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REPORT DOCUMENTATION PAGE Form Approved OMB NO. 0704-0188 The public reporting burden for this collection of information is estimated to average 1 hour per response, including the time for reviewing instructions, searching existing data sources, gathering and maintaining the data needed, and completing and reviewing the collection of information. Send comments regarding this burden estimate or any other aspect of this collection of information, including suggesstions for reducing this burden, to Washington Headquarters Services, Directorate for Information Operations and Reports, 1215 Jefferson Davis Highway, Suite 1204, Arlington VA, 22202-4302. Respondents should be aware that notwithstanding any other provision of law, no person shall be subject to any oenalty for failing to comply with a collection of information if it does not display a currently valid OMB control number. PLEASE DO NOT RETURN YOUR FORM TO THE ABOVE ADDRESS. 1. REPORT DATE (DD-MM-YYYY) 2. REPORT TYPE 3. DATES COVERED (From - To) 06-01-2017 Final Report 1-Sep-2014-31-May-2015 4. TITLE AND SUBTITLE 5a. CONTRACT NUMBER Final Report: Advanced Propagation Models for Accurate and W911NF-14-1-0557 Real-time Predictions in Wireless Communication Systems 5b. GRANT NUMBER 6. AUTHORS Magdy F Iskander, Zhengqing Yun 5c. PROGRAM ELEMENT NUMBER 611102 5d. PROJECT NUMBER 5e. TASK NUMBER 5f. WORK UNIT NUMBER 7. PERFORMING ORGANIZATION S AND ADDRESSES University of Hawaii - Honolulu Office of Research Services 2440 Campus Road, Box 368 Honolulu, HI 96822-2234 9. SPONSORING/MONITORING AGENCY (S) AND ADDRESS (ES) U.S. Army Research Office P.O. Box 12211 Research Triangle Park, NC 27709-2211 12. DISTRIBUTION AVAILIBILITY STATEMENT Approved for Public Release; Distribution Unlimited 8. PERFORMING ORGANIZATION REPORT NUMBER 10. SPONSOR/MONITOR'S ACRONYM(S) ARO 11. SPONSOR/MONITOR'S REPORT NUMBER(S) 66118-EL-II.5 13. SUPPLEMENTARY NOTES The views, opinions and/or findings contained in this report are those of the author(s) and should not contrued as an official Department of the Army position, policy or decision, unless so designated by other documentation. 14. ABSTRACT We examined the validity of empirical models (e.g., Hata models) in large urban environments. A threedimensional ray tracing method is used to propose modifications for Hata model and obtain accurate estimation in large urban cities. The mean propagation path loss and the loss exponent n values are calculated as a function of length of street, number of side streets, transmitting antenna heights, and in the presence of unique site topologies such as mountainous. It is shown that for large cities and transmitters higher than any building, n values similar to those of free space propagation may be used for estimating path loss. For transmitters at heights lower than most of 15. SUBJECT TERMS propagation modeling, ray tracing, wireless communications 16. SECURITY CLASSIFICATION OF: 17. LIMITATION OF a. REPORT b. ABSTRACT c. THIS PAGE ABSTRACT UU UU UU UU 15. NUMBER OF PAGES 19a. OF RESPONSIBLE PERSON Magdy Iskander 19b. TELEPHONE NUMBER 808-956-3434 Standard Form 298 (Rev 8/98) Prescribed by ANSI Std. Z39.18

Report Title Final Report: Advanced Propagation Models for Accurate and Real-time Predictions in Wireless Communication Systems ABSTRACT We examined the validity of empirical models (e.g., Hata models) in large urban environments. A three-dimensional ray tracing method is used to propose modifications for Hata model and obtain accurate estimation in large urban cities. The mean propagation path loss and the loss exponent n values are calculated as a function of length of street, number of side streets, transmitting antenna heights, and in the presence of unique site topologies such as mountainous. It is shown that for large cities and transmitters higher than any building, n values similar to those of free space propagation may be used for estimating path loss. For transmitters at heights lower than most of buildings and for streets further away from transmitters, n values that are three times larger than those from Hata model are required for accurate path loss estimation. It is shown that reflections from mountains may have minimal effects except when transmitters are placed on mountains and for routes near or along these mountains. The new propagation models include parameterization that would enable fast local calculations in defined categories of the propagation environment and leads to estimating path loss in streets near or further away from transmitters. Enter List of papers submitted or published that acknowledge ARO support from the start of the project to the date of this printing. List the papers, including journal references, in the following categories: (a) s published in peer-reviewed journals (N/A for none) Number of s published in peer-reviewed journals: (b) s published in non-peer-reviewed journals (N/A for none) Number of s published in non peer-reviewed journals: (c) Presentations

Number of Presentations: 0.00 Non Peer-Reviewed Conference Proceeding publications (other than abstracts): Number of Non Peer-Reviewed Conference Proceeding publications (other than abstracts): Peer-Reviewed Conference Proceeding publications (other than abstracts): Number of Peer-Reviewed Conference Proceeding publications (other than abstracts): (d) Manuscripts Number of Manuscripts: Books Book

Book Chapter Patents Submitted Patents Awarded Awards Graduate Students Darcy Bibb 0.50 0.50 1 Discipline Names of Post Doctorates Names of Faculty Supported magdy Iskander 0.10 Zhengqing Yun 0.10 0.20 2 National Academy Member Names of Under Graduate students supported Discipline Daisy Green 0.30 Electrical Engineering 0.30 1

Student Metrics This section only applies to graduating undergraduates supported by this agreement in this reporting period The number of undergraduates funded by this agreement who graduated during this period:... 1.00 The number of undergraduates funded by this agreement who graduated during this period with a degree in science, mathematics, engineering, or technology fields:... 1.00 The number of undergraduates funded by your agreement who graduated during this period and will continue to pursue a graduate or Ph.D. degree in science, mathematics, engineering, or technology fields:... Number of graduating undergraduates who achieved a 3.5 GPA to 4.0 (4.0 max scale):... 1.00 Number of graduating undergraduates funded by a DoD funded Center of Excellence grant for Education, Research and Engineering:... 0.00 The number of undergraduates funded by your agreement who graduated during this period and intend to work for the Department of Defense... 1.00 The number of undergraduates funded by your agreement who graduated during this period and will receive scholarships or fellowships for further studies in science, mathematics, engineering or technology fields:... 1.00 Names of Personnel receiving masters degrees 1.00 Darcy Bibb 1 Names of personnel receiving PHDs Names of other research staff Sub Contractors (DD882) Inventions (DD882) Scientific Progress We examine the validity of empirical models (e.g., Hata models) in large urban environments. A three-dimensional ray tracing method is used to propose modifications for Hata model and obtain accurate estimation in large urban cities. The mean propagation path loss and the loss exponent n values are calculated as a function of length of street, number of side streets, transmitting antenna heights, and in the presence of unique site topologies such as mountainous. It is shown that for large cities and transmitters higher than any building, n values similar to those of free space propagation may be used for estimating path loss. For transmitters at heights lower than most of buildings and for streets further away from transmitters, n values that are three times larger than those from Hata model are required for accurate path loss estimation. It is shown that reflections from mountains may have minimal effects except when transmitters are placed on mountains and for routes near or along these mountains

Technology Transfer