{"id":572,"date":"2024-11-28T11:18:55","date_gmt":"2024-11-28T10:18:55","guid":{"rendered":"https:\/\/eclat-lab.fr\/research-development\/"},"modified":"2024-12-23T15:06:50","modified_gmt":"2024-12-23T14:06:50","slug":"research-development","status":"publish","type":"page","link":"https:\/\/eclat-lab.fr\/en\/research-development\/","title":{"rendered":"Research &amp; development"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Hero&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; background_enable_color=&#8221;off&#8221; use_background_color_gradient=&#8221;on&#8221; background_color_gradient_stops=&#8221;#0798ff 0%|rgba(7,151,253,0.49) 0%|rgba(0,127,215,0.41) 100%&#8221; background_color_gradient_overlays_image=&#8221;on&#8221; background_image=&#8221;https:\/\/eclat-lab.fr\/wp-content\/uploads\/2024\/11\/eclat-night-sky-freepik.jpg&#8221; background_enable_video_mp4=&#8221;off&#8221; min_height=&#8221;350px&#8221; custom_padding=&#8221;4vw||4vw||true|false&#8221; locked=&#8221;off&#8221; collapsed=&#8221;on&#8221; global_colors_info=&#8221;{%22gcid-primary-color%22:%91%22background_color%22%93}&#8221;][et_pb_row _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;5138c454-be54-4233-bd3b-f8e6a8747976&#8243; custom_margin=&#8221;2vw||2vw||true|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.23.1&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_heading title=&#8221;Research &amp; development&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;ddeb8c09-9078-4424-bc15-2efb6572e28e&#8221; title_font=&#8221;&#8211;et_global_heading_font|700|||||||&#8221; title_text_align=&#8221;center&#8221; title_text_color=&#8221;#FFFFFF&#8221; custom_margin=&#8221;||||false|false&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_heading][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Testimonials&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#f7f7f7&#8243; locked=&#8221;off&#8221; collapsed=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row column_structure=&#8221;1_4,3_4&#8243; _builder_version=&#8221;4.17.6&#8243; _module_preset=&#8221;5138c454-be54-4233-bd3b-f8e6a8747976&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/eclat-lab.fr\/wp-content\/uploads\/2024\/11\/icons-eclat-green-rd.png&#8221; title_text=&#8221;icons-eclat-green-rd&#8221; align=&#8221;center&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; width=&#8221;120px&#8221; module_alignment=&#8221;right&#8221; border_radii=&#8221;on|108px|108px|108px|108px&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][\/et_pb_column][et_pb_column type=&#8221;3_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;1vw||1vw||true|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><strong>This strategic area covers innovations in algorithms, emerging technologies and artificial intelligence (AI) to push back current limits, optimise costs and maximise energy efficiency. It also serves as a bridge to other disciplines and applications in High-Performance Computing (HPC) and High-Performance Data Analytics (HPDA) through external collaborations, in particular with international partners.<br \/>\n<\/strong><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Testimonials&#8221; _builder_version=&#8221;4.17.6&#8243; _module_preset=&#8221;default&#8221; locked=&#8221;off&#8221; collapsed=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.17.6&#8243; _module_preset=&#8221;5138c454-be54-4233-bd3b-f8e6a8747976&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_heading title=&#8221;An optimised processing chain for SKAO&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;ba4a6336-701f-47b8-bf5c-09da0ce28016&#8243; title_text_align=&#8221;left&#8221; title_text_color=&#8221;#009F77&#8243; global_colors_info=&#8221;{}&#8221;][\/et_pb_heading][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;1vw||1vw||true|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>The SKA observatory processing chain is a complex ecosystem, from the scientific sensors on the left of the diagram to the post-processing and data reduction resources on the right. It highlights the technological and architectural challenges to tackle in the short term to build this cutting-edge instrument.<\/p>\n<p>[\/et_pb_text][et_pb_image src=&#8221;https:\/\/eclat-lab.fr\/wp-content\/uploads\/2024\/11\/ska-cyber.png&#8221; title_text=&#8221;ska-cyber&#8221; align=&#8221;center&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;RGBA(255,255,255,0)&#8221; border_radii=&#8221;on|30px|30px|30px|30px&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;1vw||1vw||true|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p>The SDP subsystem plays a central role in this chain, identified as \u2018Data Processing &amp; Storage\u2019 under the \u2018High-Performance Computing\u2019 label. Although this overview does not detail the specific hardware and software components, it does provide an overview of the main features and associated challenges.<\/p>\n<p>Based on the high-level specifications of the SKA architecture, several strategic R&amp;D areas have been defined.<\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;3_5,2_5&#8243; make_equal=&#8221;on&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;5138c454-be54-4233-bd3b-f8e6a8747976&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;3_5&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;1vw||1vw||true|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h4>Input\/output (I\/O) management<\/h4>\n<ul>\n<li><span style=\"font-size: 16px; font-family: var(--et_global_body_font),serif; font-weight: var(--et_global_body_font_weight);\"><strong>Memory vs storage balance<\/strong> : Optimise the usage of memory and storage capabilities in the context of iterative algorithms,<\/span><\/li>\n<li><strong>Pipelining strategies<\/strong> : Design an effective pipeline b<span style=\"font-size: 16px; font-family: var(--et_global_body_font),serif; font-weight: var(--et_global_body_font_weight);\">etween the system input visibility ingestion stage and the calibration and imaging workflow..<\/span><\/li>\n<\/ul>\n<h4>Parallelization and distribution of tasks and data<\/h4>\n<ul>\n<li><span style=\"font-size: 16px; font-family: var(--et_global_body_font),serif; font-weight: var(--et_global_body_font_weight);\"><strong>Parallelization strategies<\/strong> : Identify optimal large-grain (spectral, spatial, temporal dimensions) and fine-grain (in iterative processes) approaches,<\/span><\/li>\n<li><span style=\"font-size: 16px; font-family: var(--et_global_body_font),serif; font-weight: var(--et_global_body_font_weight);\"><strong>Asynchronous task execution strategy<\/strong> : Optimise performance by maximising the use of available resources, by modelling through a dependency graph and in the context of an iterative process where I\/O management is a critical aspect.<\/span><\/li>\n<li><strong>Study of temporal determinism<\/strong> : Study of temporal determinism and the reproducibility of execution times in the face of a constant flow of data and limited storage capacity.<\/li>\n<\/ul>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;2_5&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; background_image=&#8221;https:\/\/eclat-lab.fr\/wp-content\/uploads\/2024\/11\/eclat-hpc-horizontal-freepik.jpg&#8221; border_radii=&#8221;on|30px|30px|30px|30px&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;2_5,3_5&#8243; make_equal=&#8221;on&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;5138c454-be54-4233-bd3b-f8e6a8747976&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;2_5&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; background_image=&#8221;https:\/\/eclat-lab.fr\/wp-content\/uploads\/2024\/11\/eclat-vertical-starry-sky-freepik.jpg&#8221; border_radii=&#8221;on|30px|30px|30px|30px&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_column][et_pb_column type=&#8221;3_5&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;1vw||1vw||true|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h4><span style=\"font-family: var(--et_global_heading_font),serif; font-size: 24px; font-weight: var(--et_global_heading_font_weight);\">Application algorithms<\/span><\/h4>\n<ul>\n<li><strong>Reduction in numerical precision<\/strong> and use of variable precision at different points in the workflow<\/li>\n<li><strong>Optimisation<\/strong> : Study of the efficiency of different algorithmic options (e.g. convolutions via Fourier or linear algebra) according to the available libraries and possible approximations.<\/li>\n<\/ul>\n<h4>Portability \/ heterogeneity<\/h4>\n<ul>\n<li><strong>Generic programming<\/strong> : Use of a \u2018general purpose\u2019 programming model rather than a \u2018domain specific\u2019 model to ensure greater portability and the ability to run the workflow on a highly heterogeneous architecture.<\/li>\n<li><strong>I\/O integration<\/strong> : Better integration of I\/O management strategy into programming models and use of rapid prototyping tools, while guaranteeing a level of performance consistent with the ability to carry out a system sizing study<\/li>\n<\/ul>\n<h4>Paradigm shift with AI<\/h4>\n<ul>\n<li><strong>Deep learning<\/strong> : Use of deep learning methods to carry out all or part of this processing chain (filtering \/ calibration \/ gridding \/ degridding \/ deconvolution \/ global synthesis)<\/li>\n<li><strong>Study of reliability<\/strong> of these methods, question of \u2018ground truth\u2019 availability for the learning process, use of effective AI (e.g. impulse neural networks).<\/li>\n<\/ul>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.17.6&#8243; _module_preset=&#8221;5138c454-be54-4233-bd3b-f8e6a8747976&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_heading title=&#8221;Core R&amp;D activities&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;ba4a6336-701f-47b8-bf5c-09da0ce28016&#8243; title_text_align=&#8221;left&#8221; title_text_color=&#8221;#009F77&#8243; global_colors_info=&#8221;{}&#8221;][\/et_pb_heading][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;1vw||1vw||true|false&#8221; global_colors_info=&#8221;{}&#8221;]These five guidelines make it possible to define 4 central R&#038;D work packages, shown in blue in the diagram below. To these can be added the upstream activities (\u2018Instrumentation &#038; Scientific Objectives\u2019 in the \u2018Radio Astronomy\u2019 axis and \u2018SKAO Specifications\u2019 in the \u2018SKAO\u2019 axis), an axis that cuts across all the R&#038;D work on \u2018simulation and performance prediction\u2019 (SKAO axis), and a downstream work package on \u2018System Studies\u2019 aimed at achieving a complete vision of the proposed design (\u2018System\u2019 axis).[\/et_pb_text][et_pb_image src=&#8221;https:\/\/eclat-lab.fr\/wp-content\/uploads\/2024\/11\/ECLAT-RD-WP-new.png&#8221; title_text=&#8221;ECLAT-RD-WP-new&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_divider _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_divider][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Testimonials&#8221; _builder_version=&#8221;4.17.6&#8243; _module_preset=&#8221;default&#8221; global_module=&#8221;165&#8243; saved_tabs=&#8221;all&#8221; locked=&#8221;off&#8221; collapsed=&#8221;on&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row _builder_version=&#8221;4.17.6&#8243; _module_preset=&#8221;5138c454-be54-4233-bd3b-f8e6a8747976&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_heading title=&#8221;Research areas&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;f0c675ea-2574-4d0e-b725-30f8550a8550&#8243; title_font=&#8221;&#8211;et_global_body_font|600||on|||||&#8221; title_text_align=&#8221;center&#8221; title_text_color=&#8221;#009F77&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_heading][et_pb_heading title=&#8221;Pushing the limits of innovation&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;c33f07d9-41e0-421a-8799-5799df695cce&#8221; title_text_align=&#8221;center&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_heading][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_4,1_4,1_4,1_4&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/eclat-lab.fr\/wp-content\/uploads\/2024\/11\/icons-eclat-computer.png&#8221; title_text=&#8221;icons-eclat-computer&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; width=&#8221;150px&#8221; module_alignment=&#8221;center&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; header_4_text_color=&#8221;#007FD7&#8243; global_colors_info=&#8221;{%22gcid-primary-color%22:%91%22link_text_color%22,%22link_text_color%22,%22link_text_color%22%93,%22gcid-heading-color%22:%91%22header_text_color%22,%22header_3_text_color%22,%22header_2_text_color%22,%22header_5_text_color%22,%22header_6_text_color%22,%22quote_text_color%22,%22header_text_color%22,%22header_3_text_color%22,%22header_2_text_color%22,%22header_5_text_color%22,%22header_6_text_color%22,%22quote_text_color%22,%22header_text_color%22,%22header_3_text_color%22,%22header_2_text_color%22,%22header_5_text_color%22,%22header_6_text_color%22,%22quote_text_color%22%93,%22gcid-body-color%22:%91%22text_text_color%22,%22text_text_color%22,%22text_text_color%22%93,%22gcid-secondary-color%22:%91%22quote_border_color%22,%22quote_border_color%22,%22quote_border_color%22%93}&#8221;]<\/p>\n<h4 style=\"text-align: center;\">Design of supercomputers<\/h4>\n<p>[\/et_pb_text][et_pb_button button_url=&#8221;@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6IjEzMCJ9fQ==@&#8221; button_text=&#8221;Read more&#8221; button_alignment=&#8221;center&#8221; _builder_version=&#8221;4.27.4&#8243; _dynamic_attributes=&#8221;button_url&#8221; _module_preset=&#8221;1bffc0fc-42a0-49d1-bd9a-ae3ade2d7206&#8243; button_border_width=&#8221;3px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/eclat-lab.fr\/wp-content\/uploads\/2024\/11\/icons-eclat-green-rd.png&#8221; title_text=&#8221;icons-eclat-green-rd&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; width=&#8221;150px&#8221; module_alignment=&#8221;center&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; header_4_text_color=&#8221;#007FD7&#8243; global_colors_info=&#8221;{%22gcid-primary-color%22:%91%22link_text_color%22,%22link_text_color%22,%22link_text_color%22%93,%22gcid-heading-color%22:%91%22header_text_color%22,%22header_3_text_color%22,%22header_2_text_color%22,%22header_5_text_color%22,%22header_6_text_color%22,%22quote_text_color%22,%22header_text_color%22,%22header_3_text_color%22,%22header_2_text_color%22,%22header_5_text_color%22,%22header_6_text_color%22,%22quote_text_color%22,%22header_text_color%22,%22header_3_text_color%22,%22header_2_text_color%22,%22header_5_text_color%22,%22header_6_text_color%22,%22quote_text_color%22%93,%22gcid-body-color%22:%91%22text_text_color%22,%22text_text_color%22,%22text_text_color%22%93,%22gcid-secondary-color%22:%91%22quote_border_color%22,%22quote_border_color%22,%22quote_border_color%22%93}&#8221;]<\/p>\n<h4 style=\"text-align: center;\">Research &amp; development<\/h4>\n<p>[\/et_pb_text][et_pb_button button_url=&#8221;@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6IjEyMSJ9fQ==@&#8221; button_text=&#8221;Read more&#8221; button_alignment=&#8221;center&#8221; _builder_version=&#8221;4.27.4&#8243; _dynamic_attributes=&#8221;button_url&#8221; _module_preset=&#8221;1bffc0fc-42a0-49d1-bd9a-ae3ade2d7206&#8243; button_border_width=&#8221;3px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/eclat-lab.fr\/wp-content\/uploads\/2024\/11\/icons-eclat-radio-telescope.png&#8221; title_text=&#8221;icons-eclat-radio-telescope&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; width=&#8221;150px&#8221; module_alignment=&#8221;center&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; header_4_text_color=&#8221;#007FD7&#8243; global_colors_info=&#8221;{%22gcid-primary-color%22:%91%22link_text_color%22,%22link_text_color%22,%22link_text_color%22%93,%22gcid-heading-color%22:%91%22header_text_color%22,%22header_3_text_color%22,%22header_2_text_color%22,%22header_5_text_color%22,%22header_6_text_color%22,%22quote_text_color%22,%22header_text_color%22,%22header_3_text_color%22,%22header_2_text_color%22,%22header_5_text_color%22,%22header_6_text_color%22,%22quote_text_color%22,%22header_text_color%22,%22header_3_text_color%22,%22header_2_text_color%22,%22header_5_text_color%22,%22header_6_text_color%22,%22quote_text_color%22%93,%22gcid-body-color%22:%91%22text_text_color%22,%22text_text_color%22,%22text_text_color%22%93,%22gcid-secondary-color%22:%91%22quote_border_color%22,%22quote_border_color%22,%22quote_border_color%22%93}&#8221;]<\/p>\n<h4 style=\"text-align: center;\">Instrumentation for radio astronomy<\/h4>\n<p>[\/et_pb_text][et_pb_button button_url=&#8221;@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6IjEzNSJ9fQ==@&#8221; button_text=&#8221;Read more&#8221; button_alignment=&#8221;center&#8221; _builder_version=&#8221;4.27.4&#8243; _dynamic_attributes=&#8221;button_url&#8221; _module_preset=&#8221;1bffc0fc-42a0-49d1-bd9a-ae3ade2d7206&#8243; button_border_width=&#8221;3px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][\/et_pb_column][et_pb_column type=&#8221;1_4&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/eclat-lab.fr\/wp-content\/uploads\/2024\/11\/logo-skao.jpg&#8221; title_text=&#8221;logo-skao&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; width=&#8221;150px&#8221; module_alignment=&#8221;center&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; header_4_text_color=&#8221;#007FD7&#8243; global_colors_info=&#8221;{%22gcid-primary-color%22:%91%22link_text_color%22,%22link_text_color%22,%22link_text_color%22%93,%22gcid-heading-color%22:%91%22header_text_color%22,%22header_3_text_color%22,%22header_2_text_color%22,%22header_5_text_color%22,%22header_6_text_color%22,%22quote_text_color%22,%22header_text_color%22,%22header_3_text_color%22,%22header_2_text_color%22,%22header_5_text_color%22,%22header_6_text_color%22,%22quote_text_color%22,%22header_text_color%22,%22header_3_text_color%22,%22header_2_text_color%22,%22header_5_text_color%22,%22header_6_text_color%22,%22quote_text_color%22%93,%22gcid-body-color%22:%91%22text_text_color%22,%22text_text_color%22,%22text_text_color%22%93,%22gcid-secondary-color%22:%91%22quote_border_color%22,%22quote_border_color%22,%22quote_border_color%22%93}&#8221;]<\/p>\n<h4 style=\"text-align: center;\">Contributions to SKAO<\/h4>\n<p>[\/et_pb_text][et_pb_button button_url=&#8221;@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6IjExMyJ9fQ==@&#8221; button_text=&#8221;Read more&#8221; button_alignment=&#8221;center&#8221; _builder_version=&#8221;4.27.4&#8243; _dynamic_attributes=&#8221;button_url&#8221; _module_preset=&#8221;1bffc0fc-42a0-49d1-bd9a-ae3ade2d7206&#8243; button_border_width=&#8221;3px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;Call to Action&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; background_image=&#8221;https:\/\/eclat-lab.fr\/wp-content\/uploads\/2024\/12\/eclat-contact-night-sky-freepik.jpg&#8221; custom_padding=&#8221;5vw||5vw||true|false&#8221; global_module=&#8221;178&#8243; locked=&#8221;off&#8221; collapsed=&#8221;on&#8221; global_colors_info=&#8221;{%22gcid-36fd78a7-34bc-404d-873c-dafa34efaae5%22:%91%22background_color%22%93}&#8221;][et_pb_row column_structure=&#8221;1_5,3_5,1_5&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;5138c454-be54-4233-bd3b-f8e6a8747976&#8243; border_radii=&#8221;on|30px|30px|30px|30px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_5&#8243; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; global_colors_info=&#8221;{}&#8221;][\/et_pb_column][et_pb_column type=&#8221;3_5&#8243; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; global_colors_info=&#8221;{}&#8221;][et_pb_cta title=&#8221;Want to learn more?&#8221; button_url=&#8221;@ET-DC@eyJkeW5hbWljIjp0cnVlLCJjb250ZW50IjoicG9zdF9saW5rX3VybF9wYWdlIiwic2V0dGluZ3MiOnsicG9zdF9pZCI6IjI1NSJ9fQ==@&#8221; button_text=&#8221;Contact us&#8221; _builder_version=&#8221;4.27.4&#8243; _dynamic_attributes=&#8221;button_url&#8221; _module_preset=&#8221;4c2ad5d0-871e-414e-a4be-aa9134d4ae8e&#8221; header_font_size=&#8221;32px&#8221; custom_padding=&#8221;60px|60px|60px|60px|true|true&#8221; custom_padding_tablet=&#8221;30px|30px|30px|30px|true|true&#8221; custom_padding_phone=&#8221;20px|20px|20px|20px|true|true&#8221; custom_padding_last_edited=&#8221;on|desktop&#8221; border_radii=&#8221;on|30px|30px|30px|30px&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{%22gcid-f2943306-fa6c-45f0-b632-5fc00151366a%22:%91%22button_text_color%22%93,%22gcid-36fd78a7-34bc-404d-873c-dafa34efaae5%22:%91%22button_text_color%22,%22color%22,%22background_color%22%93,%22gcid-7cadd8b3-5228-48e4-90c4-212d09232f7b%22:%91%22color%22,%22color%22,%22color%22,%22color%22%93,%22gcid-f113ad93-2527-46d7-862b-fc71181c6b5e%22:%91%22border_color_all%22,%22border_color_all%22%93}&#8221; text_font_size_tablet=&#8221;16px&#8221; text_font_size_phone=&#8221;14px&#8221; text_font_size_last_edited=&#8221;on|phone&#8221;]<\/p>\n<p>Find out how you can contribute to innovation in astronomical research with ECLAT. Explore our pioneering projects and international collaborations to push back the frontiers of modern astronomy.<\/p>\n<p>[\/et_pb_cta][\/et_pb_column][et_pb_column type=&#8221;1_5&#8243; _builder_version=&#8221;4.18.0&#8243; _module_preset=&#8221;73121f80-a3ef-4484-8763-c3f18e3c56d2&#8243; global_colors_info=&#8221;{}&#8221;][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>This strategic area covers innovations in algorithms, emerging technologies and artificial intelligence (AI) to push back current limits, optimise costs and maximise energy efficiency. It also serves as a bridge to other disciplines and applications in High-Performance Computing (HPC) and High-Performance Data Analytics (HPDA) through external collaborations, in particular with international partners. 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