Estimation and modelling of potato water footprint using machine learning approach in Nile Delta, Egypt / (Record no. 84027)
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000 -LEADER | |
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fixed length control field | 03242cam a2200349 a 4500 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | EG-GiCUC |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20250223032914.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 220125s2021 ua d 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 | Ph.D |
099 ## - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
Classification number | Cai01.07.02.Ph.D.2021.Am.E |
100 0# - MAIN ENTRY--PERSONAL NAME | |
Personal name | Amal Mohamed Abdelhameed |
245 10 - TITLE STATEMENT | |
Title | Estimation and modelling of potato water footprint using machine learning approach in Nile Delta, Egypt / |
Statement of responsibility, etc. | Amal Mohamed Abdelhameed ; Supervised Mohamed Abdelwahap Kassem , Mohamed Elsayed Abuarab , Hazem Sayed Mehawed |
246 15 - VARYING FORM OF TITLE | |
Title proper/short title | تقدير ونمذجة البصمة المائية للبطاطس بإستخدام نهج التعلم الألى فى دلتا النيل: مصر |
260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
Place of publication, distribution, etc. | Cairo : |
Name of publisher, distributor, etc. | Amal Mohamed Abdelhameed , |
Date of publication, distribution, etc. | 2021 |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 108 P . : |
Other physical details | charts ; |
Dimensions | 25cm |
502 ## - DISSERTATION NOTE | |
Dissertation note | Thesis (Ph.D.) - Cairo University - Faculty of Agriculture - Department of Agricultural Engineering |
520 ## - SUMMARY, ETC. | |
Summary, etc. | Egypt suffers from water scarcity due to the increase in the population, climate change, and the lack of integrated management of water resources. Therefore, accurate evaluation of irrigation water needs for crops is urgent to achieve water management sustainability. Water footprint considers an indicator of water management sustainability. So this study investigated the impact of climate change on potato yield and water footprint in 10 governorates in the Nile Delta, Egypt during the period from 1990 to 2016. Based on the results of the BWF calculation, Three governorates were selected (Al-Gharbia, Al-Dakahlia, Al-Beheira) to develop and compare between four machine learning (SVM, RF, XGB and ANN). To select the best model in the best scenario, which achieve a high degree of accuracy and low error for predicting blue WF of potato. The results showed that, the spatial distribution of climate parameters shows that the highest precipitation was reported in Alexandria followed by Kafr El-Sheikh during winter season. On contrast, the maximum ETC was in the south part followed by the middle governorates and the lowest located in the northern governorates. The potato water footprint in Delta Egypt decreased from 170 m3 ton-1in 1990 to 120 m3 ton-1 in 2016. The blue water footprint contributes more than 75% of the total water footprint, while the green water footprint contributes less than 25%. The XGB and ANN models generated good result in estimating WF through the testing stage with high accuracy more than 90% and less errors 0.25, R2 = 0.90, RMSE = 3.6 m3/t, NSE= very good SI = Fair in the three governorates. The results demonstrated that Sc.5 with the XGB and ANN model is good enough for assessing BWFP if only vapor pressure deficit, precipitation, solar radiation, crop coefficient data are available |
530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE | |
Additional physical form available note | Issued also as CD |
653 #4 - INDEX TERM--UNCONTROLLED | |
Uncontrolled term | Climate change |
653 #4 - INDEX TERM--UNCONTROLLED | |
Uncontrolled term | Potato yield |
653 #4 - INDEX TERM--UNCONTROLLED | |
Uncontrolled term | Water footprint |
700 0# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Hazem Sayed Mehawed , |
Relator term | |
700 0# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Mohamed Abdelwahap Kassem , |
Relator term | |
700 0# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Mohamed Elsayed Abuarab , |
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 | Amira |
Reviser | Cataloger |
905 ## - LOCAL DATA ELEMENT E, LDE (RLIN) | |
Cataloger | Nazla |
Reviser | Revisor |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Source of classification or shelving scheme | Dewey Decimal Classification |
Koha item type | Thesis |
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 |
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Dewey Decimal Classification | المكتبة المركزبة الجديدة - جامعة القاهرة | قاعة الرسائل الجامعية - الدور الاول | 11.02.2024 | Cai01.07.02.Ph.D.2021.Am.E | 01010110085289000 | 22.09.2023 | Thesis | ||
Dewey Decimal Classification | المكتبة المركزبة الجديدة - جامعة القاهرة | مخـــزن الرســائل الجـــامعية - البدروم | 11.02.2024 | Cai01.07.02.Ph.D.2021.Am.E | 01020110085289000 | 22.09.2023 | CD - Rom | 85289.CD |