Name | Durga Lal Shrestha |  | | Nationality | Nepalese | | Year of birth | 1970 | | Home
Address | Sitapaila – 4
Kathmandu, Nepal GPO
– 8823, Kathmandu, Nepal | | Designation | Research Scientist
| | Organization | Land and Water The Commonwealth Scientific and Industrial Research Organisation P0 Box 56, 37 Graham Rd, Highett, 3190 VIC Australia Phone: +61 3 9252 6389 Fax: +61 3 9252 6400 Mobile: 043 168 5380
| | Current Designation | PostDoc Researcher | | urrent Organization | UNESCO-IHE Institute for Water Education P.O. Box 3015, 2601 DA Delft, The Netherlands T: +31-15-2151 764 F: +31-15-2122 921 E: d.shrestha@unesco-ihe.org I: www.ihe.nl/hi/durgalal/
| | Academic Background | PhD in Hydroinformatics
(March, 2004-March, 2009) atthe International Institute for
Infrastructural, Hydraulic and Environmental Engineering (IHE) in Delft, The Netherlands. PhD title – “ Uncertainty Analysis in Rainfall-Runoff Modelling: Application of Machine Learning Techniques”, promotor and co-promoter: Prof. Dr. D. P. Solomatine and Promoter:
Prof. Dr. R. K. Price. Research works in special program in Hydroinformatics (May 2002 - February 2004) at, UNESCO-IHE Institute for Water Education, Delft, The Netherlands. MSc Degree (with Distinction) in
Hydroinformatics – April 2002 at the International Institute for
Infrastructural, Hydraulic and Environmental Engineering (IHE) in Delft, The Netherlands. Research topic – “Application of Bayesian
Networks in Hydroinformatics”, supervised by Prof. Dr. R. K. Price and Ir. S. Velickov. Bachelor degree in Civil Engineering with Distinction (July 1996) from Tribhuwan University, Institute of Engineering, Pulchowk Campus, Lalitpur, Nepal
Diploma (with Distinction) in Civil
Engineering – July 1991 at the TribhuwanUniversity, Institute Of Engineering
in Pulchowk, Nepal. | | Involvement in the project (at IHE) | FLOODsite - Integrated Flood Risk Analysis
and Management Methodologies (Time period: March 1, 2004 - February 28, 2009). Delft Cluster - Data mining, knowledge
discovery and data-driven modelling (Time period: May 2002 – February 2004) | | Experience record | June, 2009 – July, 2010:-Postdoctoral research fellow at UNESCO-IHE Institute for Water Education. Research in hydroinformatics, computational intelligence, water resources engineering, hydrological modeling, uncertainty and risk analysis, global and evolutionary optimization, non-linear dynamics and chaos theory.
November, 1996 – October, 2000:-Hydrologist engineer at Department of Hydrology and
Meteorology, Ministry of Environment, Science and Technology, Kathmandu, Nepal.The major work task included
hydrological data analysis and processing, hydrological database management,
hydrometric stations network design and monitoring,hydrological modelling. The involvement in
NISP project funded by World bank (1988-2000) for design, monitoring and
supervision of civil structure of more than 50 newly established hydrometric
stations in the western part of the country. June, 1996 – November, 1996:- Design Engineer in Deta Consultant, Kathmandu, Nepal.
The major work task included design and estimate of water supply and sanitation
project, building structures, cinema hall, campus facilities etc. April, 1991– May, 1992:-
Junior civil engineer (Overseer) in CTEVT (council
for technical education and vocational training).The major work task included design and estimate of vocational
training complexes in the different parts of the country. | | Teaching Experience | May, 2002 – September, 2005:- MSc Individual study guidance and supervision at UNESCO-IHE Institute for Water Education, Delft, The Netherlands September, 2003– till:- MSc Thesis study guidance and supervision at UNESCO-IHE Institute for Water Education, Delft, The Netherlands - Instance based learning in hydrological modelling (2004)
- Novel Methods for Uncertainty Analysis of Hydrologic Models (2006)
- Comparison of novel approaches to uncertainty analysis of hydrological models (2007)
- Uncertainty analysis of hydrological models –Nzoia River Case study (2008)
MATLAB Lectures and exercises | | Research Interests/Topics | - Application
of Bayesian Networks, Hidden Markov mixture of models, non-linear dynamic and
chaos theory
- Machine
learning techniques (Artificial neural networks, support vector machines,
instance based learning etc.) and its application to hydrological modeling
(rainfall-runoff modeling, flood forecasting)
- Committee
machines, Boosting and Bagging algorithms
- Uncertainty
modeling of physically based and data driven models
- Global and
random search optimization
| | Publication Lists | View Publication Lists here (HTML).
Download publication lists in PDF format from here. | | Developed Tools and Software | Utility ToolPak 2007 (UTP): Excel Add-Ins to perform average mutual
information (AMI), correlation analysis, model performance, entropy
calculation, randomisation and shuffling the data etc.
(http://www.hi.ihe.nl/durgalal/software.htm) Utility for MS Excel and Word 2003 : Available here to download Various MATLAB Tools: Download from here
UNEECTOOL: A Tool for total model uncertainty MACCO: MATLAB Implementation of global optimization algorithm ACCO Chaos ToolPak: Excel Add-Ins for prediction using non-linear dynamic and chos theory
and many more....
| | Professional
societies | International Member - International Association of Hydrological Sciences, IAHS Member - International Association of Hydraulic Research, IAHR Member – Institute of Electrical and Electronics Engineering, IEEE Member - IEEE Computational Intelligence Society Member - European Geosciences Union
Member - American Society of Civil Engineers (ASCE)
National Member - Nepal Engineers' Association, Nepal Member - Nepal Engineer Council, Nepal Member – Society of Hydrology and Meteorology, Nepal Member – Institute of Engineering Alumni Association, Nepal | | Languages | English
(technical and business: fluent), Hindi (fluent), Nepali (native speaker) | Computer
and Software Knowledge | Computer
language, operating system: Windows OS, Visual Basic, VBA, Delphi, Java, JBuilder, Matlab, Fortran Specialised
simulation modelling packages: Mike
11, Mike She, NAM, Sobek, EpaNet, ModFlow, Aquarius, SWAT
Data
mining and intelligent data analysis software and technologies: NeuroSolutions,
Statistica, SPSS, Weka, CSPW, R Hugin Expert System, Lingo Computer
legacy software and GIS: MS
Office, Corel Draw, PaintShop, ArcGIS, Delphi Desktop | | Rieview Committees | Hydrological Sciences
Journal Journal of
Hydroinformatics Journal of Hydrology Environmental
Modelling and Software International Joint
Conference on Neural Networks IEEE Transactions on
Automation Science and Engineering Journal of Hydrologic Engineering
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