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Prediction of Concrete Bridge Deck Condition Ratting Based on Climate Data in Addition to Bridge Data: Five States as a Case Study
Evaluating the impact of learning from climate data, in addition to bridge data, on the performance of concrete deck condition rating prediction is critical for identifying the right data needed to enhance bridge maintenance decision making. Few studies have considered such an evaluation and utilized a small size of samples that prevent revealing the knowledge hidden within the big size of data. Although, such evaluation over big data seems quite necessary, class imbalance problem makes it challenging. To alleviate such a problem, five states, including Alabama, Iowa, New York, Pennsylvania, and South Carolina, were selected as the case study. Not only are the states located in three different climatically consistent regions defined by the National Ocean and Atmospheric Administration (NOAA), but also their concrete deck conditions ratings are somewhat balanced. To conduct the evaluation, this research developed the bridge data set pertaining to 56,288 bridges across the afore-mentioned states through employing the GIS technology. The bridge data set contains bridge data derived from National Bridge Inventory (NBI), and climate data derived from Parameter-elevation Relationships on Independent Slopes Model (PRISM) climate maps and NOAA. Then, two machine learning algorithms, including random forest and GBM, were trained - with and without climate …
Date:
June 2022
Creator:
Fard, Fariba
Object Type:
Text
System:
The UNT Digital Library
[Frankie with Ball, 2021]
Photograph of a young Frankie standing in a yard in front of two soccer balls. There is a row of trees in the background, and Frankie holds a small ball in her arms. [2021, Philadelphia, Pennsylvania]
Date:
2021
Creator:
Doherty, Richard
Object Type:
Photograph
System:
The UNT Digital Library
[Kate, Jordan, and Frankie, 2021]
Photograph of Kate and Jordan standing near a tree in a park. Kate holds a young Frankie in her arms. She is wearing glasses and a floral-patterned dress while Jordan wears sunglasses and a polo shirt. Frankie has her hair put in pigtails and holds a toy up to her mouth. [2021, Philadelphia, Pennsylvania]
Date:
2021
Creator:
Doherty, Richard
Object Type:
Photograph
System:
The UNT Digital Library
[Marriott Hallway, 2021]
Photograph of a sidewalk which travels under a brick archway. The sidewalk diverges at the side of an apartment building. [2021, Philadelphia, PA]
Date:
2021
Creator:
Doherty, Richard
Object Type:
Photograph
System:
The UNT Digital Library
Hellcat News (Garnet Valley, Pa.), Vol. 73, No. 12, Ed. 1 Saturday, August 1, 2020
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
August 1, 2020
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 73, No. 11, Ed. 1 Wednesday, July 1, 2020
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
July 1, 2020
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 73, No. 10, Ed. 1 Monday, June 1, 2020
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
June 1, 2020
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 73, No. 9, Ed. 1 Friday, May 1, 2020
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
May 1, 2020
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 73, No. 8, Ed. 1 Wednesday, April 1, 2020
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
April 1, 2020
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 73, No. 7, Ed. 1 Sunday, March 1, 2020
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
March 1, 2020
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 73, No. 6, Ed. 1 Saturday, February 1, 2020
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
February 1, 2020
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 73, No. 5, Ed. 1 Wednesday, January 1, 2020
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
January 1, 2020
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 73, No. 4, Ed. 1, December 2019
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
December 2019
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 73, No. 3, Ed. 1, November 2019
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
November 2019
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 73, No. 2, Ed. 1, October 2019
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
October 2019
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 73, No. 1, Ed. 1, September 2019
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
September 2019
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Oral History Interview with Gary G. Olp, August 7, 2019
Access:
Use of this item is restricted to the UNT Community
Transcript of an interview with Gary Olp, an architect and the founder of GGO Architects (the first green architecture firm in Dallas). He discusses how he became involved in sustainable architecture and with LEED rating systems, as well as his community outreach activities related to various green practices.
Date:
August 7, 2019
Creator:
Stark, Johnnie & Olp, Gary Gene
Object Type:
Book
System:
The UNT Digital Library
Hellcat News (Garnet Valley, Pa.), Vol. 72, No. 12, Ed. 1, August 2019
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
August 2019
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 72, No. 11, Ed. 1, July 2019
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
July 2019
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 72, No. 10, Ed. 1, June 2019
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
June 2019
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 72, No. 9, Ed. 1, May 2019
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
May 2019
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Hellcat News (Garnet Valley, Pa.), Vol. 72, No. 8, Ed. 1, April 2019
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
April 2019
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History
Oral History Interview with Stan Ingman, March 14, 2019
Access:
Use of this item is restricted to the UNT Community
Transcript of an interview with UNT professor Stan Ingman about his experiences growing up in cities that with pollution and environmental degradation, his education, and his work in the Rehabilitation and Health Services Department to develop curricula connecting the well-being of people to the health of their environments.
Date:
March 14, 2019
Creator:
Stark, Johnnie & Ingman, Stanley R.
Object Type:
Book
System:
The UNT Digital Library
Hellcat News (Garnet Valley, Pa.), Vol. 72, No. 7, Ed. 1, March 2019
Monthly newsletter published by the 12th Armored Division Association, discussing news related to the activities of the U.S. Army unit and updates on previous members of the division.
Date:
March 2019
Creator:
Twelfth Armored Division Association (U.S.)
Object Type:
Newspaper
System:
The Portal to Texas History