This presentation introduces the use of cutting-edge artificial intelligence (AI) techniques for facilitating snow and ice removal. The basics and use of key techniques like convolutional neural network, transformer, and reinforcement learning will be introduced in an easy-to-understand way. In particular, we will show the application of such techniques for various aspects of typical winter maintenance operations including prediction of road surface condition, autonomous decision-making based on data, and evaluation of winter operation efficiency. All of these will be delivered as a tour to an open-source web-based app, which has been developed via a research project sponsored by the Federal Highway Administration (FHWA). The audience will be offered interactive hands-on experience during the session. Professionals from FHWA are also expected to join the session. Proficiency Level: Advanced Evaluation Link:Â https://www.surveymonkey.com/r/TBBLWZH
By attending this session, participants will be better able to:
• Summarize the possible use of artificial intelligence (AI) techniques in winter maintenance.
• Demonstrate the use of AI for facilitating their daily snow and ice removal jobs.
• Communicate with domain experts and government officials about the needs, developments, use, and promotion of winter maintenance tools boosted with AI and data.
Contributor/Source
Hossein Tavakoli-Researcher, Muchun Liu-Graduate Research Assistant, Yuhao Ren, Zhen (Leo) Liu-Associate Professor of Civil and Environmental Engineering
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Proficiency Levels
Introductory
Focuses on a general or broad overview of the topic, awareness of basic factual recall. Limited experience of the subject matter is necessary to understand content areas.
Applied
Focuses on practical implementation of technical steps or strategies, some prior knowledge and experience of the topic is necessary.
Advanced
Mastery of basic concepts associated with an area has been obtained. Focuses on understanding nuances, advanced concepts, and intricacies with implementation within knowledge area. Strong understanding of how the concept impacts other factors or areas of operations.
Program Types
CLL
Click, Listen & Learn (CLL) are interactive educational webinars. Each program is led by top experts in the field who share new ideas, methods, and technologies in a fast-paced two-hour time frame. These programs are available free to APWA members. CLL programs are eligible for continuing education units (CEUs).
Primer
Primers are used to educate policymakers about public works roles and responsibilities in public rights of way, the impact of federal workforce development policies on the industry and workforce, and the importance of resilient infrastructure.
Public Works Radio Podcast
Public Works Radio is the official podcast of the American Public Works Association (APWA), bringing the stories behind our communities to life. This podcast shines a spotlight on the people and projects that keep our cities running—humanizing the work and the professionals who make it happen. Each episode dives into a wide range of topics designed to educate and inspire, making public works more visible to everyone.
PWX
PWX session recordings cover a wide variety of topics, including integrating modes of transportation, traffic and transit, construction management, emergency management, engineering and technology, fleet and facilities, management, parks and grounds, snow and ice control, and stormwater/flood control, as well as solid waste, roads and bridges and water/wastewater. PWX sessions are eligible for continuing education units (CEUs).
Reporter Articles
APWA Reporter articles are written by public works practitioners on subjects such as solid waste management, water resources, municipal engineering, transportation, equipment services, buildings and grounds, snow removal, and other public works-related topics.
Snow
The Snow Conference session recordings feature public works professionals sharing the latest best practices in managing winter/snow operations more successfully, taking advantage of emerging technologies, understanding and preparing for the challenges ahead, and providing better service to their communities. Snow sessions are eligible for continuing education units (CEUs).
Tech Boxes
A tech box is a PDF take-away that provides information in lists, steps, or defined areas specifically focused on trending technologies.
Virtual Program
Virtual programs are live, interactive educational programs led by top experts in the field who provide timely information or address trending topics within an area. Programs often conclude with an open forum for Q&A.