{"id":90,"date":"2026-10-12T01:50:50","date_gmt":"2026-10-12T01:50:50","guid":{"rendered":"https:\/\/marouane.site\/?post_type=ms_project&#038;p=90"},"modified":"2026-10-12T01:57:30","modified_gmt":"2026-10-12T01:57:30","slug":"energy-to-hydrogen-pathways-thermal-and-cfd-modelling","status":"publish","type":"ms_project","link":"https:\/\/marouane.site\/index.php\/projects\/energy-to-hydrogen-pathways-thermal-and-cfd-modelling\/","title":{"rendered":"Energy-to-Hydrogen Pathways: Thermal and CFD Modelling"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">How can a transparent modelling workflow investigate different energy resources for hydrogen-related applications? In my Master&#8217;s project, I developed simplified representations of photovoltaic energy, parabolic-trough concentrated solar power, geothermal energy, and industrial waste-heat recovery. The work combines 3D system modelling, thermal and CFD simulations, scenario automation, and numerical post-processing.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-1024x576.png\" alt=\"\" class=\"wp-image-91\" srcset=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-1024x576.png 1024w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-300x169.png 300w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-768x432.png 768w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-1536x864.png 1536w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-2048x1152.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>Scope<\/strong><\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">The project examines component behaviour and the evidence needed to connect each stage of the conversion chain. It is a prototype-scale numerical study. The archived results are presented with their assumptions and limitations; they do not establish a validated industrial plant or a ranking of the four technologies.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/Assem1-v19-1024x576.png\" alt=\"Conceptual layout with photovoltaic panels, solar collectors, thermal conversion equipment and\ndownstream hydrogen-system components.\" class=\"wp-image-92\" srcset=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/Assem1-v19-1024x576.png 1024w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/Assem1-v19-300x169.png 300w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/Assem1-v19-768x432.png 768w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/Assem1-v19-1536x864.png 1536w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/Assem1-v19-2048x1152.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">M01 &#8211; Caption: Conceptual 3D arrangement of the four energy pathways and downstream conversion<br>components. This is a system-layout illustration, not a constructed installation<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>Problem and context<\/strong><\/h1>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-1\">The engineering problem<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The four pathways start from different physical resources. Photovoltaics convert incident radiation<br>into electricity, while CSP, geothermal energy, and waste-heat recovery first involve heat transfer<br>and additional conversion stages. Expressing their outputs in the same hydrogen unit does not<br>automatically make their capacities, resource inputs, or system boundaries comparable.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-2\">Study boundary<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">I used simplified component models and representative operating scenarios to make the investigation manageable. The archive contains nine PV scenarios, nine CSP scenarios, six geothermal scenarios and six waste-heat-recovery scenarios. These are operating points rather than an annual production model. Complete thermal-to-electric cycle closure and a common basis for technology ranking remain outside the demonstrated results.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"631\" src=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/All-System-1024x631.png\" alt=\"Simplified model arrangement used to explain the component scope. The electrical and hydrogen\nstages represent intended downstream calculations, not a demonstrated closed conversion chain.\" class=\"wp-image-93\" srcset=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/All-System-1024x631.png 1024w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/All-System-300x185.png 300w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/All-System-768x473.png 768w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/All-System-1536x947.png 1536w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/All-System-2048x1262.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">M02 &#8211; Caption: Simplified model arrangement used to explain the component scope. The electrical and hydrogen<br>stages represent intended downstream calculations, not a demonstrated closed conversion chain.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-3\">Four pathways, different physics<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">PV<\/td><td class=\"has-text-align-center\" data-align=\"center\">CSP<\/td><td class=\"has-text-align-center\" data-align=\"center\">Geothermal \/ WHR<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">Solid temperature fields and<br>archived DC estimates.<\/td><td class=\"has-text-align-center\" data-align=\"center\">Imposed receiver-flux cases and<br>thermal-fluid stages.<\/td><td class=\"has-text-align-center\" data-align=\"center\">Source-temperature and flow<br>scenarios, heat exchangers and<br>pressure-flow diagnostics.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>My role and method<\/strong><\/h2>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-4\">Personal contribution<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">My contribution included software development, numerical investigation, data curation, formal analysis, and visualization. I prepared the scenario workflows, organized thermal and flow outputs, and drafted the technical interpretation. The associated research was developed with collaborators and supervisors; conceptualization and methodology were shared contributions.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-5\">Toolchain<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">I used ANSYS Workbench to organize the component models, ANSYS Steady-State Thermal for the PV solid-temperature model, and ANSYS Fluent for thermal-fluid stages. MATLAB supported scenario generation and launch automation, with MATLAB\/Python and spreadsheets used for post-processing. The workflow follows resource-specific inputs through component calculations and then through explicitly documented downstream assumptions.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"269\" src=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/global_workflow_common_setup-2-1024x269.png\" alt=\"Original project workflow from scenario inputs to post-processing. Arrows show intended\ncalculation handoffs; they do not demonstrate physical closure or validation of the downstream hydrogen\nestimate.\" class=\"wp-image-96\" srcset=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/global_workflow_common_setup-2-1024x269.png 1024w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/global_workflow_common_setup-2-300x79.png 300w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/global_workflow_common_setup-2-765x201.png 765w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/global_workflow_common_setup-2-1536x404.png 1536w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/global_workflow_common_setup-2-2048x538.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">M03 &#8211; Caption: Original project workflow from scenario inputs to post-processing. Arrows show intended<br>calculation handoffs; they do not demonstrate physical closure or validation of the downstream hydrogen<br>estimate.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-6\">Evidence review<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">I subsequently examined what the archived records could support. This involved distinguishing saved outputs from recalculated quantities, checking source-to-output links, and identifying gaps in numerical verification and component coupling. Complete replay of every original scenario has not been demonstrated.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-7\">Method summary<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Define each resource scenario and the component boundary.<\/li>\n\n\n\n<li>Generate thermal or flow results with the appropriate solver.<\/li>\n\n\n\n<li>Preserve exported quantities, units, and scenario identifiers.<\/li>\n\n\n\n<li>Separate reproducible calculations from additional physical assumptions.<\/li>\n\n\n\n<li>Limit the engineering interpretation to the evidence available.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Evidence: PV and CSP<\/strong><\/h2>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-8\">Photovoltaic branch<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The archived PV DC estimates range from 33.31 to 65.44 W across the nine scenarios. They describe the saved study outputs; unresolved module-area and final electrical-model provenance prevent treating them as validated module-performance predictions. The temperature field below documents the spatial result for PV-S3.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"799\" height=\"412\" src=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/PV-temperature.png\" alt=\"Archived PV-S3 solid-temperature field from ANSYS Steady-State Thermal, in \u00b0C. A thermal result;\ngrid independence and electrical performance validation have not been established.\" class=\"wp-image-97\" srcset=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/PV-temperature.png 799w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/PV-temperature-300x155.png 300w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/PV-temperature-768x396.png 768w\" sizes=\"auto, (max-width: 799px) 100vw, 799px\" \/><figcaption class=\"wp-element-caption\">M04 &#8211; Caption: Archived PV-S3 solid-temperature field from ANSYS Steady-State Thermal, in \u00b0C. A thermal result;<br>grid independence and electrical performance validation have not been established.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-9\">Concentrated solar power branch<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The CSP archive reports heat-transfer exports of 2.333-6.421 kW. These are thermal quantities, not electrical output. Unresolved boundary and state mapping prevent a verified receiver energy balance. The CSP-S3 heat-exchanger field below provides a qualitative view of the archived temperature distribution.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-1024x576.png\" alt=\"Archived CSP-S3 heat-exchanger total-temperature field, in K. Qualitative illustration from the\nsimulation archive; not a validated heat-to-electricity result.\" class=\"wp-image-98\" srcset=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-1024x576.png 1024w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-300x169.png 300w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-768x432.png 768w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-1536x864.png 1536w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-2048x1152.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">M05 &#8211; Caption: Archived CSP-S3 heat-exchanger total-temperature field, in K. Qualitative illustration from the<br>simulation archive; not a validated heat-to-electricity result.<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"807\" height=\"412\" src=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/Mirror-Temperature.png\" alt=\"Archived CSP-S3 solar-mirror total-temperature field, in  \u00b0C. Qualitative illustration from the\nsimulation archive; not a validated heat-to-electricity result.\" class=\"wp-image-99\" srcset=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/Mirror-Temperature.png 807w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/Mirror-Temperature-300x153.png 300w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/Mirror-Temperature-768x392.png 768w\" sizes=\"auto, (max-width: 807px) 100vw, 807px\" \/><figcaption class=\"wp-element-caption\">M06 &#8211; Caption: Archived CSP-S3 solar-mirror total-temperature field, in \u00b0C. Qualitative illustration from the<br>simulation archive; not a validated heat-to-electricity result.<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-1-1024x576.png\" alt=\"Archived CSP-S3 turbine pressure field, in Pa. Qualitative illustration from the\nsimulation archive; not a validated heat-to-electricity result.\" class=\"wp-image-100\" srcset=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-1-1024x576.png 1024w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-1-300x169.png 300w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-1-768x432.png 768w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-1-1536x864.png 1536w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-1-2048x1152.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">M07 &#8211; Caption: Archived CSP-S3 turbine pressure field, in Pa. Qualitative illustration from the<br>simulation archive; not a validated heat-to-electricity result.<\/figcaption><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>Geothermal and waste heat<\/strong><\/h1>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-10\">Thermal-fluid fields<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The geothermal and waste-heat-recovery results illustrate archived temperature distributions within simplified heat-exchanger models. Their scenario conditions and color scales differ. The latter review identified unresolved mesh provenance and insufficient verification evidence, so these fields are used for qualitative discussion rather than a quantitative comparison of technology performance.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-1-1024x576.png\" alt=\"Archived GEO-S6 heat-exchanger total-temperature field, in K. The displayed distribution is\nqualitative and has not been supported by a matched grid-refinement study.\" class=\"wp-image-101\" srcset=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-1-1024x576.png 1024w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-1-300x169.png 300w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-1-768x432.png 768w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-1-1536x864.png 1536w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-1-2048x1152.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">M08 &#8211; Caption: Archived GEO-S6 heat-exchanger total-temperature field, in K. The displayed distribution is<br>qualitative and has not been supported by a matched grid-refinement study.<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/heat-exchanger-temperature-in-plan-tube-2.png\" alt=\"Archived WHR-S5 heat-exchanger total-temperature field, in K. WHR-S5 is the input-defined\ndoubled-source-flow case. Retain its identity separately from baseline scenarios.\" class=\"wp-image-102\"\/><figcaption class=\"wp-element-caption\">M09 &#8211; Caption: Archived WHR-S5 heat-exchanger total-temperature field, in K. WHR-S5 is the input-defined<br>doubled-source-flow case. Retain its identity separately from baseline scenarios.<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-3-1024x576.png\" alt=\"Archived GEO-S6 turbine pressure field, in Pa. Qualitative illustration from the\nsimulation archive; not a validated heat-to-electricity result.\" class=\"wp-image-104\" srcset=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-3-1024x576.png 1024w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-3-300x169.png 300w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-3-768x432.png 768w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-3-1536x864.png 1536w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-3-2048x1152.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">M10 &#8211; Caption: Archived GEO-S6 turbine pressure field, in Pa. Qualitative illustration from the<br>simulation archive; not a validated heat-to-electricity result.<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-2-1024x576.png\" alt=\"\" class=\"wp-image-103\" srcset=\"https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-2-1024x576.png 1024w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-2-300x169.png 300w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-2-768x432.png 768w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-2-1536x864.png 1536w, https:\/\/marouane.site\/wp-content\/uploads\/2026\/10\/turbine-pressure-2-2048x1152.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">M11 &#8211; Caption: Archived WHR-S5 turbine pressure field, in Pa. Qualitative illustration from the<br>simulation archive; not a validated heat-to-electricity result.<\/figcaption><\/figure>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/drive.google.com\/file\/d\/1MWfMY3HPWIytU8dnFxMrVkU4kKiLjX7o\/view?usp=sharing\">Download the study report<\/a><\/div>\n<\/div>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>Decision, limits and next steps<\/strong><\/h1>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-11\">Engineering decision<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The defensible outcome is a documented modelling and evidence-review workflow. I retain the traceable PV and CSP exports as archived quantities and the thermal-fluid contours as qualitative illustrations. I do not select a superior energy pathway from this dataset: the system boundaries, scales, and component interfaces are not sufficiently resolved for that decision.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-12\">Why this matters<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A pressure-drop and flow-rate calculation can be reproduced algebraically without establishing recoverable turbine shaft power. Similarly, applying an electrolyzer conversion factor does not validate the upstream energy chain. The study therefore treats downstream hydrogen equivalents as assumption-dependent calculations rather than demonstrated production.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-13\">Limitations<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The archive does not contain a matched, converged coarse-medium-fine solution series or an external validation dataset for each model. Some saved solver states and exported scenarios do not align, and mesh records require further model-specific checks. These gaps constrain quantitative prediction and cross-technology comparison.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/zenodo.org\/records\/23112013\">Inspect supporting evidence<\/a><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-14\">Next research steps<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The next steps are to resolve each model&#8217;s identity and boundary mapping, rerun controlled cases with systematic mesh checks, reconcile shared mass-flow and thermodynamic states, and compare selected quantities with suitable reference data. A common functional unit and operating basis would then be required before a technology comparison or a downstream sustainability<br>assessment.<\/p>\n\n\n\n<div class=\"wp-block-group ms-callout ms-lime is-layout-flow wp-block-group-is-layout-flow\">\n<h3 class=\"wp-block-heading\">Engineering takeaway<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The value of a simulation depends on which decision its evidence can support. Preserving the distinction between an archived output, a reproducible calculation and a validated prediction is part of the engineering result.<\/p>\n<\/div>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>Research output and resources<\/strong><\/h1>\n\n\n\n<h2 class=\"wp-block-heading has-cyan-color has-text-color has-link-color wp-elements-15\">Research development<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The work also led to a co-authored manuscript, \u201cTraceable Numerical Screening of PV, CSP, Geothermal and Waste Heat Recovery Pathways for Hydrogen Production,\u201d accepted in Sustainability on 9 October 2026. The website presents the modelling context alongside the limitations identified during the subsequent evidence review.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.preprints.org\/manuscript\/202608.1056\">Read the earlier preprint<\/a><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>How can a transparent modelling workflow investigate different energy resources for hydrogen-related applications? In my Master&#8217;s project, I developed simplified representations of photovoltaic energy, parabolic-trough concentrated solar power, geothermal energy, and industrial waste-heat recovery. The work combines 3D system modelling, thermal and CFD simulations, scenario automation, and numerical post-processing. Scope The project examines component behaviour [&hellip;]<\/p>\n","protected":false},"featured_media":101,"template":"","meta":{"_ms_course_id":0,"_ms_order":0,"_ms_minutes":30,"_ms_level":"Foundation","_ms_classification":"Numerical simulation","_ms_evidence":"","_ms_accent":"cyan","footnotes":""},"ms_topic":[10,5,8,2,14,13,11,9,12,7],"class_list":["post-90","ms_project","type-ms_project","status-publish","has-post-thumbnail","hentry","ms_topic-ansys-fluent","ms_topic-cfd","ms_topic-energies","ms_topic-fluid-mechanics","ms_topic-heat-exchanger","ms_topic-heat-transfer","ms_topic-hydrogen","ms_topic-renewable-energies","ms_topic-thermodynamics","ms_topic-turbomachinery"],"_links":{"self":[{"href":"https:\/\/marouane.site\/index.php\/wp-json\/wp\/v2\/ms_project\/90","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/marouane.site\/index.php\/wp-json\/wp\/v2\/ms_project"}],"about":[{"href":"https:\/\/marouane.site\/index.php\/wp-json\/wp\/v2\/types\/ms_project"}],"version-history":[{"count":3,"href":"https:\/\/marouane.site\/index.php\/wp-json\/wp\/v2\/ms_project\/90\/revisions"}],"predecessor-version":[{"id":108,"href":"https:\/\/marouane.site\/index.php\/wp-json\/wp\/v2\/ms_project\/90\/revisions\/108"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/marouane.site\/index.php\/wp-json\/wp\/v2\/media\/101"}],"wp:attachment":[{"href":"https:\/\/marouane.site\/index.php\/wp-json\/wp\/v2\/media?parent=90"}],"wp:term":[{"taxonomy":"ms_topic","embeddable":true,"href":"https:\/\/marouane.site\/index.php\/wp-json\/wp\/v2\/ms_topic?post=90"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}