Jagannath Aryal

Correlating the Plant Height of Wheat with Above-Ground Biomass and Crop Yield Using Drone Imagery and Crop Surface Model, A Case Study from Nepal

US Panday, N Shrestha, S Maharjan, AK Pratihast, S Shahnawaz, KL Shrestha, J Aryal

Journal article  |  2020  |  Drones

Food security is one of the burning issues in the 21st century, as a tremendous population growth over recent decades has increase..

A mixed-methods study of the demographic and behavioural correlates of walking to a more distant bus stop

Bruna S Ragaini, Melanie J Sharman, Anna Lyth, Kim A Jose, Leigh Blizzard, Corey Peterson, Fay H Johnston, Andrew Palmer, Jagannath Aryal, Julie Williams, Elaine A Marshall, Megan Morse, Verity J Cleland

Journal article  |  2020  |  Transportation Research Interdisciplinary Perspectives

Walking to more distant public transport stops is commonly promoted for physical activity gain. We examined the uptake of, and re..

Correlating the Plant Height of Wheat with Above-Ground Biomass and Crop Yield Using Drone Imagery and Crop Surface Model, A Case Study from Nepal

Uma Shankar Panday, Nawaraj Shrestha, Shashish Maharjan, Arun Kumar Pratihast, undefined Shahnawaz, Kundan Lal Shrestha, Jagannath Aryal

Journal article  |  2020  |  Drones

Food security is one of the burning issues in the 21st century, as a tremendous population growth over recent decades has increase..

Using innovations to understand tourist mobility in national parks

A Hardy, J Aryal

Journal article  |  2020  |  Journal of Sustainable Tourism

Technological advances have had profound impacts upon tourists’ mobility. However, until recently, there has been a gap between te..

Innovations in Research Technology: the case of Tourism Tracer

Anne Hardy, Richard Eccleston, Dugald Tinch, Sarah Hylsop, Kate Booth, Brady Robards, Tommy Wong, Jagannath Aryal

Book Chapter  |  2020

This chapter describes the Tourism Tracer project that was created at UTAS with the vision of exploring the visitor experience. It..

Mapping Urban Trees Within Cadastral Parcels Using an Object-Based Convolutional Neural Network

S Timilsina, SK Sharma, J Aryal

Conference Proceedings  |  2019  |  ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences

Abstract. Urban trees offer significant benefits for improving the sustainability and liveability of cities, but its monitoring is..

Role of geospatial technology in understanding urban green space of Kalaburagi city for sustainable planning

Sulochana Shekhar, Jagannath Aryal

Journal article  |  2019  |  Urban Forestry & Urban Greening

Mapping and monitoring of the urban green space (UGS) are necessary for improving the quality of urban life. Mapping the UGS is th..

Landslide Detection Using Multi-Scale Image Segmentation and Different Machine Learning Models in the Higher Himalayas

Sepideh Tavakkoli Piralilou, Hejar Shahabi, Ben Jarihani, Omid Ghorbanzadeh, Thomas Blaschke, Khalil Gholamnia, Sansar Raj Meena, Jagannath Aryal

Journal article  |  2019  |  Remote Sensing

Landslides represent a severe hazard in many areas of the world. Accurate landslide maps are needed to document the occurrence and..

Using tracking technology to improve marketing: insights from a historic town in Tasmania, Australia

B Mckercher, A Hardy, J Aryal

Journal article  |  2019  |  Journal of Travel & Tourism Marketing

This study examines the movement patterns of different market segments in an historic town. It combines traditional visitor survey..

UAV-Based Slope Failure Detection Using Deep-Learning Convolutional Neural Networks

Omid Ghorbanzadeh, Sansar Raj Meena, Thomas Blaschke, Jagannath Aryal

Journal article  |  2019  |  Remote Sensing

Slope failures occur when parts of a slope collapse abruptly under the influence of gravity, often triggered by a rainfall event o..

Data Mining and Statistical Approaches in Debris-Flow Susceptibility Modelling Using Airborne LiDAR Data

Usman Salihu Lay, Biswajeet Pradhan, Zainuddin Bin Md Yusoff, Ahmad Fikri Bin Abdallah, Jagannath Aryal, Hyuck-Jin Park

Journal article  |  2019  |  SENSORS

Cameron Highland is a popular tourist hub in the mountainous area of Peninsular Malaysia. Most communities in this area suffer fre..

Cloud Computing in natural hazard modeling systems: Current research trends and future directions

U K.C., S Garg, J Hilton, J Aryal, N Forbes-Smith

Journal article  |  2019  |  International Journal of Disaster Risk Reduction

Every year, natural disasters cause major loss of human life, damage to infrastructure and significant economic impact on the area..

A Novel Rule-Based Approach in Mapping Landslide Susceptibility

Majid Shadman Roodposhti, Jagannath Aryal, Biswajeet Pradhan

Journal article  |  2019  |  SENSORS

Despite recent advances in developing landslide susceptibility mapping (LSM) techniques, resultant maps are often not transparent,..

Dynamic Wildfire Navigation System

Mitsuhiro Ozaki, Jagannath Aryal, Paul Fox-Hughes

Journal article  |  2019  |  ISPRS International Journal of Geo-Information

Wildfire, a natural part of many ecosystems, has also resulted in significant disasters impacting ecology and human life in Austra..

Classification of lowland native grassland communities using hyperspectral unmanned aircraft system (Uas) imagery in the tasmanian midlands

B Melville, A Lucieer, J Aryal

Journal article  |  2019  |  Drones

This paper presents the results of a study undertaken to classify lowland native grassland communities in the Tasmanian Midlands r..

Leveraging Machine Learning to Extend Ontology-Driven Geographic Object-Based Image Analysis (O-GEOBIA): A Case Study in Forest-Type Mapping

Sachit Rajbhandari, Jagannath Aryal, Jon Osborn, Arko Lucieer, Robert Musk

Journal article  |  2019  |  Remote Sensing

Ontology-driven Geographic Object-Based Image Analysis (O-GEOBIA) contributes to the identification of meaningful objects. In fusi..

A novel algorithm for calculating transition potential in cellular automata models of land-use/cover change

Majid Shadman Roodposhti, Jagannath Aryal, Brett A Bryan

Journal article  |  2019  |  Environmental Modelling & Software

Despite recent advances in quantifying land-use/cover change (LUCC) transition potential, transition rules are often not transpare..

Evaluation of Different Machine Learning Methods and Deep-Learning Convolutional Neural Networks for Landslide Detection

Omid Ghorbanzadeh, Thomas Blaschke, Khalil Gholamnia, Sansar Raj Meena, Dirk Tiede, Jagannath Aryal

Journal article  |  2019  |  Remote Sensing

There is a growing demand for detailed and accurate landslide maps and inventories around the globe, but particularly in hazard-pr..

Comparing techniques for tracking: The case of tourism tracer in Tasmania, Australia

A Hardy, J Aryal, M Wells

Journal article  |  2019  |  e-Review of Tourism Research

Many technological options now exist for tourism authorities and researchers to understand the movement of different cohorts of to..

A cloud-based framework for sensitivity analysis of wildfire models

Ujjwal KC, Saurabh Garg, James E Hilton, Jagannath Aryal

Scholarly Contribution to Database/Website  |  2019

Natural hazard models, such as wildfire models, require a large number of input parameters. Consequently, the parameter estimation..

Uncertainty Assessment of Hyperspectral Image Classification: Deep Learning vs. Random Forest

Majid Shadman Roodposhti, Jagannath Aryal, Arko Lucieer, Brett A Bryan

Journal article  |  2019  |  Entropy

Uncertainty assessment techniques have been extensively applied as an estimate of accuracy to compensate for weaknesses with tradi..

A new GIS-based data mining technique using an adaptive neuro-fuzzy inference system (ANFIS) and k-fold cross-validation approach for land subsidence susceptibility mapping

Omid Ghorbanzadeh, Hashem Rostamzadeh, Thomas Blaschke, Khalil Gholaminia, Jagannath Aryal

Journal article  |  2018  |  Natural Hazards

Predicting Migratory Corridors of White Storks, Ciconia ciconia, to Enhance Sustainable Wind Energy Planning: A Data-Driven Agent-Based Model

Francis Oloo, Kamran Safi, Jagannath Aryal

Journal article  |  2018  |  Sustainability

Object-based random forest classification of Landsat ETM plus and WorldView-2 satellite imagery for mapping lowland native grassland communities in Tasmania, Australia

Bethany Melville, Arko Lucieer, Jagannath Aryal

Journal article  |  2018  |  International Journal of Applied Earth Observation and Geoinformation

Cloud computing based bushfire prediction for cyber-physical emergency applications

Saurabh Garg, Jagannath Aryal, Hao Wang, Tejal Shah, Gabor Kecskemeti, Rajiv Ranjan

Journal article  |  2018  |  Future Generation Computer Systems

Assessing the Impact of Spectral Resolution on Classification of Lowland Native Grassland Communities Based on Field Spectroscopy in Tasmania, Australia

Bethany Melville, Arko Lucieer, Jagannath Aryal

Journal article  |  2018  |  Remote Sensing

A computational framework for autonomous self-repair systems

TN Minh-Thai, J Aryal, S Samarasinghe, M Levin

Conference Proceedings  |  2018  |  Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Employing ontology to capture expert intelligence within GEOBIA: automation of the interpretation process

Sachit Rajbhandari, Jagannath Aryal, Jon Osborn, Arko Lucieer, Robert Musk

Book Chapter  |  2018

This chapter explores the need for automation processes in information extraction from remote sensing images. This exploration is ..

A new GIS-based technique using an adaptive neuro-fuzzy inference system for land subsidence susceptibility mapping

O Ghorbanzadeh, T Blaschke, J Aryal, K Gholaminia

Journal article  |  2018  |  Journal of Spatial Science

Tracking tourists' travel with smartphone-based GPS technology: a methodological discussion

Anne Hardy, Sarah Hyslop, Kate Booth, Brady Robards, Jagannath Aryal, Ulrike Gretzel, Richard Eccleston

Journal article  |  2017  |  Information Technology & Tourism

Comparing GIS-based support vector machine kernel functions for landslide susceptibility mapping

Bakhtiar Feizizadeh, Majid Shadman Roodposhti, Thomas Blaschke, Jagannath Aryal

Journal article  |  2017  |  Arabian Journal of Geosciences

Tourist Tracking Project: Report for Hobart Airport on 2016 Data

Anne Hardy, Sarah Hyslop, Jagannath Aryal, Richard Eccleston, Bruna Silva Ragaini

Report  |  2017

Tourist Tracking Project: Report for Launceston Airport on 2016 Data

Anne Hardy, Sarah Hyslop, Jagannath Aryal, Richard Eccleston, Bruna Silva Ragaini

Report  |  2017

Tourist Tracking Project: Report for the Spirit of Tasmania on 2016 Data

Anne Hardy, Sarah Hyslop, Jagannath Aryal, Richard Eccleston, Bruna Silva Ragaini

Report  |  2017

Tourist Tracking Project 2016: Wineglass Bay Track Car Park Analysis

Anne Hardy, Sarah Hyslop, Jagannath Aryal, Bruna Silva Ragaini

Report  |  2017

Benchmarking the Applicability of Ontology in Geographic Object-Based Image Analysis

S Rajbhandari, J Aryal, J Osborn, R Musk, A Lucieer

Journal article  |  2017  |  ISPRS International Journal of Geo-Information

In Geographic Object-based Image Analysis (GEOBIA), identification of image objects is normally achieved using rule-based classifi..

Benchmarking the Applicability of Ontology in Geographic Object-Based Image Analysis

S Rajbhandari, J Aryal, J Osborn, R Musk, A Lucieer

Journal article  |  2017  |  ISPRS International Journal of Geo-Information

In Geographic Object-based Image Analysis (GEOBIA), identification of image objects is normally achieved using rule-based classifi..

GPS tracks of tourists in Tasmania: Initial investigation of driver behaviour on four state roads

Anne Hardy, Jagannath Aryal

Report  |  2017

A robust multi-kernel change detection framework for detecting leaf beetle defoliation using Landsat 7 ETM data

Asim Anees, Jagannath Aryal, Malgorzata M O'Reilly, Timothy J Gale, Tim Wardlaw

Journal article  |  2016  |  ISPRS Journal of Photogrammetry and Remote Sensing

Fuzzy Shannon Entropy: A Hybrid GIS-Based Landslide Susceptibility Mapping Method

Majid Shadman Roodposhti, Jagannath Aryal, Himan Shahabi, Taher Safarrad

Journal article  |  2016  |  Entropy

Impact of scaling on the study of forest fires in the southern France

Romain Louvet, Didier Josselin, Cyrille Genre-Grandpierre, Jagannath Aryal

Journal article  |  2016  |  Revue Internationale de Géomatique

A Relative Density Ratio-Based Framework for Detection of Land Cover Changes in MODIS NDVI Time Series

Asim Anees, Jagannath Aryal, Malgorzata M O'Reilly, Timothy J Gale

Journal article  |  2016  |  IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Big data integration shows Australian bush-fire frequency is increasing significantly

Ritaban Dutta, Aruneema Das, Jagannath Aryal

Journal article  |  2016  |  ROYAL SOCIETY OPEN SCIENCE

The polygon overlay problem in electoral geography

R Louvet, J Aryal, D Josselin, C Marchand-Lagier, C Genre-Grandpierre

Conference Proceedings  |  2016  |  Proceedings of Spatial Accuracy 2016

A geospatial approach to assessing soil erosion in a watershed by integrating socio-economic determinants and the RUSLE model

Krishna P Bhandari, Jagannath Aryal, Rotchanatch Darnsawasdi

Journal article  |  2015  |  Natural Hazards

Big Data Architecture for Environmental Analytics

Ritaban Dutta, Cecil Li, Daniel Smith, Aruneema Das, Jagannath Aryal

Conference Proceedings  |  2015  |  Environmental Software Systems. Infrastructures, Services and Applications

This paper aims to develop big data based knowledge recommendation framework architecture for sustainable precision agricultural d..

R as a GIS: illustrating scale and aggregation problems with forest fire data

Romain Louvet, Jagannath Aryal, Didier Josselin, Cyrille Genre-Grandpierre

Journal article  |  2015  |  Procedia Environmental Sciences

Farm Biosecurity Hot Spots Prediction Using Big Data Analytics

Cecil Li, Ritaban Dutta, Daniel Smith, Aruneema Das, Jagannath Aryal

Conference Proceedings  |  2015  |  2015 31st IEEE International Conference on Data Engineering Workshops

Acknowledgement to Reviewers of Forests in 2014

Journal article  |  2015  |  Forests

Big data architecture for environmental analytics

R Dutta, C Li, D Smith, A Das, J Aryal

Book Chapter  |  2015  |  IFIP Advances in Information and Communication Technology

Impact of the change of scale on the study of the causes of forest fires in Southern France

R Louvet, D Josselin, C Genre-Grandpierre, J Aryal

Conference Proceedings  |  2015  |  CEUR Workshop Proceedings

Smart City and Geospatiality: Hobart Deeply Learned

Jagannath Aryal, Ritaban Dutta

Conference Proceedings  |  2015  |  2015 31st IEEE International Conference on Data Engineering Workshops

A Statistical Framework for Near-Real Time Detection of Beetle Infestation in Pine Forests Using MODIS Data

A Anees, J Aryal

Journal article  |  2014  |  IEEE Geoscience and Remote Sensing Letters

Near-Real Time Detection of Beetle Infestation in Pine Forests Using MODIS Data

Asim Anees, Jagannath Aryal

Journal article  |  2014  |  IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Development of an intelligent environmental knowledge system for sustainable agricultural decision support

Ritaban Dutta, Ahsan Morshed, Jagannath Aryal, Claire D'Este, Aruneema Das

Journal article  |  2014  |  Environmental Modelling & Software

Autonomous Framework for Sensor Network Quality Annotation: Maximum Probability Clustering Approach

Ritaban Dutta, Aruneema Das, Daniel Smith, Jagannath Arya, Ahsan Morshed, Andrew Terhorst

Journal article  |  2014  |  Procedia Computer Science

Environmental object recognition in a natural image: An experimental approach using geographic object-based image analysis (GEOBIA)

J Aryal, D Josselin

Journal article  |  2014  |  International Journal of Agricultural and Environmental Information Systems

Natural images, which are filled with intriguing stimuli of spatial objects, represent our cognition and are rich in spatial infor..

Recommending Environmental Big Data Using Semantically Guided Machine Learning

Ritaban Dutta, Ahsan Morshed, Jagannath Aryal

Book Chapter  |  2014

Deep cognitive imaging systems enable estimation of continental-scale fire incidence from climate data

Ritaban Dutta, Jagannath Aryal, Aruneema Das, Jamie B Kirkpatrick

Journal article  |  2013  |  SCIENTIFIC REPORTS

Unplanned fire is a major control on the nature of terrestrial ecosystems and causes substantial losses of life and property. Give..

Environmental Spatio-temporal Ontology for the Linked Open Data Cloud

Ahsan Morshed, Jagannath Aryal, Ritaban Dutta

Conference Proceedings  |  2013  |  2013 12th IEEE International Conference on Trust, Security and Privacy in Computing and Communications

Mobile Application Based Sustainable Irrigation Water Usage Decision Support System: An Intelligent Sensor CLOUD Approach

Cecil Li, Ritaban Dutta, Corne Kloppers, Claire D'Este, Ahsan Morshed, Auro Almeida, Aruneema Das, Jagannath Aryal

Conference Proceedings  |  2013  |  2013 IEEE SENSORS

DETECTING BEETLE INFESTATIONS IN PINE FORESTS USING MODIS NDVI TIME-SERIES DATA

Asim Anees, JC Olivier, Malgorzata O'Rielly, Jagannath Aryal

Conference Proceedings  |  2013  |  2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS

DEVELOPMENT OF AN INTELLIGENT ENVIRONMENTAL KNOWLEDGE RECOMMENDATION SYSTEM FOR SUSTAINABLE WATER RESOURCE MANAGEMENT USING MODIS SATELLITE IMAGERY

Jagannath Aryal, Ritaban Dutta, Ahsan Morshed

Conference Proceedings  |  2013  |  2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS

Recommending Environmental Knowledge As Linked Open Data Cloud Using Semantic Machine Learning

Ahsan Morshed, Ritaban Dutta, Jagannath Aryal

Conference Proceedings  |  2013  |  2013 IEEE 29th International Conference on Data Engineering Workshops (ICDEW)

The weighted fuzzy Barycenter: Definition and application to forest fire control in the PACA region

J Rojas-Mora, D Josselin, J Aryal, A Mangiavillano, P Ellerkamp

Journal article  |  2013  |  International Journal of Agricultural and Environmental Information Systems

In this paper, the authors present a methodology to solve the weighted barycenter problem when the data is inherently fuzzy. This ..

3D modelling and analysis: ISO standard tools for air traffic

Axel Francois, Romain Raffin, Marc Daniel, Jagannath Aryal

Conference Proceedings  |  2012  |  20th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, WSCG 2012 - Conference Proceedings

A multi-scale, object-based image analysis approach in assessing biodiversity for Nepal and New Zealand sites

J Aryal, J Rojas-Mora, D Josselin

Conference Proceedings  |  2011  |  32nd Asian Conference on Remote Sensing 2011, ACRS 2011

Quantitative Analysis of Pollutant Emissions in the Context of Demand Responsive Transport

Julie Prud'homme, Didier Josselin, Jagannath Aryal

Book Chapter  |  2011  |  Lecture Notes in Artificial Intelligence

Quantitative Analysis of Pollutant Emissions in the Context of Demand Responsive Transport

Prud’homme Julie, Didier Josselin, Jagannath Aryal

Conference Proceedings  |  2011  |  Computational Science and Its Applications - ICCSA 2011

Nowadays, transport contributes significantly towards environmental problems (about 50% of the total CO and NOx). To date, most en..

Predictive habitat modelling to estimate petrel breeding colony sizes: sooty shearwaters (Puffinus griseus) and mottled petrels (Pterodroma inexpectata) on Whenua Hou Island

Darren Scott, Henrik Moller, David Fletcher, Jamie Newman, Jagannath Aryal, Corey Bragg, Kristin Carleton

Journal article  |  2009  |  New Zealand Journal of Zoology

Investigating the price of the New Zealand wool clip using modelling approaches

J Aryal, D Kulasiri, GA Carnaby, S Samarsinghe

Conference Proceedings  |  2009  |  18th World IMACS Congress and MODSIM09 International Congress on Modelling and Simulation: Interfacing Modelling and Simulation with Mathematical and Computational Sciences, Proceedings

Object-based classification of ikonos imagery for mapping large-scale vegetation communities in urban areas

Renaud Mathieu, Jagannath Aryal, Albert K Chong

Journal article  |  2007  |  SENSORS

Effective assessment of biodiversity in cities requires detailed vegetation maps.To date, most remote sensing of urban vegetation ..

Mapping private gardens in urban areas using object-oriented techniques and very high-resolution satellite imagery

Renaud Mathieu, Claire Freeman, Jagannath Aryal

Journal article  |  2007  |  Landscape and Urban Planning

Auction Theory: Bidder's Perspective in an English Auction Environment

J Aryal, D Kulasiri, GA Camaby

Conference Proceedings  |  2007  |  PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 26, PARTS 1 AND 2, DECEMBER 2007

Use of the Bradley-Terry model to quantify association in remotely sensed images

A Stein, J Aryal, G Gort

Journal article  |  2005  |  IEEE Transactions on Geoscience and Remote Sensing

Forest Fire Susceptibility and Risk Mapping Using Social/Infrastructural Vulnerability and Environmental Variables

Omid Ghorbanzadeh, Thomas Blaschke, Khalil Gholamnia, Jagannath Aryal

Journal article  |  Fire

Forests fires in northern Iran have always been common, but the number of forest fires has been growing over the last decade. It i..

Spatial Prediction of Wildfire Susceptibility Using Field Survey GPS Data and Machine Learning Approaches

Omid Ghorbanzadeh, Khalil Valizadeh Kamran, Thomas Blaschke, Jagannath Aryal, Amin Naboureh, Jamshid Einali, Jinhu Bian

Journal article  |  Fire

Recently, global climate change discussions have become more prominent, and forests are considered as the ecosystems most at risk ..

Dynamic Evaluation and Visualisation of the Quality and Reliability of Sensor Data Sources

Ritaban Dutta, Ahsan Morshed, Daniel Smith, Aruneema Das, Jagannath Aryal

Journal article  |  International Journal of Advanced Computer Science and Applications