header

States and power consumption estimation for nilm / (Record no. 79635)

MARC details
000 -LEADER
fixed length control field 02869cam a2200337 a 4500
003 - CONTROL NUMBER IDENTIFIER
control field EG-GiCUC
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20250223032657.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 210123s2020 ua dh f m 000 0 eng d
040 ## - CATALOGING SOURCE
Original cataloging agency EG-GiCUC
Language of cataloging eng
Transcribing agency EG-GiCUC
041 0# - LANGUAGE CODE
Language code of text/sound track or separate title eng
049 ## - LOCAL HOLDINGS (OCLC)
Holding library Deposite
097 ## - Thesis Degree
Thesis Level M.Sc
099 ## - LOCAL FREE-TEXT CALL NUMBER (OCLC)
Classification number Cai01.13.08.M.Sc.2020.Ne.S
100 0# - MAIN ENTRY--PERSONAL NAME
Personal name Neveen Mohamed Hussien Mostafa Hassan
245 10 - TITLE STATEMENT
Title States and power consumption estimation for nilm /
Statement of responsibility, etc. Neveen Mohamed Hussien Mostafa Hassan ; Supervised Mohsen A. Rashwan , Ahmed Mohamed Hesham Mohamed Riad
246 15 - VARYING FORM OF TITLE
Title proper/short title تحديد الحالات والقوة المستهلكة لمراقبة الحمل غير التدخلية
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. Cairo :
Name of publisher, distributor, etc. Neveen Mohamed Hussien Mostafa Hassan ,
Date of publication, distribution, etc. 2020
300 ## - PHYSICAL DESCRIPTION
Extent 75 P. :
Other physical details charts , facimiles ;
Dimensions 30cm
502 ## - DISSERTATION NOTE
Dissertation note Thesis (M.Sc.) - Cairo University - Faculty of Engineering - Department of Electronics and Communication
520 ## - SUMMARY, ETC.
Summary, etc. Non-intrusive load monitoring is a technique which targets controlling the energy consumption in order to provide power saving. Non-intrusive load monitoring specifically aims to separate household power consumption using feature identification signature. We analyze each device signature based on its active power load curve. For an electrical home appliances network which consists of a known set of devices, Hidden Markov Model is used for system modeling. Then our proposed method is introduced to enhance determining and defining all states for each appliance. Weclassify each device into a set of states according to the power consumption (not only the ON and OFF states) in the form of different power levels. AMPds dataset (the Almanac of minutely power dataset) is used in training and testing for six selected home devices in a certain household and is also compared to GREEND dataset showing the advantage of the variable observed power readings with those of constant power readings. Each device has different number of states.The proposed mechanism is then used to minimize these states after learning the behavior of each state into OFF and ON states only. In order to test our algorithm and processing capability, we increase the number of the home appliances where and we use devices that have similar power consumption and power load identification signature. We show that the proposed method provides high accuracy results on the system level, the device level, state inference, power and state sequence estimation
530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE
Additional physical form available note Issued also as CD
653 #4 - INDEX TERM--UNCONTROLLED
Uncontrolled term Hidden Markov Model
653 #4 - INDEX TERM--UNCONTROLLED
Uncontrolled term Load dis-aggregation
653 #4 - INDEX TERM--UNCONTROLLED
Uncontrolled term Non-Intrusive Load Monitoring (NILM)
700 0# - ADDED ENTRY--PERSONAL NAME
Personal name Ahmed Mohamed Hesham Mohamed Riad ,
Relator term
700 0# - ADDED ENTRY--PERSONAL NAME
Personal name Mohsen A. Rashwan ,
Relator term
856 ## - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="http://172.23.153.220/th.pdf">http://172.23.153.220/th.pdf</a>
905 ## - LOCAL DATA ELEMENT E, LDE (RLIN)
Cataloger Nazla
Reviser Revisor
905 ## - LOCAL DATA ELEMENT E, LDE (RLIN)
Cataloger Shimaa
Reviser Cataloger
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Thesis
Holdings
Source of classification or shelving scheme Not for loan Home library Current library Date acquired Full call number Barcode Date last seen Koha item type Copy number
Dewey Decimal Classification   المكتبة المركزبة الجديدة - جامعة القاهرة قاعة الرسائل الجامعية - الدور الاول 11.02.2024 Cai01.13.08.M.Sc.2020.Ne.S 01010110082610000 22.09.2023 Thesis  
Dewey Decimal Classification   المكتبة المركزبة الجديدة - جامعة القاهرة مخـــزن الرســائل الجـــامعية - البدروم 11.02.2024 Cai01.13.08.M.Sc.2020.Ne.S 01020110082610000 22.09.2023 CD - Rom 82610.CD