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Radiounet: Fast Radio Map Estimation with Convolutional Neural Networks
RadioUNet: Fast Radio Map Estimation with Convolutional Neural Networks Ron Levie1;2, C¸a˘gkan Yapar3,∗ Gitta Kutyniok1;4, Giuseppe Caire3 BLAN 1Department of Mathematics, LMU Munich BLANK 2Institute of Mathematics, TU Berlin BLA 3Institute of Telecommunication Systems, TU Berlin 4Department of Physics and Technology, University of Tromsø December 23, 2020 Abstract In this paper we propose a highly efficient and very accurate deep learning method for estimating the propagation pathloss from a point x (transmitter location) to any point y on a planar domain. For applications such as user-cell site association and device-to-device link scheduling, an accurate knowledge of the pathloss function for all pairs of transmitter-receiver locations is very important. Commonly used statistical models approximate the pathloss as a decaying function of the distance between transmitter and receiver. However, in realistic propagation environments characterized by the presence of buildings, street canyons, and objects at different heights, such radial-symmetric functions yield very misleading results. In this paper we show that properly designed and trained deep neural networks are able to learn how to estimate the pathloss function, given an urban environment, in a very accurate and computationally efficient manner. Our proposed method, termed RadioUNet, learns from a physical simulation dataset, and generates pathloss estimations that are very close to the simulations, but are much faster to compute for real-time applications. Moreover, we propose methods for transferring what was learned from simulations to real-life. Numerical results show that our method significantly outperforms previously proposed methods. Keywords: Convolutional Neural Networks, Signal Strength Prediction, Radio Maps. -
Listening Patterns – 2 About the Study Creating the Format Groups
SSRRGG PPuubblliicc RRaaddiioo PPrrooffiillee TThhee PPuubblliicc RRaaddiioo FFoorrmmaatt SSttuuddyy LLiisstteenniinngg PPaatttteerrnnss AA SSiixx--YYeeaarr AAnnaallyyssiiss ooff PPeerrffoorrmmaannccee aanndd CChhaannggee BByy SSttaattiioonn FFoorrmmaatt By Thomas J. Thomas and Theresa R. Clifford December 2005 STATION RESOURCE GROUP 6935 Laurel Avenue Takoma Park, MD 20912 301.270.2617 www.srg.org TThhee PPuubblliicc RRaaddiioo FFoorrmmaatt SSttuuddyy:: LLiisstteenniinngg PPaatttteerrnnss Each week the 393 public radio organizations supported by the Corporation for Public Broadcasting reach some 27 million listeners. Most analyses of public radio listening examine the performance of individual stations within this large mix, the contributions of specific national programs, or aggregate numbers for the system as a whole. This report takes a different approach. Through an extensive, multi-year study of 228 stations that generate about 80% of public radio’s audience, we review patterns of listening to groups of stations categorized by the formats that they present. We find that stations that pursue different format strategies – news, classical, jazz, AAA, and the principal combinations of these – have experienced significantly different patterns of audience growth in recent years and important differences in key audience behaviors such as loyalty and time spent listening. This quantitative study complements qualitative research that the Station Resource Group, in partnership with Public Radio Program Directors, and others have pursued on the values and benefits listeners perceive in different formats and format combinations. Key findings of The Public Radio Format Study include: • In a time of relentless news cycles and a near abandonment of news by many commercial stations, public radio’s news and information stations have seen a 55% increase in their average audience from Spring 1999 to Fall 2004. -
Use of GIS in Radio Frequency Planning and Positioning Applications
Use of GIS in Radio Frequency Planning and Positioning Applications Victoria R. Jewell Thesis submitted to the Faculty of the Virginia Polytechnic Institute and State University in partial fulfillment of the requirements for the degree of Master of Science in Electrical Engineering R. Michael Buehrer, Chair Peter M. Sforza Jeffrey H. Reed July 3, 2014 Blacksburg, Virginia Keywords: GIS, RF Modeling, Positioning Copyright 2014, Victoria R. Jewell Use of GIS in Radio Frequency Planning and Positioning Applications Victoria R. Jewell (ABSTRACT) GIS are geoprocessing programs that are commonly used to store and perform calculations on terrain data, maps, and other geospatial data. GIS offer the latest terrain and building data as well as tools to process this data. This thesis considers three applications of GIS data and software: a Large Scale Radio Frequency (RF) Model, a Medium Scale RF Model, and Indoor Positioning. The Large Scale RF Model estimates RF propagation using the latest terrain data supplied in GIS for frequencies ranging from 500 MHz to 5 GHz. The Medium Scale RF Model incorporates GIS building data to model WiFi systems at 2.4 GHz for a range of up to 300m. Both Models can be used by city planners and government officials, who commonly use GIS for other geospatial and geostatistical information, to plan wireless broadband systems using GIS. An Indoor Positioning Experiment is also conducted to see if apriori knowledge of a building size, location, shape, and number of floors can aid in the RF geolocation of a target indoors. The experiment shows that correction of a target to within a building's boundaries reduces the location error of the target, and the vertical error is reduced by nearly half. -
Implementation Considerations for the Introduction and Transition to Digital Terrestrial Sound and Multimedia Broadcasting
Report ITU-R BS.2384-0 (07/2015) Implementation considerations for the introduction and transition to digital terrestrial sound and multimedia broadcasting BS Series Broadcasting service (sound) ii Rep. ITU-R BS.2384-0 Foreword The role of the Radiocommunication Sector is to ensure the rational, equitable, efficient and economical use of the radio- frequency spectrum by all radiocommunication services, including satellite services, and carry out studies without limit of frequency range on the basis of which Recommendations are adopted. The regulatory and policy functions of the Radiocommunication Sector are performed by World and Regional Radiocommunication Conferences and Radiocommunication Assemblies supported by Study Groups. Policy on Intellectual Property Right (IPR) ITU-R policy on IPR is described in the Common Patent Policy for ITU-T/ITU-R/ISO/IEC referenced in Annex 1 of Resolution ITU-R 1. Forms to be used for the submission of patent statements and licensing declarations by patent holders are available from http://www.itu.int/ITU-R/go/patents/en where the Guidelines for Implementation of the Common Patent Policy for ITU-T/ITU-R/ISO/IEC and the ITU-R patent information database can also be found. Series of ITU-R Reports (Also available online at http://www.itu.int/publ/R-REP/en) Series Title BO Satellite delivery BR Recording for production, archival and play-out; film for television BS Broadcasting service (sound) BT Broadcasting service (television) F Fixed service M Mobile, radiodetermination, amateur and related satellite services P Radiowave propagation RA Radio astronomy RS Remote sensing systems S Fixed-satellite service SA Space applications and meteorology SF Frequency sharing and coordination between fixed-satellite and fixed service systems SM Spectrum management Note: This ITU-R Report was approved in English by the Study Group under the procedure detailed in Resolution ITU-R 1. -
2019 Public Participation Plan
metro.net/publicparticipationplan Public Participation Plan October 2019 Executive Summary The Los Angeles County Metropolitan Transportation Authority (Metro) considers all who reside, work and travel within LA County to be stakeholders of the agency Residents, institutions, locally situated businesses, community- based organizations, religious leaders and the elected offi c ials who represent them are particularly important in relation to public participation planning and outreach Communications with the public is a continuum of involvement concerning service, fare changes, studies and initiatives, short- and long- range planning documents, environmental studies, project planning and construction, and transit safety education This Public Participation Plan (Plan) has been assembled to capture the methods, innovations and measurements of the agency’s commitment to meet and exceed the prescribed requirements of the U S Department of Transportation (USDOT), including Federal Transit Administration (FTA) Circulars C 4702 1B citing recipients’ responsibilities to Limited English Profic ient persons, FTA Circular C 4703 1, guiding recipients on integrating principles of Environmental Justice into the transportation decision-making process, and Federal Highway Administration’s (FHWA) Title VI program The Plan is also consistent with Title VI, (non-discrimination regulations) of the Civil Rights Act of 1964, Section 162(a) of the Federal-Aid Highway Act of 1973 and The Age Discrimination Act of 1975 Every three years, Metro updates the Public -
The M Street Journal Radio's Journal of Record ' EW YORK NASHVILLE CAPSTAR ACROSS AFRICA
The M Street Journal Radio's Journal of Record ' EW YORK NASHVILLE CAPSTAR ACROSS AFRICA. Capstar Broadcasting Partners will spend $60 million for twenty stations in four separate transactions covering five markets. Terms of the individual deals weren't disclosed. Two of the deals involve Point Communications, which is the managing partner of six stations in Madison, WI and owns five in the Roanoke - Lynchburg area, owned through a subsidiary. In Madison, the stations are standards WTSO; CHR WZEE; news -talk WIBA; rock WIBA -FM; new rock WMAD -FM, Sun Prairie, WI; and soft AC WMLI, Sauk City, WI. In Roanoke - Lynchburg -- oldies simulcast WLDJ, Appomattox and WRDJ, Roanoke; urban oldies WJJS, Lynchburg; and dance combo WJJS -FM, Vinton, and WJJX, Lynchburg. The third deal gives Capstar three stations in the Yuma, AZ market, including oldies KBLU, country KTTI, and classic rocker KYJT, from Commonwealth Broadcasting of Arizona, LLC. Finally, COMCO Broadcasting's Alaska properties, which include children's KYAK, CHR KGOT, and AC KYMG, all Anchorage; and news -talk KIAK, country KIAK -FM, and AC KAKQ -FM, all Fairbanks. WE DON'T NEED NO STINKIN' LICENSE . It's spent almost ten weeks on the air without a license, but the new religious -programmed station on 105.3 MHz in the Hartford, CT area, is being investigated by the Commission's New England Field Office. According to the Hartford Courant, Mark Blake is operating the station from studios in Bloomfield, CT, and says that he "stands behind" the station's operation. Although there have been no interference complaints filed, other stations in the area are claiming they are losing advertising dollars to the pirate. -
BROWN PAPER How Southern California Public Radio Opened Their Doors to Latinos and Became the Most Listened-To Public Station in Los Angeles: a Case Study
BROWN PAPER How Southern California Public Radio Opened Their Doors to Latinos and Became the Most Listened-to Public Station in Los Angeles: A Case Study RESEARCHED AND WRITTEN BY PRESENTED BY GINNY Z BERSON EDITED BY SILVIA RIVERA FUNDED BY THE CORPORATION FOR PUBLIC BROADCASTING TABLE OF CONTENTS Introduction ............................................................................................ 3 Executive Summary ................................................................................ 4 Essential Element #1: Unity of Vision and Leadership ............................. 6 Essential Element #2: Community Engagement .................................. 7–8 Essential Element #3: Content and Sound ........................................ 9–10 Essential Element #4: Changing the Culture .................................... 11–12 Results ........................................................................................... 13–14 Conclusion ........................................................................................... 14 Appendix A: Timeline of Key Events ...................................................... 15 Appendix B: Job Description: Multi-Ethnic Outreach Director .......... 15–16 Appendix C: SCPR Public Fora and Events .......................................... 17 Appendix D: Interviews Conducted ....................................................... 18 Appendix E: Initial Reactions to the Case Study ................................... 19 Appendix F: About the Author and Editor............................................. -
Stations Monitored
Stations Monitored 10/01/2019 Format Call Letters Market Station Name Adult Contemporary WHBC-FM AKRON, OH MIX 94.1 Adult Contemporary WKDD-FM AKRON, OH 98.1 WKDD Adult Contemporary WRVE-FM ALBANY-SCHENECTADY-TROY, NY 99.5 THE RIVER Adult Contemporary WYJB-FM ALBANY-SCHENECTADY-TROY, NY B95.5 Adult Contemporary KDRF-FM ALBUQUERQUE, NM 103.3 eD FM Adult Contemporary KMGA-FM ALBUQUERQUE, NM 99.5 MAGIC FM Adult Contemporary KPEK-FM ALBUQUERQUE, NM 100.3 THE PEAK Adult Contemporary WLEV-FM ALLENTOWN-BETHLEHEM, PA 100.7 WLEV Adult Contemporary KMVN-FM ANCHORAGE, AK MOViN 105.7 Adult Contemporary KMXS-FM ANCHORAGE, AK MIX 103.1 Adult Contemporary WOXL-FS ASHEVILLE, NC MIX 96.5 Adult Contemporary WSB-FM ATLANTA, GA B98.5 Adult Contemporary WSTR-FM ATLANTA, GA STAR 94.1 Adult Contemporary WFPG-FM ATLANTIC CITY-CAPE MAY, NJ LITE ROCK 96.9 Adult Contemporary WSJO-FM ATLANTIC CITY-CAPE MAY, NJ SOJO 104.9 Adult Contemporary KAMX-FM AUSTIN, TX MIX 94.7 Adult Contemporary KBPA-FM AUSTIN, TX 103.5 BOB FM Adult Contemporary KKMJ-FM AUSTIN, TX MAJIC 95.5 Adult Contemporary WLIF-FM BALTIMORE, MD TODAY'S 101.9 Adult Contemporary WQSR-FM BALTIMORE, MD 102.7 JACK FM Adult Contemporary WWMX-FM BALTIMORE, MD MIX 106.5 Adult Contemporary KRVE-FM BATON ROUGE, LA 96.1 THE RIVER Adult Contemporary WMJY-FS BILOXI-GULFPORT-PASCAGOULA, MS MAGIC 93.7 Adult Contemporary WMJJ-FM BIRMINGHAM, AL MAGIC 96 Adult Contemporary KCIX-FM BOISE, ID MIX 106 Adult Contemporary KXLT-FM BOISE, ID LITE 107.9 Adult Contemporary WMJX-FM BOSTON, MA MAGIC 106.7 Adult Contemporary WWBX-FM -
RAR Newsletter 130918.Indd
RIGHT ARM RESOURCE UPDATE JESSE BARNETT [email protected] (508) 238-5654 www.rightarmresource.com www.facebook.com/rightarmresource 9/18/2013 Dresses “Blew My Mind” Added early at KSMT and KAXE Signed to Side One Dummy, Dresses is an indie-pop duo from Portland OR made up of Timothy Heller and Jared Maldonado. “A charming potential hit.” - WXPN “Sparkly Portland pop at its catchiest” - Portland Mercury On the road with Lucy Rose Oct 9-16, then a full US tour with The Limousines Oct 23-November 27 Tom Odell “Hold Me” The first single from his debut full-length album Long Way Down, available now Early at KCMP, WYCE and WFIV This album already debuted at #1 in the UK and top 10 across Europe “Genuinely chilling” - London’s Sunday Times Already appeared on Letterman and Conan Leno confirmed for October 10 US tour kicks off today, see page 2 Gavin DeGraw “Best I Ever Had” Ed Kowalczyk “Seven” The first single from his 4th studio album, Make A Move, in stores 10/15 Already on: WXRV, WEXT, WBJB, WFIV, KDBB and WHRV In stores 10/29 Mediabase Hot AC 14*! Already did Leno Video on VH1 The man who brought you such hits as “I Alone” and “Lightning Crashes” Already spinning at KTCZ, WVMP, WOCM, WFIV and KDEC Tour soon Album guests: Peter Buck and Rachael Yamagata Acoustic tour starts 10/24 Tessa Torrence “Did To You” Mike Doughty “The Idiot Kings” Already on WFIV, KRVM and KSLU Feel No Evil, the debut album from the BDS Indicator Debut 23*! FMQB Tracks 46*, Public 29*! In stores now daughter of Kurt Neumann of The Bodeans, in stores now Produced by Kurt, New: MSPR, KKCR ON: WFUV, WFPK, WZNN, WCNR, WNKU, WYEP, Music mixed by Chris Lord-Alge “A smart, visceral rock and roll record,” - Bud Scoppa Choice, WEXT, WNRN, WFHB.. -
Analysis of the FM Radio Spectrum for Secondary Licensing of Low-Power Short-Range Cognitive Internet-Of-Things Devices Via Cognitive Radio
Analysis of the FM Radio Spectrum for Secondary Licensing of Low-Power Short-Range Cognitive Internet-of-Things Devices via Cognitive Radio by Derek Thomas Otermat Bachelor of Science Electrical Engineering University of Florida 2008 Master of Science Electrical Engineering Florida Institute of Technology 2011 A dissertation submitted to the College of Electrical Engineering at Florida Institute of Technology in partial fulfillment of the requirements for the degree of: Doctor of Philosophy in Electrical and Computer Engineering Melbourne, Florida November, 2016 We the undersigned committee hereby recommend that the attached document be accepted as fulfilling in part the requirements for the degree of Doctor of Philosophy of Electrical Engineering. “Analysis of the FM Radio Spectrum for Secondary Licensing of Short-Range Low-Power Cognitive Internet-of-Things Devices via Cognitive Radio,” a dissertation by Derek Thomas Otermat ______________________________________________ Ivica Kostanic, Ph.D. Associate Professor, Electrical and Computer Engineering Dissertation Advisor ______________________________________________ Carlos E. Otero, Ph.D. Associate Professor, Electrical and Computer Engineering ______________________________________________ Brian Lail, Ph.D. Associate Professor, Electrical and Computer Engineering ______________________________________________ Munevver Subasi, Ph.D. Associate Professor, Mathematical Sciences ______________________________________________ Samuel Kozaitis, Ph.D. Professor and Department Head, Electrical and Computer Engineering Abstract Title: Analysis of the FM Radio Spectrum for Secondary Licensing of Low-Power Short-Range Cognitive Internet of Things Devices via Cognitive Radio Author: Derek Thomas Otermat Advisor: Ivica Kostanic, Ph.D. The number of Internet of Things (IoT) devices is predicated to reach 200 billion by the year 2020. This rapid growth is introducing a new class of low-power short-range wireless devices that require the use of radio spectrum for the exchange of information. -
10-12 September, 2012
ARINC PROPRIETARY ICAO South American Region Data Link Applications Workshop 10-12 September, 2012 This document is the exclusive property of ARINC Incorporated, and all information contained herein is confidential and proprietary to ARINC. It is not to be published, reproduced, copied, distributed, disclosed, or used, in whole or in any part thereof, without the prior written consent of a duly authorized representative of ARINC. The information herein is supplied ARINC is a portfolio company of The Carlyle Group. without representation or warranty of any kind. ARINC disclaims all liability of any kind arising from the use of this document or reliance on the information contained therein. History of ARINC Incorporated in 1929 Served as the airline industry’s single licensee and coordinator of radio communication Responsible for all ground-based, aeronautical radio stations and compliance with FRC rules and regulations Originally owned by airlines Revenue of $1 billion USD, with more than 3,000 employees worldwide Customers in over 102 countries Employees in 143 locations Proprietary Information Page 2 Worldwide Products & Services Aerospace & Defense Commercial Aviation Airports Networks Public Safety Security Transportation Video en Español: Aviación y Aeropuertos - Panorama Global Mission-critical solutions for Communications, Engineering and Systems Integration Proprietary Information Page 3 AGENDA GLOBALink Media and Coverage Applications Central and South American Trails and Implementation Proprietary Information -
MF01/N06 Plus Postage
DOCUMENT RESUME ED 292 440 IR 013 191 TITLE A Report to the People. 20Years of Your National Commitment to Public Broadcasting, 1967-1987. 1986 Annual Report. INSTITUTION Corporation for Public Broadcasting, Washington, D.C. REPORT NO ISBN-0-89776-100-6 PUB DATE [15 May 87] NOTE 129p.; Photographs will not reproduce well. PUB TYPE Reports Descriptive (141) EDRS PRICE MF01/n06 Plus Postage. DESCRIPTORS Annual Reports; Cultural Enrichment; Educational Radio; *Educational Television; *Financial Support; *Programing (Broadcast); *Public Television; *Television Viewing IDENTIFIERS *Annenberg CPB Project; *Corporation for Public Broadcasting ABSTRACT This annual report for the Corporation for Public Broadcasting (CPB) for fiscal year 1986 also summarizes the CPB's activities over the last 20 years. The front inside cover folds out to three pages and provides a chronology of the important events in CPB history from its inception in 1967 to 1987. A narrative report on the CPB's 20 years of operation highlights its beginnings, milestones, programming, and audiences; the broadcasting system; and funding. Comments in support of public television by a wide variety of public figures concludes this portion of the report. The 1986 annual report provides information on television programming, radio programming, community outreach, adult learning, program support activities, and system support activities for that fiscal year. The CPB Board of Directors and officers are also listed, and a financial accounting by the firm of Peat, Marwick, Mitchell & Co. is provided. The text is supplemented by a number of graphs, figures, and photographs. (EW) ********************************************************************** Reproductions supplied by EDRS are the best that can be made from the original document.