{"id":170158,"date":"2008-12-19T20:10:09","date_gmt":"2008-12-19T20:10:09","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/project\/networking-over-white-spaces-knows\/"},"modified":"2021-04-12T22:35:02","modified_gmt":"2021-04-13T05:35:02","slug":"networking-over-white-spaces-knows","status":"publish","type":"msr-project","link":"https:\/\/www.microsoft.com\/en-us\/research\/project\/networking-over-white-spaces-knows\/","title":{"rendered":"Networking Over White Spaces (KNOWS)"},"content":{"rendered":"<p class=\"asset-content\">The next generation of wireless networks will include software defined radios, cognitive radios, and multi-radio systems which will co-exist harmoniously while operating over a very wide range of frequencies. Under the umbrella of the KNOWS project we are revisiting &#8220;classical&#8221; wireless networking problems and designing new solutions that incorporate and build upon recent advances in software and hardware technologies for networking over the recently opened white spaces spectrum.<\/p>\n<h2 class=\"asset-content\">Brief Description<\/h2>\n<p>The WhiteFiService APIs and web front-end\u00a0can be accessed <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/whitespaces.msresearch.us\/\" target=\"_blank\" rel=\"noopener noreferrer\">by clicking here<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>.<br \/>\nCheck out deployment pictures <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2008\/12\/WS_Deployment_Oct_16_2009.pdf\">by clicking here<\/a>.<\/p>\n<p>The white spaces spectrum is fundamentally different from the ISM bands where Wi-Fi operates\u00a0along three main axes. First, it exhibits spatial variation since\u00a0a channel available\u00a0at one node\u00a0might be occupied by a primary user (TV, microphone) at another node in the network. Second, the spectrum is not contiguous.\u00a0Some channels might be occupied by primary users hence causing the spectrum to be fragmented. Finally, there is\u00a0temporal variation since an available spectrum might be occupied at a later time by\u00a0a primary user, e.g. wireless microphone.<\/p>\n<p>Given these challenges, we have\u00a0researched several techniques to form networks over this part of the spectrum. In the first version of KNOWS we introduced the concept of <strong>Time Spectrum Blocks (TSB)<\/strong> as\u00a0the fundamental unit\u00a0over which two nodes could communicate.\u00a0\u00a0We designed a control-channel based medium access control protocol, called <strong>CMAC,<\/strong> for enabling nodes with different spectrum views to access the medium.\u00a0Associated with\u00a0CMAC we\u00a0proposed and evaluated an algorithm, called <strong>bSMART<\/strong>, for efficiently allocating the spectrum to different contending nodes.<\/p>\n<p>In the\u00a0second version of\u00a0KNOWS, we looked at the problem of setting up a base station in the white spaces spectrum. In this system, called <strong>WhiteFi<\/strong>, we eliminated the\u00a0need for a\u00a0dedicated control channel. In addition, we proposed a new technique, called <strong>SIFT<\/strong>,\u00a0that enables nodes to rapidly discover base stations operating at different center frequencies using different channel widths by analyzing signals in the time domain. We\u00a0proposed and evaluated\u00a0a new metric, called <strong>MCham,<\/strong> using which the base stations choose the &#8220;best&#8221;\u00a0chunk of the spectrum to operate on, where the spectrum chunk can span multiple channels. We have prototyped this system on Windows.<\/p>\n\t<div data-wp-context='{\"items\":[]}' data-wp-interactive=\"msr\/accordion\">\n\t\t\t\t\t<div class=\"clearfix\">\n\t\t\t\t<div\n\t\t\t\t\tclass=\"btn-group align-items-center mb-g float-sm-right\"\n\t\t\t\t\tdata-bi-aN=\"accordion-collapse-controls\"\n\t\t\t\t>\n\t\t\t\t\t<button\n\t\t\t\t\t\tclass=\"btn btn-link m-0\"\n\t\t\t\t\t\tdata-bi-cN=\"Expand all\"\n\t\t\t\t\t\tdata-wp-bind--aria-controls=\"state.ariaControls\"\n\t\t\t\t\t\tdata-wp-bind--aria-expanded=\"state.ariaExpanded\"\n\t\t\t\t\t\tdata-wp-bind--disabled=\"state.isAllExpanded\"\n\t\t\t\t\t\tdata-wp-class--inactive=\"state.isAllExpanded\"\n\t\t\t\t\t\tdata-wp-on--click=\"actions.onExpandAll\"\n\t\t\t\t\t\ttype=\"button\"\n\t\t\t\t\t>\n\t\t\t\t\t\tExpand all\t\t\t\t\t<\/button>\n\t\t\t\t\t<span aria-hidden=\"true\"> | <\/span>\n\t\t\t\t\t<button\n\t\t\t\t\t\tclass=\"btn btn-link m-0\"\n\t\t\t\t\t\tdata-bi-cN=\"Collapse all\"\n\t\t\t\t\t\tdata-wp-bind--aria-controls=\"state.ariaControls\"\n\t\t\t\t\t\tdata-wp-bind--aria-expanded=\"state.ariaExpanded\"\n\t\t\t\t\t\tdata-wp-bind--disabled=\"state.isAllCollapsed\"\n\t\t\t\t\t\tdata-wp-class--inactive=\"state.isAllCollapsed\"\n\t\t\t\t\t\tdata-wp-on--click=\"actions.onCollapseAll\"\n\t\t\t\t\t\ttype=\"button\"\n\t\t\t\t\t>\n\t\t\t\t\t\tCollapse all\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t<ul class=\"msr-accordion\">\n\t\t\t\t\t\t\t\t<li class=\"m-0\" data-wp-context='{\"id\":\"accordion-content-2\"}' data-wp-init=\"callbacks.init\">\n\t\t<div class=\"accordion-header\">\n\t\t\t<button\n\t\t\t\taria-controls=\"accordion-content-2\"\n\t\t\t\tclass=\"btn btn-collapse\"\n\t\t\t\tdata-wp-bind--aria-expanded=\"state.isExpanded\"\n\t\t\t\tdata-wp-on--click=\"actions.onClick\"\n\t\t\t\tid=\"accordion-button-1\"\n\t\t\t\ttype=\"button\"\n\t\t\t>\n\t\t\t\tInterns\t\t\t<\/button>\n\t\t<\/div>\n\t\t<div\n\t\t\taria-labelledby=\"accordion-button-1\"\n\t\t\tclass=\"msr-accordion__content\"\n\t\t\tdata-wp-bind--inert=\"!state.isExpanded\"\n\t\t\tdata-wp-run=\"callbacks.run\"\n\t\t\tid=\"accordion-content-2\"\n\t\t>\n\t\t\t<div class=\"msr-accordion__body\">\n\t\t\t\t<p class=\"asset-content\"><b>2009: <\/b><\/p>\n<ul>\n<li class=\"asset-content\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.eecs.harvard.edu\/~rohan\/Home.html\" target=\"_blank\" rel=\"noopener noreferrer\">Rohan Murty <span class=\"sr-only\"> (opens in new tab)<\/span><\/a>(Harvard)<\/li>\n<li class=\"asset-content\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.andrew.cmu.edu\/user\/gnychis\/\" target=\"_blank\" rel=\"noopener noreferrer\">George Nychis <span class=\"sr-only\"> (opens in new tab)<\/span><\/a>(CMU)<\/li>\n<li class=\"asset-content\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/people.csail.mit.edu\/rahul\/\" target=\"_blank\" rel=\"noopener noreferrer\">Hariharan Rahul <span class=\"sr-only\"> (opens in new tab)<\/span><\/a>(MIT)<\/li>\n<li class=\"asset-content\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.ece.cmu.edu\/~xiaohuiw\/home.html\" target=\"_blank\" rel=\"noopener noreferrer\">Xiaohui Wang <span class=\"sr-only\"> (opens in new tab)<\/span><\/a>(CMU)<\/li>\n<\/ul>\n<p class=\"asset-content\"><strong>2008: <\/strong><\/p>\n<ul>\n<li class=\"asset-content\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.eecs.harvard.edu\/~rohan\/\" target=\"_blank\" rel=\"noopener noreferrer\">Rohan Murty <span class=\"sr-only\"> (opens in new tab)<\/span><\/a>(Harvard)<\/li>\n<\/ul>\n<p class=\"asset-content\"><strong>2007:<\/strong><\/p>\n<ul>\n<li class=\"asset-content\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.cs.ucsb.edu\/~ramya\/\" target=\"_blank\" rel=\"noopener noreferrer\">Ramya Raghavendra <span class=\"sr-only\"> (opens in new tab)<\/span><\/a>(UCSB)<\/li>\n<\/ul>\n<p class=\"asset-content\"><strong>2006:<\/strong><\/p>\n<ul>\n<li class=\"asset-content\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.cs.umd.edu\/~yuanyuan\" target=\"_blank\" rel=\"noopener noreferrer\">Yuan Yuan <span class=\"sr-only\"> (opens in new tab)<\/span><\/a>(UMD)<\/li>\n<\/ul>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/li>\n\t\t<li class=\"m-0\" data-wp-context='{\"id\":\"accordion-content-4\"}' data-wp-init=\"callbacks.init\">\n\t\t<div class=\"accordion-header\">\n\t\t\t<button\n\t\t\t\taria-controls=\"accordion-content-4\"\n\t\t\t\tclass=\"btn btn-collapse\"\n\t\t\t\tdata-wp-bind--aria-expanded=\"state.isExpanded\"\n\t\t\t\tdata-wp-on--click=\"actions.onClick\"\n\t\t\t\tid=\"accordion-button-3\"\n\t\t\t\ttype=\"button\"\n\t\t\t>\n\t\t\t\tDeployments\t\t\t<\/button>\n\t\t<\/div>\n\t\t<div\n\t\t\taria-labelledby=\"accordion-button-3\"\n\t\t\tclass=\"msr-accordion__content\"\n\t\t\tdata-wp-bind--inert=\"!state.isExpanded\"\n\t\t\tdata-wp-run=\"callbacks.run\"\n\t\t\tid=\"accordion-content-4\"\n\t\t>\n\t\t\t<div class=\"msr-accordion__body\">\n\t\t\t\t<p>We have deployed base stations on two different buildings\u00a0within the\u00a0Microsoft campus in Redmond, WA. These base stations operate over the white spaces, and provide\u00a0coverage to nearly all of campus. We have also deployed a mobile client on a Microsoft shuttle, which bridges packets from white spaces to Wi-Fi within the shuttle, thereby providing Internet connectivity to existing laptops.\u00a0As part of the deployment, we have also built\u00a0a\u00a0research prototype of a white space database, which\u00a0is\u00a0hosted at: <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/whitespaces.msresearch.us\/\">http:\/\/whitespaces.msresearch.us<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n<h2>Deployment History<\/h2>\n<p><strong>August 14, 2010.<\/strong> Demonstrated shuttle network and techniques on avoiding MIC interference to FCC Chairman Genachowski and Managing Director Steven VanRoekel.<\/p>\n<p><strong>April 29, 2010<\/strong>. Demonstrated shuttle network and techniques on avoiding MIC interference\u00a0to a delegation from the FCC. The ex-parte is available <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/fjallfoss.fcc.gov\/ecfs\/document\/view?id=7020442737\" target=\"_blank\" rel=\"noopener noreferrer\">here<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>.<\/p>\n<p><strong>March 10, 2010<\/strong>. Demonstrated shuttle network to a delegation from Infocomm Development Authority of Singapore (IDA)<\/p>\n<p><strong>February 2, 2010.<\/strong> Demonstrated shuttle network to a delegation from\u00a0<em>Ag\u00eancia Nacional de Telecomunica\u00e7\u00f5es Brazil (ANATEL)<\/em><strong>\u00a0<\/strong>Brazil including Max Martinh\u00e3o, the General Manager for Radio Frequency Spectrum in Brazil<\/p>\n<p><strong>January 14, 2010.<\/strong> Demonstrated network to a delegation from\u00a0<em>Fisher Communications, Inc.\u00a0(KOMO\u00a0TV-ABC & KUNP TV\u2014Univision)<\/em>\u00a0including Senior Vice President\u00a0of Operation Robert I. Dunlop<\/p>\n<p><strong>January\u00a011, 2010.<\/strong> Demonstrated\u00a0network to a delegation from the<em> State Administration of Radio, Film, and Television (SARFT)<\/em> China including\u00a0Deputy Director General\u00a0of Science and Technology China, Mr.\u00a0Wang Lian<\/p>\n<p><strong>Octber 22, 2009.<\/strong> Demonstrated network to a delegation from the <em>Telecom Regulatory Authority of India (TRAI)<\/em><strong>\u00a0<\/strong>including Chariperson Dr. J. S. Sarma.<\/p>\n<p><strong>October 16, 2009.\u00a0<\/strong> Reached a significant and historic milestone! Successfully deployed WSN between buildings\u00a0on Microsoft&#8217;s Redmond Campus.\u00a0 <strong>To the best of our knowledge\u00a0this\u00a0is the first urban WSN.\u00a0(<\/strong><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2008\/12\/WS_Deployment_Oct_16_2009.pdf\" target=\"_new\" rel=\"noopener noreferrer\"><strong>Click here for deployment pictures<\/strong><\/a>)<\/p>\n<p>Technologies tested include:<\/p>\n<ul>\n<li>An opportunistic data network in the UHF and VHF bands<\/li>\n<li>Channel occupancy database service with real-time Longley-Rice RF propagation modeling over NASA Terrain Data<\/li>\n<li>Coexistence with wireless microphones<\/li>\n<li>Handling mobile clients<\/li>\n<li>Varying channel widths to accommodate varying needs of the application<\/li>\n<\/ul>\n<p><strong>July 15, 2009.\u00a0<\/strong> Outdoor tests succeeded.\u00a0Achieved communications\u00a0with 1% BER between white spaces devices\u00a0transmitting at 100 mW and separated by more than 0.5 Km.\u00a0 Tests\u00a0proved that enterprise wireless network coverage can be\u00a0significantly enhanced\u00a0with a combination of Wi-Fi &\u00a0White-Fi.<\/p>\n<p><strong>July 6, 2009.<\/strong>\u00a0Received FCC experimental license to\u00a0test\u00a0a deployment of a white space network.<\/p>\n<p><strong>June 30, 2009.<\/strong> Version 1 of our channel occupancy database came online<\/p>\n<p><strong>January 15, 2009.<\/strong>\u00a0Demonstrated a fast channel discovery algorithm (a.k.a SIFT) and an efficient channel assignment algorithm (a.k.a. MCHAM) to\u00a0achieve\u00a0high throughput in a WSN<\/p>\n<p><strong>October 23, 2008.\u00a0<\/strong>Happy birthday! <strong>the\u00a0first white space network (WSN) is alive and kicking!<\/strong>\u00a0 Successfully demonstrated a network of five nodes commuicating over the UHF white spaces. The network was built in our lab using the KNOWS hardware operating at 1 mW.\u00a0We demonstrated (a) wireless microphone sensing, (b)\u00a0Opportunistic networking,\u00a0and (c) Variaible\u00a0channel width<\/p>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/li>\n\t\t<li class=\"m-0\" data-wp-context='{\"id\":\"accordion-content-6\"}' data-wp-init=\"callbacks.init\">\n\t\t<div class=\"accordion-header\">\n\t\t\t<button\n\t\t\t\taria-controls=\"accordion-content-6\"\n\t\t\t\tclass=\"btn btn-collapse\"\n\t\t\t\tdata-wp-bind--aria-expanded=\"state.isExpanded\"\n\t\t\t\tdata-wp-on--click=\"actions.onClick\"\n\t\t\t\tid=\"accordion-button-5\"\n\t\t\t\ttype=\"button\"\n\t\t\t>\n\t\t\t\tService\t\t\t<\/button>\n\t\t<\/div>\n\t\t<div\n\t\t\taria-labelledby=\"accordion-button-5\"\n\t\t\tclass=\"msr-accordion__content\"\n\t\t\tdata-wp-bind--inert=\"!state.isExpanded\"\n\t\t\tdata-wp-run=\"callbacks.run\"\n\t\t\tid=\"accordion-content-6\"\n\t\t>\n\t\t\t<div class=\"msr-accordion__body\">\n\t\t\t\t<h1>Community Service<\/h1>\n<h3><strong>Outreach<\/strong><\/h3>\n<ul>\n<li>In June 2008 we organized an MSR networking summit\u00a0on Cognitive Wireless Networking.\u00a0The participants included\u00a0experts from academia and industry\u00a0in\u00a0various fields of Computer Science and Electrical Engineering. More details can be found by clicking below:<\/li>\n<\/ul>\n<blockquote>\n<p><span id=\"047a2413-8f0d-4b66-b8de-57538b7cd4c1\" class=\"ImageBlock fn\"><span id=\"ImageCaption047a2413-8f0d-4b66-b8de-57538b7cd4c1\" class=\"ImageCaptionCoreCss ImageCaption\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-256593\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2008\/12\/cognetsummit_logo.jpg\" alt=\"cognetsummit_logo\" width=\"570\" height=\"90\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2008\/12\/cognetsummit_logo.jpg 570w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2008\/12\/cognetsummit_logo-300x47.jpg 300w\" sizes=\"auto, (max-width: 570px) 100vw, 570px\" \/><\/span><\/span><\/p>\n<\/blockquote>\n<h3><strong>Professional\u00a0Service<\/strong><\/h3>\n<ul>\n<li>Steering Committee, General Chair and PC Co-Chair, <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.acm-coronet.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">ACM CoRoNet 2010<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<li>General Co-Chair and PC Co-Chair, <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.csit.carleton.ca\/~fyu\/CWCN10\/\" target=\"_blank\" rel=\"noopener noreferrer\">IEEE CWCN 2010 <span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<li>PC Co-Chair, <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/www.ieee-secon.org\/workshop.html\">IEEE SDR\/WhiteSpace 2010 <span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<li>PC Co-Chair, <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.acm-coronet.org\/2009\" target=\"_blank\" rel=\"noopener noreferrer\">ACM CoRoNet 2009<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<li>Steering Committee Member, <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.ieee-dyspan.org\/\" target=\"_blank\" rel=\"noopener noreferrer\">IEEE DySPAN<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (since inception in 2005)<\/li>\n<li>Patron Chair,\u00a0 <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.ieee-dyspan.org\/2010\" target=\"_blank\" rel=\"noopener noreferrer\">IEEE DySPAN 2010<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<li>Program Committee Member, IEEE DySPAN\u00a02005, 2007, 2008, 2010<\/li>\n<li>Guest Editor, IEEE Journal on Selected Areas in Communications, <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/www.jsac.ucsd.edu\/Calls\/AdvancesinCognitiveRadioNetworkingandCommunications.pdf\">Special Issue on Advances in Cognitive Radio Networking and Communications<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (Submission date: Dec. 1, 2009; Publication 1st Quarter 2011)<\/li>\n<\/ul>\n<h3><strong>University & Conference Support<\/strong><\/h3>\n<ul>\n<li>Rice University, White Space Mesh Networks<\/li>\n<li>University of Wisconsin, Spectrum Leasing Architecture<\/li>\n<li>IEEE DySPAN 2005, 2007 &\u00a02008<\/li>\n<\/ul>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/li>\n\t\t<li class=\"m-0\" data-wp-context='{\"id\":\"accordion-content-8\"}' data-wp-init=\"callbacks.init\">\n\t\t<div class=\"accordion-header\">\n\t\t\t<button\n\t\t\t\taria-controls=\"accordion-content-8\"\n\t\t\t\tclass=\"btn btn-collapse\"\n\t\t\t\tdata-wp-bind--aria-expanded=\"state.isExpanded\"\n\t\t\t\tdata-wp-on--click=\"actions.onClick\"\n\t\t\t\tid=\"accordion-button-7\"\n\t\t\t\ttype=\"button\"\n\t\t\t>\n\t\t\t\tTalks\t\t\t<\/button>\n\t\t<\/div>\n\t\t<div\n\t\t\taria-labelledby=\"accordion-button-7\"\n\t\t\tclass=\"msr-accordion__content\"\n\t\t\tdata-wp-bind--inert=\"!state.isExpanded\"\n\t\t\tdata-wp-run=\"callbacks.run\"\n\t\t\tid=\"accordion-content-8\"\n\t\t>\n\t\t\t<div class=\"msr-accordion__body\">\n\t\t\t\t<h1>Presentations<\/h1>\n<p>We made a presentation to the FCC Chairman Genachowski when he visited us on Microsoft&#8217;s Redmond Campus on <strong>August 14, 2010<\/strong> to see our White-Fi Deployment &#8212;\u00a0&#8220;<a class=\"invalidLink\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2008\/12\/FCC_White_Space_Update_August_14_2010.pptx\" target=\"_self\" rel=\"noopener noreferrer\">White Space Networking &#8211; Status Update<\/a>&#8221;<\/p>\n<p>For\u00a0a <strong>technical description<\/strong>, you can download talks we have given in different venues worldwide:<\/p>\n<ul>\n<li>On\u00a0v1 of the KNOWS project (2006 to 2007) formalizing the white space networking problem, the MAC protocol and\u00a0a white space device:\u00a0<a class=\"invalidLink\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2008\/12\/KNOWS-v1.pptx\" target=\"_new\" rel=\"noopener noreferrer\">Networking in the TV Bands<\/a><\/li>\n<li>On v2 of the KNOWS project (2007 to 2009) on variable channel widths, WhiteFi and Wi-Fi like networking over the TV bands: <a class=\"invalidLink\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2008\/12\/KNOWS-v2.pptx\" target=\"_new\" rel=\"noopener noreferrer\">Networking Devices over the White Spaces<\/a><\/li>\n<li>On v3 of the KNOWS project (2009 to 2011) on the campus deployment over the TV white spaces: <a class=\"invalidLink\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2008\/12\/KNOWS-v3.pptx\">Low-cost, Long-Range Connectivity over the TV White Spaces<\/a><\/li>\n<\/ul>\n<p>We have\u00a0delivered several talks\u00a0and lectures on the topic of White Space and Cognitive Networking around the world.<\/p>\n<h3><strong>Keynotes:<\/strong><\/h3>\n<ul>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/winmee2014.di.uniroma1.it\/\" target=\"_blank\" rel=\"noopener noreferrer\">IEEE Workshop on Network Measurements (WiNMeE),<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> May 2014, &#8220;Dynamic Spectrum Access: From Connecting Rural Africa to Finding the Next White Space Opportunity&#8221;<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/conferences.ece.ubc.ca\/wwrf31\/presentations.html\">Wireless World Research Forum (WWRF)<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Vancouver, October 2013, &#8220;Dynamic Spectrum Access in the TV White Spaces & Beyond&#8221;, Plenary Invited Talk,<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/www.cs.utexas.edu\/wintech2012\/Program.html\">ACM International Workshop on Wireless Network Testbeds, Experimental evaluation & Characterization (WinTech)<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, August 2012, &#8220;White Space Networking in the TV Bands & Beyond&#8221; (<a class=\"invalidLink\" href=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2008\/12\/wintech.pptx\" target=\"_self\" rel=\"noopener noreferrer\">slides<\/a>)<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.ieee-dyspan.org\/2011\/\" target=\"_blank\" rel=\"noopener noreferrer\">IEEE Symposium on New Frontiers in Dynamic Spectrum Access Networks (DySPAN)<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, May 2011<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/dialm-pomc2010.engineering.asu.edu\/\">ACM SIGACT\/SIGMOBILE Internation Workshop on Foundations of Mobile Computing (DIALM-POMC), <span class=\"sr-only\"> (opens in new tab)<\/span><\/a>September, 2010<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/cse.stfx.ca\/~euc09\/\" target=\"_blank\" rel=\"noopener noreferrer\">The 7th IEEE\/IFIP International Conference on Embedded and Ubiquitous Computing<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> (EUC 2009), Vancouver, Canada, August 31, 2009<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.ngi2009.eu\/keynote.htm#vb\" target=\"_blank\" rel=\"noopener noreferrer\">The Fifth Euro-NGI Conference on Next Generation Internet Networks<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, July 2, 2009<\/li>\n<li>The Sixth International Conference on Wireless On-demand Network Systems and Services, Salt Lake City, Utah, February 2, 2009<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/m4d.humanit.org\/index.php?option=com_content&task=view&id=46&Itemid=64\" target=\"_blank\" rel=\"noopener noreferrer\">Workshop on Wireless Broadband Access for Communities and Rural Developing Regions<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, December 11, 2008<\/li>\n<li>Second IFIP International Symposium on Wireless Communications and Information Technology in Developing Countries, October 7, 2008<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/sdr08.cs.ucdavis.edu\/\">IEEE Secon SDR Workshop<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, June 2008<\/li>\n<li>MSR\u2019s Cognitive Wireless Networking Summit, Snoqualmie, Washington, USA, June 4, 2008<\/li>\n<li>First International Workshop on Cognitive Dynamic Systems and Their Applications 2008, May 27, 2008<\/li>\n<li>Intel&#8217;s Communications Internal Senior Leadership Conference (ICOMM 2008), April 9, 2008<\/li>\n<li>The Third International Conference on Communication System Software and Middleware (COMSWARE 2008), January 8, 2008<\/li>\n<li>The Ninth International Conference on Distributed Computing and Networking (ICDCN), January 6, 2008<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.ieee-dyspan.org\/2007\/keynotes.html\" target=\"_blank\" rel=\"noopener noreferrer\">IEEE DySPAN 2007<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n<h3><strong>Seminars\/Colloquia:<\/strong><\/h3>\n<ul>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.ee.washington.edu\/cgi-bin\/research\/colloquium\/display.pl?id=18\">EE Colloquium<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, University of Washington, February 2010<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/engineering.purdue.org\/ECE\/Seminars\/General\/NextGenerationofWiFiDesigningNetworksoverWhiteSpace\">Joint CS\/ECE Colloquium<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Purdue University, April 2009<\/li>\n<li>Networking Seminar, University of Washington, February 25, 2009<\/li>\n<li>Computer Science Department Seminar, University of California Los Angeles, February 10, 2009<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/events.berkeley.edu\/?event_ID=7375&date=2008-02-29&tab=academic\">Networking, Communications and DSP Seminar<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, UC Berkeley, February 2008<\/li>\n<li>Colloquium, Boeing Phantom Labs, November 2007<\/li>\n<\/ul>\n<h3><strong>Lectures:<\/strong><\/h3>\n<ul>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.icws.illinois.edu\/school.html#agenda\" target=\"_blank\" rel=\"noopener noreferrer\">Illinois Wireless Summer School<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, August 4, 2009 (Urbana, Illinois, USA)<\/li>\n<li>Microsoft Research India Summer School on Networking 2009, June 18, 2009 (Bangalore, India)<\/li>\n<li>SDForum Emerging Technology SIG, February 11, 2009 (Palo Alto, California, India)<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/www.gigascale.org\/theme\/core\/talks\/\">Workloads of the Future Workshop<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, GSRC UC Berkeley, November 2007<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/www.icws.illinois.edu\/symposium.html\">Illinois Wireless Systems Symposium 2007<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/li>\n\t\t<li class=\"m-0\" data-wp-context='{\"id\":\"accordion-content-10\"}' data-wp-init=\"callbacks.init\">\n\t\t<div class=\"accordion-header\">\n\t\t\t<button\n\t\t\t\taria-controls=\"accordion-content-10\"\n\t\t\t\tclass=\"btn btn-collapse\"\n\t\t\t\tdata-wp-bind--aria-expanded=\"state.isExpanded\"\n\t\t\t\tdata-wp-on--click=\"actions.onClick\"\n\t\t\t\tid=\"accordion-button-9\"\n\t\t\t\ttype=\"button\"\n\t\t\t>\n\t\t\t\tPolicy\t\t\t<\/button>\n\t\t<\/div>\n\t\t<div\n\t\t\taria-labelledby=\"accordion-button-9\"\n\t\t\tclass=\"msr-accordion__content\"\n\t\t\tdata-wp-bind--inert=\"!state.isExpanded\"\n\t\t\tdata-wp-run=\"callbacks.run\"\n\t\t\tid=\"accordion-content-10\"\n\t\t>\n\t\t\t<div class=\"msr-accordion__body\">\n\t\t\t\t<p>We were invited by the FCC to\u00a0particpate\u00a0on a few panels.<\/p>\n<ul>\n<li>Panel on &#8220;Broadband Spectrum: A Looming Crisis?&#8221;<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/hraunfoss.fcc.gov\/edocs_public\/attachmatch\/DOC-293853A1.pdf\" target=\"_blank\" rel=\"noopener noreferrer\"> FCC&#8217;s National Broadband Plan &#8212; Field Hearing on Mobile Broadband<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, San Diego, CA, Oct. 8, 2009\u00a0(Click to read our <a href=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2008\/12\/Bahl_FCC_Broadband_Panel_on_Spectrum.pptx\" target=\"_new\" rel=\"noopener noreferrer\">talking points<\/a>)<\/li>\n<li>Panel on &#8220;Innovating in Spectrum Access\u2014Technological Advances and Other Approaches to Facilitate More Productive Spectrum Use&#8221;<b> <\/b><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/www.broadband.gov\/ws_spectrum.html\">FCC\u2019s National Broadband Plan &#8212; Spectrum Workshop<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Washington D.C. Sept. 17, 2009 (Click to read <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/microsoftontheissues.com\/cs\/blogs\/mscorp\/archive\/2009\/09\/22\/unlicensed-spectrum-a-boon-to-the-economy.aspx\" target=\"_blank\" rel=\"noopener noreferrer\">a follow-up article<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>)<\/li>\n<\/ul>\n<p>We have also demonstrated our white space system to spectrum regulators from various\u00a0countries, including delegations from:<\/p>\n<ul>\n<li>Federal Communications Commission (<strong>FCC<\/strong>) Chairman Genachowski and Managing Director Steven VanRoekel on August 14, 2010 and separately to another delegation on April 29, 2010<\/li>\n<li>Infocomm Development Authority of Singapore (<strong>IDA<\/strong>) on March 10, 2010<\/li>\n<li>Ag\u00eancia Nacional de Telecomunica\u00e7\u00f5es Brazil (<strong>ANATEL<\/strong>),<b> <\/b>Brazil including Max Martinh\u00e3o, the General Manager for Radio Frequency Spectrum in Brazil on February 2, 2010<\/li>\n<li>State Administration of Radio, Film and Television (<b>SARFT<\/b>), China including Deputy Director General of Science and Technology China, Mr. Wang Lian on January 11, 2010<\/li>\n<li>Telecom Regulatory Authority of India (<b>TRAI<\/b>), including its chairperson Dr. J. S. Sarma on October 22, 2009<\/li>\n<\/ul>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/li>\n\t\t<li class=\"m-0\" data-wp-context='{\"id\":\"accordion-content-12\"}' data-wp-init=\"callbacks.init\">\n\t\t<div class=\"accordion-header\">\n\t\t\t<button\n\t\t\t\taria-controls=\"accordion-content-12\"\n\t\t\t\tclass=\"btn btn-collapse\"\n\t\t\t\tdata-wp-bind--aria-expanded=\"state.isExpanded\"\n\t\t\t\tdata-wp-on--click=\"actions.onClick\"\n\t\t\t\tid=\"accordion-button-11\"\n\t\t\t\ttype=\"button\"\n\t\t\t>\n\t\t\t\tPress\t\t\t<\/button>\n\t\t<\/div>\n\t\t<div\n\t\t\taria-labelledby=\"accordion-button-11\"\n\t\t\tclass=\"msr-accordion__content\"\n\t\t\tdata-wp-bind--inert=\"!state.isExpanded\"\n\t\t\tdata-wp-run=\"callbacks.run\"\n\t\t\tid=\"accordion-content-12\"\n\t\t>\n\t\t\t<div class=\"msr-accordion__body\">\n\t\t\t\t<h2>Sample Press Articles<\/h2>\n<ul>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/www.scientificamerican.com\/article.cfm?id=fcc-white-spaces\">Taking Waves: FCC Green Lights Unlicensed Use of Wireless &#8220;White Space&#8221; Frequencies<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Larry Greenemeier, Scientific American, October 15, 2010<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.bloomberg.com\/news\/2010-09-12\/microsoft-tests-super-size-wireless-hot-spot-in-tv-channel-gaps.html\" target=\"_blank\" rel=\"noopener noreferrer\">Microsoft Tests Super-Size Wireless Hot Spot in TV Gaps<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Todd Shields, Bloomberg, September 12, 2010<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/online.wsj.com\/article\/BT-CO-20100913-711332.html\" target=\"_blank\" rel=\"noopener noreferrer\">Microsoft Preparing for New Wireless-Internet Technology<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, John Letzing, The Wall Street Journal, September 13, 2010<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/online.wsj.com\/article\/BT-CO-20100511-719654.html?mod=WSJ_Computer+Software_middleHeadlines\" target=\"_blank\" rel=\"noopener noreferrer\">FCC Officials Visit Microsoft To Examine Experimental Network<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, John Letzing, The Wall Street Journal, May 11, 2010<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/blog.seattlepi.com\/microsoft\/archives\/177725.asp\">WhiteFi: Broadcasting wireless Internet over TV airwaves<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Nick Eaton, Seattle Post Intelligencer, August 31, 2009<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/arstechnica.com\/tech-policy\/news\/2009\/08\/wifi-on-steroids-first-whitefi-devices-hit-testing-stage.ars\">WiFi on steroids? First \u201cWhiteFi\u201d prototypes hit testing stage<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Nate Anderson, Ars technica, August 27, 2009<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/news.cnet.com\/8301-30686_3-10313710-266.html\">Microsoft &#8216;White-Fi&#8217; to solve interference worries in white space<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Marguerite Reardon, cnet.com, August 19, 2009<\/li>\n<li>\n<div><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/www.technologyreview.com\/communications\/23271\/?a=f\">Wi-Fi via White Spaces<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Erica Naone, MIT\u2019s Technology Review, August 18, 2009<\/div>\n<\/li>\n<li>\n<div><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/www.djcline.com\/2009\/02\/13\/feb-11-2009-sdf-white-space-networking\/\">SDF White Space Networking<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> DJCline.com, February 13, 2009<\/div>\n<\/li>\n<li>\n<div><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/www.pretorianews.co.za\/index.php?fArticleId=4650560\">Revisiting old technology could bring broadband to masses<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> by Barry Bateman, Pretoria News, Tshwane, South Africa, October 9, 2008 (also available here: <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/www.ioltechnology.co.za\/article_page.php?from=rss_IOLTechTelecoms&iSectionId=2883&iArticleId=4652054\">IOL Technology)<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/div>\n<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.pcworld.com\/article\/143124\/inside_microsoft_research_the_cutting_edge_on_display.html\" target=\"_blank\" rel=\"noopener noreferrer\">Inside Microsoft Research: The Cutting Edge on Display<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\u00a0by Nancy Gohring, IDG News, March 4, 2008 (Appeared on <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.pcworld.com\/article\/143124\/inside_microsoft_research_the_cutting_edge_on_display.html\" target=\"_blank\" rel=\"noopener noreferrer\">PC World<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"http:\/\/www.thestandard.com\/news\/2008\/03\/04\/microsofts-cutting-edge-display-techfest\" target=\"_blank\" rel=\"noopener noreferrer\">The Standard<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, etc.)<\/li>\n<\/ul>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t<\/div>\n\t\n","protected":false},"excerpt":{"rendered":"<p>The next generation of wireless networks will include software defined radios, cognitive radios, and multi-radio systems which will co-exist harmoniously while operating over a very wide range of frequencies. Under the umbrella of the KNOWS project we are revisiting &#8220;classical&#8221; wireless networking problems and designing new solutions that incorporate and build upon recent advances in [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","footnotes":""},"research-area":[13547],"msr-locale":[268875],"msr-impact-theme":[],"msr-pillar":[],"class_list":["post-170158","msr-project","type-msr-project","status-publish","hentry","msr-research-area-systems-and-networking","msr-locale-en_us","msr-archive-status-active"],"msr_project_start":"2008-12-19","related-publications":[549729,474732,467562,374810,341108,168103,166113,165017,163688,163764,162161,161575,163168,161159,160423,158937,157612,153956,153957,153961,153112,154012,154011,157959,157958,157962,157960],"related-downloads":[],"related-videos":[190373],"related-groups":[],"related-events":[],"related-opportunities":[],"related-posts":[285020],"related-articles":[],"tab-content":[],"slides":[],"related-researchers":[{"type":"user_nicename","display_name":"Ranveer Chandra","user_id":33344,"people_section":"Group 1","alias":"ranveer"},{"type":"user_nicename","display_name":"Thomas Moscibroda","user_id":32999,"people_section":"Group 1","alias":"moscitho"},{"type":"user_nicename","display_name":"Victor Bahl","user_id":31167,"people_section":"Group 1","alias":"bahl"},{"type":"user_nicename","display_name":"Tusher Chakraborty","user_id":40210,"people_section":"Group 1","alias":"tusherc"}],"msr_research_lab":[199565],"msr_impact_theme":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/170158","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-project"}],"version-history":[{"count":3,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/170158\/revisions"}],"predecessor-version":[{"id":570570,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-project\/170158\/revisions\/570570"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=170158"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=170158"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=170158"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=170158"},{"taxonomy":"msr-pillar","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-pillar?post=170158"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}