Data-Driven CSI Compression for MIMO Systems and Detecting Feedback Drift

Virtual: https://events.vtools.ieee.org/m/443395

Deep neural networks make it possible to learn key characteristics of data without having to assume mathematically tractable models. This in turn results in an ability to compress data in a model-free way. One of the promising areas for the application of deep learning to the physical layer of communication networks is compression. Hundred-fold compression with a small loss of the CSI in massive MIMO systems has been shown to be both feasible and necessary. However, model-free and data driven compression comes with a downside: the encoding and decoding models need to be trained on a large set of CSI arrays indicative of a wide spectrum of propagation and environmental conditions. As a result, in the early stages of the deployment of deep CSI compression models, it would be necessary to detect if and when users’ channels have drifted significantly away from the distribution of the CSI data on which the deep compression model was trained. In this paper, we present both 1) a technique for detecting harmful channel drift and 2) a lightweight scheme for fine-tuning the deep compression models to adjust to such shifts. Using public-domain synthetic channel data as well as 3GPP-compliant simulated data, we demonstrate the practicality of our proposed deep compression and detection framework. We close with recommendations for a viable implementation of the proposed drift detection by the standards bodies. Speaker(s): Dr. Kursat Metsav, Agenda: 12:00 p.m. to 12:05 p.m. - Introduction of Dr. Kursat Metsav 12:05 - Presentation by Dr. Kursat Metsav 12:40 - Question & Answer session Virtual: https://events.vtools.ieee.org/m/443395

IEEE-USA Livestream Webinar: Engineering Your Retirement: A Step-by-Step Guide to Navigating the 10 Years Before You Retire

Virtual: https://events.vtools.ieee.org/m/427455

Feeling like you want to retire soon, but want to make sure all your retirement ducks are in a row? This workshop is your one-stop shop for navigating the crucial 10 years leading up to retirement. Join us for a step-by-step guide that will equip you with the knowledge and tools to build a secure and fulfilling post-work life. During the workshop, we will cover: - The 5 biggest retirement mistakes to avoid. - The 2024 tax changes and how these could alter your retirement plan. - 3 common ways retirees run out of money in retirement (and how to avoid them). - How rising taxes may affect your retirement cash flow. - The recent changes to Required Minimum Distributions and ways to avoid costly penalties. - How to transition to the distribution phase of investing. - Social Security and how make it work for you. - How to develop a tax-efficient retirement income plan. and much more! Don't miss out, register today! Speaker(s): David Sandhu Agenda: IEEE-USA's free webinars/events are designed to help you find your next job, maintain your career, negotiate an appropriate salary, understand ethical considerations in the workplace and learn about other career-building strategies and public policy developments that affect your profession. Learn about our sponsor: the IEEE Member Group Insurance Program - Powered by AMBA. AMBAspecializes in providing tailored insurance solutions for IEEE members. Whether you’re seeking health, life, or disability coverage, AMBA has you covered. Visit the IEEE Member Group Insurance Program website to explore the benefits and options available to you: (https://www.ieeeinsurance.com/) For information regarding upcoming webinars or to visit our vast webinar archive, please visit: (https://ieeeusa.org/careers/webinars/) (https://newsletter.smartbrief.com/rest/sign-up/2479DAB0-4089-43E7-925D-86AE0C1E6244?campaign=e0d52cef) Virtual: https://events.vtools.ieee.org/m/427455

PCB Seminar Series: Advanced Topic 3

Room: 155, Bldg: Olin Hall, 113 Ho Plaza, Ithaca, New York, United States, 14853 Ho Plaza, Ithaca

Nov 20th 4:30 to 6:00 PM (+30 min to 6:30 for questions): Advanced topic 3 - Designing for EMI, via technologies Co-sponsored by: IEEE Cornell Student Section Room: 155, Bldg: Olin Hall, 113 Ho Plaza, Ithaca, New York, United States, 14853

In Person Hands-on Workshop on AI/ML with Dr. Milind Sawant

Monmouth County Library - Eastern Branch 1001 State Rte 35, Shrewsbury

[] Title: In Person Hands-on Workshop on AI/ML Meeting organizer: Dr. Madhav Phadke [email protected] Speaker: Dr. Milind Sawant [email protected] | linkedin.com/in/milind-sawant-phd Date: Wednesday, November 20, 2024 Refreshment Time: 5:30pm Workshop Time: 6:00 – 8:00 pm. We ask that everyone arrive at 5:30pm, 30 minutes before the workshop begins, for refreshments and to get set up Location: MONMOUTH COUNTY LIBRARY - EASTERN BRANCH, 1001 ROUTE 35, SHREWSBURY, NJ 07702 732-683-8980 Important: This is an in person hands-on workshop. Please bring your laptops, fully charged and loaded with the free software indicated below. (https://www.anaconda.com/products/individual) (Multi purpose tools for AI, including Python Jupyter Notebook, Orange etc), and (https://orangedatamining.com/download/) (Stand alone Orange tool) Space is limited. So, please register early. Admission is on a first-come-first-served basis. Meeting organizer: Dr. Madhav Phadke [email protected] Abstract The in person Hands-on AI/ML workshop has been specifically designed for the IEEE audience. This interactive, hands-on workshop introduces participants to practical machine learning concepts using the Orange tool within the Anaconda Navigator. Starting with a concise overview of machine learning, we will dive into hands-on exercises designed to give participants an intuitive grasp of data analysis and exploration techniques. Attendees will familiarize themselves with Orange’s user-friendly interface, progressing to building and training a machine learning model using an in-built dataset. With a focus on simplicity and practical application, this workshop is ideal for beginners and provides valuable insights into core AI methodologies. Participants are expected to pre-install the required software per instructions provided in the links below. You don't need to register to use these tools: The Monmouth County Library provides meeting space as a community service. The Library neither sponsors nor endorses this event, the speaker(s) or the organization. Milind Sawant's Biodata: Milind Sawant, PhD has 30 years of global R&D experience in US, Europe and Asia. He founded and led a Center of Excellence at Siemens Healthcare focusing on AI and Design for Six Sigma. Earlier, Milind was a Director of Engineering and was involved in medical diagnostics product design. Milind completed his BS in Electronics Engineering from Mumbai University and MS and PhD from University of Maryland. Milind is passionate about Artificial Intelligence and Machine Learning and he is on a mission to evangelize it. He has filed for 2 patents on use of AI in medical diagnostics. He has written various articles on AI/ML, has presented on AI at Healthcare Conferences and has also appeared on a podcast on AI. In spare time, Milind volunteers to teach AI to students and professionals and also created a YouTube channel for this volunteering effort. Milind stays in Delaware with his wife and two sons. He enjoys spending time doing landscaping work at home, watching movies and meeting friends. Speaker(s): Dr Milind Sawant, Agenda: Meeting organizer: Dr. Madhav Phadke [email protected] Welcome and Refreshments with Dr. Milind Sawant at 5:30pm Workshop begins promptly at 6pm Program ends at 8pm Monmouth County Library - Eastern Branch, 1001 Route 35, Shrewsbury, New Jersey, United States

Ithaca Section Nov. 20 Meeting @ TBA

321 W State St, Ithaca, New York, United States, 14850 West State Street, Ithaca

The Ithaca Executive Committee invites you to join us at TBA. We will order takeout. Agenda: - Event Planning - Collaboration between (https://afresearchlab.com/lablife/afrl-regional-network-mid-atlantic/) and the Ithaca section proposed. Potential networking event in the works. - 2025 election preparations are underway - Seeking volunteers for vice chair role in 2025 - Ram Bandaru is running for Chair - Ken Riedl is running for Secretary - Appointed roles: Awards chair, event planner, webmaster, social media manager - Cornell IEEE chapter updates and/or events - PCB Seminar Series is underway 321 W State St, Ithaca, New York, United States, 14850

Leadership Dinner

Room: Suite C, Puritan Conference & Event Center , 245 Hooksett Road, Manchester, New Hampshire, United States, 03104 Hooksett Road, Manchester

Leadership recognition dinner to honor our New Hampshire Volunteer Leaders. This includes our 2023 and 2024 ExCom members, Chapter and Affiliate Group teams, and functional group leaders (Student Activities, Educational Activities, History, Newsletter and professional activities) Also our NH Student Branch leaders - Faculty advisor, and chapter president/vice presidents or their designees. $5 Volunteer registration $20 Plus1/non-member registration Room: Suite C, Puritan Conference & Event Center , 245 Hooksett Road, Manchester, New Hampshire, United States, 03104