfhF9J68Y5wvUY4_RT7IERrkqS5YSyfTBCdU4zmuPiEByFMEcIUUqrEZiSG9g5r2GIvlexT5NoxWIdbIDOQNtGoSL83nxee6Fl79vvzRcUXbfQAfbBtq_wJfNiDZdWeZc1TyfgwIhF0Ke79xg8390-NQ_ZZHr_2FxNMlUwFrOqkMjoQlIzQ4gYZarSECEIQ5RgqTUStcqlYVSyui5mjFGDsWQkV0TlpcTkGJwPezvv3nsdIp-71C6d5DnBZVWjgqKUqodUKheC14Z33i6FX3OM-NYfn_M__vjWHx_8JfZiYD-0dCYoq1ulf_kksKhLViGcJry9VP0_3dgoonVt4_o2JrQZUJ18raz2fIfPrNcq8pmz_6j7A6NVoXo</recordid><startdate>202001</startdate><enddate>202001</enddate><creator>Janssen, Siem</creator><creator>Verboven, Pieter</creator><creator>Nugraha, Bayu</creator><creator>Wang, Zi</creator><creator>Boone, Matthieu</creator><creator>Josipovic, Iván</creator><creator>Nicolaï, Bart M.</creator><general>Elsevier B.V</general><general>Elsevier</general><general>Elsevier BV</general><scope>AOWDO</scope><scope>BLEPL</scope><scope>DTL</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QR</scope><scope>7SS</scope><scope>7T7</scope><scope>7U9</scope><scope>8FD</scope><scope>C1K</scope><scope>FR3</scope><scope>H94</scope><scope>P64</scope><orcidid>https://orcid.org/0000-0002-5478-4141</orcidid><orcidid>https://orcid.org/0000-0001-9542-8285</orcidid><orcidid>https://orcid.org/0000-0003-1311-2223</orcidid></search><sort><creationdate>202001</creationdate><title>3D pore structure analysis of intact ‘Braeburn’ apples using X-ray micro-CT</title><author>Janssen, Siem ; Verboven, Pieter ; Nugraha, Bayu ; Wang, Zi ; Boone, Matthieu ; Josipovic, Iván ; Nicolaï, Bart M.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c466t-84b0fe4b5fd003fcf87f3aa360531bee0a9c2bf65b6994d665f11b632c3c27b13</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Adaptive threshold</topic><topic>Agriculture</topic><topic>Agronomy</topic><topic>Apples</topic><topic>Atmospheric models</topic><topic>Browning</topic><topic>Computed tomography</topic><topic>Connectivity</topic><topic>Controlled atmosphere</topic><topic>Diffusion barriers</topic><topic>Digitization</topic><topic>Disorders</topic><topic>Food Science & Technology</topic><topic>Fruits</topic><topic>Gas exchange</topic><topic>Gaseous diffusion</topic><topic>Horticulture</topic><topic>Hypoxia</topic><topic>Life Sciences & Biomedicine</topic><topic>Microstructure</topic><topic>Nondestructive testing</topic><topic>Plant diseases</topic><topic>Pore network</topic><topic>Pores</topic><topic>Porosity</topic><topic>Protocol (computers)</topic><topic>Science & Technology</topic><topic>Segmentation</topic><topic>Spatial distribution</topic><topic>Structural analysis</topic><topic>Three dimensional models</topic><topic>Tissues</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Janssen, Siem</creatorcontrib><creatorcontrib>Verboven, Pieter</creatorcontrib><creatorcontrib>Nugraha, Bayu</creatorcontrib><creatorcontrib>Wang, Zi</creatorcontrib><creatorcontrib>Boone, Matthieu</creatorcontrib><creatorcontrib>Josipovic, Iván</creatorcontrib><creatorcontrib>Nicolaï, Bart M.</creatorcontrib><collection>Web of Science - Science Citation Index Expanded - 2020</collection><collection>Web of Science Core Collection</collection><collection>Science Citation Index Expanded</collection><collection>CrossRef</collection><collection>Chemoreception Abstracts</collection><collection>Entomology Abstracts (Full archive)</collection><collection>Industrial and Applied Microbiology Abstracts (Microbiology A)</collection><collection>Virology and AIDS Abstracts</collection><collection>Technology Research Database</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Engineering Research Database</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>Biotechnology and BioEngineering Abstracts</collection><jtitle>Postharvest biology and technology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Janssen, Siem</au><au>Verboven, Pieter</au><au>Nugraha, Bayu</au><au>Wang, Zi</au><au>Boone, Matthieu</au><au>Josipovic, Iván</au><au>Nicolaï, Bart M.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>3D pore structure analysis of intact ‘Braeburn’ apples using X-ray micro-CT</atitle><jtitle>Postharvest biology and technology</jtitle><stitle>POSTHARVEST BIOL TEC</stitle><date>2020-01</date><risdate>2020</risdate><volume>159</volume><spage>111014</spage><pages>111014-</pages><artnum>111014</artnum><issn>0925-5214</issn><eissn>1873-2356</eissn><abstract>•As a first, the pore network of intact whole ‘Braeburn’ apples was segmented.•An adaptive local threshold for X-ray CT images of whole apples is optimized.•3D connectivity analysis showed regions of high and low porosity inside apples.•High variability in pore structure and porosity was found in between apples.•The skin and exocarp were identified as a barrier related to gas transport.
Fruit tissue microstructure affects gas diffusivity, and, therefore, also hypoxia related physiological disorders such as browning disorders in pome fruit stored in controlled atmosphere conditions. Recent results have shown that the microstructure is quite heterogeneous across the fruit. To enhance our understanding of gas exchange during storage of fruit, methods are required to better understand the spatial distribution of the microstructure of the whole fruit. The aim of this work is to visualize an digitize the spatial network of the pores in intact apples as a basis to help the understanding and modelling of gas exchange. High resolution X-ray CT is used as a non-destructive technique to visualize in 3D the pores inside apple fruit of ‘Braeburn’ apples (Malus × domestica Borkh.). Reconstruction and segmentation protocols are optimized and validated, resulting in unique 3D digital models of fruit. Porosity analysis shows considerable variation between different apples, as well as within an apple. The results also show a distinct pore structure for different apple tissues, based on the 3D connectivity of the pores. Apple cortex tissue can be divided into a low and high porous region, where the average porosity is 13.2% and 30.4% respectively. Two gas diffusion barriers are identified, namely the skin region and the region where the exocarp and the main vascular bundles are situated. All this leads to large spatial gradients regarding porous parameters inside the apples, especially in the radial direction.</abstract><cop>AMSTERDAM</cop><pub>Elsevier B.V</pub><doi>10.1016/j.postharvbio.2019.111014</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0002-5478-4141</orcidid><orcidid>https://orcid.org/0000-0001-9542-8285</orcidid><orcidid>https://orcid.org/0000-0003-1311-2223</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adaptive threshold Agriculture Agronomy Apples Atmospheric models Browning Computed tomography Connectivity Controlled atmosphere Diffusion barriers Digitization Disorders Food Science & Technology Fruits Gas exchange Gaseous diffusion Horticulture Hypoxia Life Sciences & Biomedicine Microstructure Nondestructive testing Plant diseases Pore network Pores Porosity Protocol (computers) Science & Technology Segmentation Spatial distribution Structural analysis Three dimensional models Tissues |
title | 3D pore structure analysis of intact ‘Braeburn’ apples using X-ray micro-CT |
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