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Pages
- Title
- EVENT-BASED NONINTRUSIVE LOAD MONITORING
- Creator
- Yan, Lei
- Date
- 2021
- Description
-
Non-Intrusive Load Monitoring (NILM) is an important application to monitor household appliance activities and provide related information to...
Show moreNon-Intrusive Load Monitoring (NILM) is an important application to monitor household appliance activities and provide related information to house owner or/and utility company via a single sensor installed at the electrical entry of the house. With this information, utilities can perform many tasks such as energy conservation, planning gen-eration more wisely, and demand response (DR) study. For house owners, they can un-derstand their bill more clearly and make better budget plan. For researchers, NILM sys-tem is a good foundation for energy management in buildings and can provide valuable power information for smart homes design. This dissertation aims to develop and demon-strate a complete and accurate event-based NILM system, which includes (1) an edge-cloud framework for event-based NILM, (2) an adaptive event detection method, (3) a two-stage event-based load disaggregation method; and (4) a high-resolution (50Hz) NILM dataset. Event detection is the first step in event-based NILM and it can provide deter-ministic transient information to identify appliances. However, existing methods with fixed parameters suffer from unpredictable and complicated changes in smart meter data such as long transition, high fluctuation and near-simultaneous events in both power and time domains. This dissertation presents an adaptive method to detect events based on home appliance load data with high sampling rate (>1Hz) by flexibly tuning the parame-ters according to the data being processed. The proposed method runs fast over the data stream and captures the transient process by multi-timescales searching as well. The mi-cro-timescale and macro-timescale window could deal with near-simultaneous events and long-transition events, respectively. Transient load signatures are extracted from detected events and stored in a sequential tree struct that can be used for NILM and load recon-struction, etc. Case studies on a 20Hz dataset, the LIFTED dataset of 50Hz, and the BLUED dataset of 60Hz demonstrate that the proposed method is able to work on data of different sampling rates and outperforms other methods in event detection. The ex-tracted load signatures could also improve the efficiency of NILM and help develop oth-er applications. This dissertation presents an online transient-based electrical appliance state track-ing method for NILM. The proposed Factorial Particle based Hidden Markov Model (FPHMM) method takes advantage of transient features in high-resolution data to infer states in the transient process and conducts steady state verification to rectify falsely identified appliances. The FPHMM method can overcome the common feature similarity problem in NILM by combining particle filter method and Markov Chain Monte Carlo sampling method, and by mining the intra-relationship of states inside a single appliance and the inter-relationship of states among multiple appliances. The FPHMM method is tested on the LIFTED dataset with appliance-level details and high sampling rates. Test-ing results demonstrate that the FPHMM method is effective in resolving the feature similarity issue. A modified mean shift algorithm with different levels of bandwidth is proposed as well to cluster the extracted features from event detection. Based on the clustered fea-tures, another solution is proposed to decode the states of appliance in two stages. The first stage uses Bayesian Inference Factorial HMM (BI-FHMM) solver to accelerate com-putational speed and improve accuracy by integrating the load signatures and statistical inference. The second stage then verifies and rectifies the results obtained from the first stage. Test results demonstrate that the proposed approach achieves good performance and can be applied to existing smart meters.
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- Title
- 'Sportsvision' Behind the Plate……Where Are Harry & Jimmy?....
- Creator
- Gordon, Robert Philip
- Date
- 1982-08-15
- Description
-
Hand-colored laser print of the stands and broadcasting booths behind home plate at Comiskey Park in Chicago.
- Collection
- Robert Philip Gordon papers, 1963-2010
- Title
- 'The Green Monster'... Fenway Park, Boston 'First Strike'…Ends…Fisk Returns Home
- Creator
- Gordon, Robert Philip
- Date
- 1981-08-10
- Description
-
Hand-colored laser print of a baseball game at Fenway Park in Boston, Massachusetts, including the stadium's famous Green Monster wall in left...
Show moreHand-colored laser print of a baseball game at Fenway Park in Boston, Massachusetts, including the stadium's famous Green Monster wall in left field .
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- Robert Philip Gordon papers, 1963-2010
- Title
- 'View From the Cheap Seats'…...(In Old "Kymyski"..)
- Creator
- Gordon, Robert Philip
- Date
- 1982-04
- Description
-
Hand-colored laser print of a view from the upper deck in right field at Comiskey Park in Chicago.
- Collection
- Robert Philip Gordon papers, 1963-2010
- Title
- Home Run!! (Bill's Blast-Off)...
- Creator
- Gordon, Robert Philip
- Date
- 1997-09
- Description
-
Hand-colored laser print of the outfield fence, bleachers, and scoreboard at Comiskey Park in Chicago. Drawn originally in August 1982, hand...
Show moreHand-colored laser print of the outfield fence, bleachers, and scoreboard at Comiskey Park in Chicago. Drawn originally in August 1982, hand colored in September 1997.
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- Robert Philip Gordon papers, 1963-2010
- Title
- Civic Stadium Portland Oregon…The Portland Rockies
- Creator
- Gordon, Robert Philip
- Date
- 1997-08-15
- Description
-
Hand-colored laser print of right field and stands at what was then known as Civic Stadium in Portland, Oregon, erstwhile home of the now...
Show moreHand-colored laser print of right field and stands at what was then known as Civic Stadium in Portland, Oregon, erstwhile home of the now-defunct Portland Rockies minor league baseball team.
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- Robert Philip Gordon papers, 1963-2010
- Title
- They Play Baseball in Gardens Out Here…
- Creator
- Gordon, Robert Philip
- Date
- 1987-08-20
- Description
-
Hand-colored laser print of the outfield and grandstand at what was then known as the Oakland–Alameda County Coliseum, home of the Oakland...
Show moreHand-colored laser print of the outfield and grandstand at what was then known as the Oakland–Alameda County Coliseum, home of the Oakland Athletics.
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- Robert Philip Gordon papers, 1963-2010
- Title
- Mt. Rainier + The Kingdome…….Overlooking Seattle Harbor From Pike St. Market (Eating a Canteloupe)
- Creator
- Gordon, Robert Philip
- Date
- 1996-08-06
- Description
-
Hand-colored laser print of a view from Pike Place Market in Seattle, including the Seattle Harbor, Mount Rainier, and King County Stadium ...
Show moreHand-colored laser print of a view from Pike Place Market in Seattle, including the Seattle Harbor, Mount Rainier, and King County Stadium (more familiarly known as the Kingdome).
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- Robert Philip Gordon papers, 1963-2010
- Title
- Wrigley Field Scoreboard..As it is!
- Creator
- Gordon, Robert Philip
- Date
- 1982-09-08
- Description
-
Hand-colored laser print of the Wrigley Field scoreboard in Chicago.
- Collection
- Robert Philip Gordon papers, 1963-2010
- Title
- 'Madison Muskies……View From the Press Box'
- Creator
- Gordon, Robert Philip
- Date
- 1982-08-23
- Description
-
Hand-colored laser print of the press box and playing field at a minor league baseball stadium (likely Breese Stevens Field) in Madison,...
Show moreHand-colored laser print of the press box and playing field at a minor league baseball stadium (likely Breese Stevens Field) in Madison, Wisconsin.
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- Robert Philip Gordon papers, 1963-2010
- Title
- Walter Groupius: Architect Teacher program, 1953
- Date
- 1953
- Description
-
Program for Walter Gropius: Architect Teacher, a retrospective exhibit of Gropius' work in honor of his 70th birthday. A birthday luncheon was...
Show moreProgram for Walter Gropius: Architect Teacher, a retrospective exhibit of Gropius' work in honor of his 70th birthday. A birthday luncheon was held on May 18, 1953 at the Blackstone Hotel in Chicago. The exhibit, organized by the Institute of Contemporary Art in Boston, in conjunction with the Busch-Reisinger Museum of Harvard University and Massachusetts Institute of Technology, opened on May 18, 1953 in the Metallurgy and Chemical Engineering building on IIT's campus, and ran until June 15. Creator unknown, probably Illinois Institute of Technology.
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- Institute of Design records, 1937-ca. 1962
- Title
- Construction of S.R. Crown Hall, Illinois Institute of Technology, Chicago, Illinois, 1955-1956
- Creator
- Illinois Institute of Technology. Office of Public Relations
- Date
- 1955-1956
- Description
-
Photograph of S.R. Crown Hall under construction. Photographer was possibly Dan Ryan.
- Collection
- Dan Ryan collection, 1954-1980
- Title
- Illinois Institute of Technology Architcture faculty and students walking in the Loop, Chicago, Illinois, ca. 1940-1941
- Creator
- Larson, George W.
- Date
- 1940-1941
- Description
-
Photograph of faculty and student members of the Illinois Institute of Technology architecture program circa 1940-1941, taken by George W....
Show morePhotograph of faculty and student members of the Illinois Institute of Technology architecture program circa 1940-1941, taken by George W. Larson, a 1942 graduate. From left to right: Leon Przybylski, (perhaps) William Hasskarl, Mary Elizabeth Spies Droste, Ludwig Hilberseimer, George Storz, Elizabeth Wright (Ingram), and Alfred Caldwell.
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- George W. Larson photographs, 1940-1941
- Title
- Illinois Institute of Technology campus plan, 1940
- Creator
- Alschuler, Alfred S. (Alfred Samuel), 1876-1940
- Date
- 1940
- Description
-
Reproduction of Alfred Alschuler's 1940 campus plan for Illinois Institute of Technology. While he helped design at least one building on the...
Show moreReproduction of Alfred Alschuler's 1940 campus plan for Illinois Institute of Technology. While he helped design at least one building on the Illinois Tech campus, Alschuler's campus plan would never be realized. instead, Ludwig Mies van der Rohe's plan was chosen and built beginning in 1943.
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- John P. Makielski papers, 1940-1950
- Title
- Algorithms for Discrete Data in Statistics and Operations Research
- Creator
- Schwartz, William K.
- Date
- 2021-11-19, 2021-12
- Publisher
- ProQuest, https://www.proquest.com/docview/2622985712
- Description
-
Sponsorship: The Air Force Office of Scientific Research's grant FA9550-14-1-0141 supported Prof. Petrović's and my initial work on this project.
- Title
- 1900s
- Creator
- LeVant, Howard, LeVant Photography
- Date
- 1969-1978
- Description
-
Photograph taken by photographer Howard LeVant/LeVant Photography for the Klau-Van Pietersom-Dunlap (KVPD) agency and Kimberly-Clark. Date of...
Show morePhotograph taken by photographer Howard LeVant/LeVant Photography for the Klau-Van Pietersom-Dunlap (KVPD) agency and Kimberly-Clark. Date of photograph is unknown. Date range listed (1969-1978) is approximate. Title supplied by Howard LeVant.
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- Howard LeVant papers, 1950-2020
- Title
- Mid 1800s
- Creator
- LeVant, Howard, LeVant Photography
- Date
- 1969-1978
- Description
-
Photograph taken by photographer Howard LeVant/LeVant Photography for the Klau-Van Pietersom-Dunlap (KVPD) agency and Kimberly-Clark. Date of...
Show morePhotograph taken by photographer Howard LeVant/LeVant Photography for the Klau-Van Pietersom-Dunlap (KVPD) agency and Kimberly-Clark. Date of photograph is unknown. Date range listed (1969-1978) is approximate. Title supplied by Howard LeVant.
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- Howard LeVant papers, 1950-2020
- Title
- Bob Hope
- Creator
- LeVant, Howard
- Date
- 1990-1999
- Description
-
Photograph taken by photographer Howard LeVant for the Rochester Institute of Technology. Date of photograph is unknown. Date range listed ...
Show morePhotograph taken by photographer Howard LeVant for the Rochester Institute of Technology. Date of photograph is unknown. Date range listed (1990-1999) is approximate. Title supplied by Howard LeVant, labeled as "RIT Promo."
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- Howard LeVant papers, 1950-2020
- Title
- Bull Fighter
- Creator
- LeVant, Howard
- Date
- 1960-1969
- Description
-
Date of photograph is unknown. Date range listed (1960-1969) is approximate. Title supplied by Howard LeVant.
- Collection
- Howard LeVant papers, 1950-2020
- Title
- Two wine glasses on blue
- Creator
- LeVant, Howard, LeVant Photography
- Date
- 1969-1978
- Description
-
Date of photograph is unknown. Date range listed (1969-1978) is approximate. Title supplied by Howard LeVant.
- Collection
- Howard LeVant papers, 1950-2020