Computer Engineering Commons^™

The Virtual Machine (Vm) Scaler: An Infrastructure Manager Supporting Environmental Modeling On Iaas Clouds, Wes J. Lloyd, Olaf David, Mazdak Arabi, James C. Ascough Ii, Timothy R. Green, Jack R. Carlson, Ken W. Rojas

International Congress on Environmental Modelling and Software

Infrastructure-as-a-service (IaaS) clouds provide a new medium for deployment of environmental modeling applications. Harnessing advancements in virtualization, IaaS clouds can provide dynamic scalable infrastructure to better support scientific modeling computational demands. Providing scientific modeling “as-a-service” requires dynamic scaling of server infrastructure to adapt to changing user workloads. This paper presents the Virtual Machine (VM) Scaler, an autonomic resource manager for IaaS Clouds. We have developed VM-Scaler, a REST/JSON-based web services application which supports infrastructure provisioning and management to support scientific modeling for the Cloud Services Innovation Platform (CSIP) [Lloyd et al. 2012]. VM-Scaler harnesses the Amazon Elastic Compute Cloud (EC2) …

Sequential Portfolio Decision Model For Epilepsy Death Risk Reduction, Matteo Convertino, Nicola Convertino

International Congress on Environmental Modelling and Software

Epilepsy is among the most frequent neurological diseases in the world affecting an esti­mated 43 million people. Thirty percent of epilepsy patients between the ages of 5 and 25 develop seizures related to illness or accidents involving an injury to the head. Decision making for prevention and care is crucial for fighting morbidity and mortality of such disease. Considering the multiplicity of diagnostic and treatment alternatives the best sequence of such alternatives should be the objective to detect for any pathologist and specialized physician in treating patients. Here, we introduce a portfolio decision model for the optimal detection of coupled …

Technology Behind The Deltares Open Archive, Andre Grijze, Peter Gijsbers, Erik De Rooij, E. Pelgrim, Onno Van Den Akker

International Congress on Environmental Modelling and Software

Water agencies conducting daily operational forecasting need an archive solution that enables them to review (and defend) forecasts and decisions made, conduct post-event performance analysis, create canned datasets for training and create datasets for model calibration and hindcasting. This archive solution should store datasets that range from time series (observations and forecast), workflow definition and model-run settings, to web-reports and text products (e.g. forecaster notes). The challenge is to provide an open solution that supports both operations and science, allowing access by a variety of applications. The Deltares Open Archive is a new solution which meets those needs. The solution …

Ogc And His: Implementing Wfs And Waterml2 For Hydroserver, Rohit M. Khattar, Dan Ames

International Congress on Environmental Modelling and Software

An integral step in the data life cycle (after collection and curating) is providing access and data discovery for others to explore the data. Sharing of data across various computer hardware and software platforms is enabled by tools such as the Consortium of Universities for the Advancement of Hydrologic Science, Inc. (CUAHSI) Hydrological Information System (HIS) which stores and manages hydrologic and climate data. This system is growing in use by water scientists globally. At the same time, the Open Geospatial Consortium (OGC) has promulgated standards used within the GIS software industry that are also based on web services technologies …

Investigating Mobility Styles Using Smartphones: Advantages And Limitations According To A Field Study In Southern Switzerland, Andrea E. Rizzoli, Roman Rudel, Anna Förster, Giorgio Corani, Francesca Cellina, Luca Pampuri, Roberto Guidi, Andrea Baldassari

International Congress on Environmental Modelling and Software

Diffusion of smart mobile devices offers unprecedented opportunities to monitor travel behaviour, by means of the GPS devices they are equipped with: using a suitable application, potentially every smartphone owner can produce huge, inexpensive quantities of data suitable to profile her mobility patterns. We take advantage of this opportunity within the e-mobiliTI project, which aims at analysing the main psychological and behavioural barriers affecting the transition to new mobility solutions. The project sets up a "living lab" made up of around twenty families and gives them the opportunity to test electric cars and bikes, public transport season tickets and car …

An Architecture For Integration Of Multidisciplinary Models, Getachew F. Belete, Alexey Voinov, Niels Holst

International Congress on Environmental Modelling and Software

Integrating multidisciplinary models requires linking models: that may operate at different temporal and spatial scales; developed using different methodologies, tools and techniques; different levels of complexity; calibrated for different ranges of inputs and outputs, etc. On the other hand, integration of models requires us to address technical, semantic, and dataset aspects of interoperability. So we need a genuine techniques that enable us to integrate various domain specific models for interdisciplinary study. In this research work, we investigated best practices of System Integration, Enterprise Application Integration, and Integration Design Patterns. We developed an architecture of a multidisciplinary model integration framework that …

Optimal Surveillance System Design For Outbreak Source Detection Maximization: A Vol Model, M. Convertino, C. Hedberg

International Congress on Environmental Modelling and Software

Foodborne diseases cause an estimated 48 million illnesses each year in the United States, including 9.4 million caused by known pathogens. Real time detection of cases and outbreak sources are important epidemic intelligence services that can decrease morbidity and mortality of foodborne illnesses, and allow optimal response to identify the causal pathways leading to contamination. For most outbreaks associated with fresh produce items, outbreak source detection typically occurs after the contaminated produce items have been consumed and are no longer in the marketplace.

We developed a probabilistic model for real time outbreak source detection, prediction of outbreaks, and contamination-prone area …

The Pocketlai Smartphone App: An Alternative Method For Leaf Area Index Estimation, Roberto Confalonieri, Caterina Francone, Marco Foi

International Congress on Environmental Modelling and Software

The possibility of adopting the technology implemented in low-costs devices for the monitoring of biophysical processes is being increasingly explored by the scientific community. In the context of environmental studies, leaf area index (LAI) is one of the variables scientists and technicians are more interested in, since directly involved in radiation interception, and in crop response to water availability. An indirect method for leaf area index estimation was recently proposed and implemented in the smartphone app PocketLAI. The application uses the smartphone camera and the accelerometer to acquire images at 57.5° below the canopy while the user is rotating …

Environmental Software Development With Uml, Peter A. Khaiter, Marina G. Erechtchoukova

International Congress on Environmental Modelling and Software

The issues of rational use of the environmental objects continue to attract public attention world-wide. There are even growing concerns on the part of various stakeholders and general public in relation to the on-going global climate change and a common demand for a harmonized type of relationships between the societal development and the environment crystalized in the concept of environmentally-friendly sustainable development. The interplay of a broad range of fields, such as economics, ecology, psychology, sociology, hydrology and agronomy, makes the area of sustainability inherently complex. Decision-making in the field requires a due support by the sophisticated environmental information systems …

Ecosmart Landscapes: A Versatile Saas Platform For Green Infrastructure Applications In Urban Environments, E. Gregory Mcpherson, Quingfu Xiao, Joe Purohit, Mark Dietenberger, Charles R. Boardman, Jim Simpson, Paula Peper

International Congress on Environmental Modelling and Software

The urban environment offers significant opportunities to improve sustainability and optimize water resources. Historically, research and software applications have been focused on the built environment (buildings). Cost-effective, practical tools that can assess the impact of different landscape configurations and their interactions with buildings have not been widely deployed. ecoSmart Landscapes (eSL) is a unique SaaS-based platform that helps to bridge this gap. It incorporates modelling and planning tools for the integrated assessment of carbon, water, energy, and fire impacts of individual landscapes at the residential parcel scale. Analytical and empirical models running concurrently, for each user’s landscape configuration, simulate tree …

Using Surrogate Modelling For Fast Estimation Of Water Budget Component In A Regional Watershed, Aurelien Hazart, Koji Mori, Kazuhiro Tada, Hiroyuki Tosaka

International Congress on Environmental Modelling and Software

We developed a method based on surrogate modelling to estimate the water flow in both surface and subsurface sections of a basin watershed. The real case of a regional watershed near Tokyo with a catchment area of 100km² was targeted with observations on a period of about 16 years. Our purpose was to propose a tool of water resources management that can be operated daily by the person in charge of a watershed without expert knowledge of the numerical modelling process. Replacement of complex physical models by surrogate models like artificial neural networks (ANN) has been proved useful in …

Modeling-As-A-Service (Maas) Using The Cloud Services Innovation Platform (Csip), Olaf David, Wes Lloyd, Ken Rojas, Mazdak Arabi, Frank Geter, James Ascough, Tim Green, G. Leavesley, Jack Carlson

International Congress on Environmental Modelling and Software

Cloud infrastructures for modelling activities such as data processing, performing environmental simulations, or conducting model calibrations/optimizations provide a cost effective alternative to traditional high performance computing approaches. Cloud-based modelling examples emerged into the more formal notion: "Model-as-a-Service" (MaaS). This paper presents the Cloud Services Innovation Platform (CSIP) as a software framework offering MaaS. It describes both the internal CSIP infrastructure and software architecture that manages cloud resources for typical modelling tasks, and the use of CSIP's "ModelServices API" for a modelling application. CSIP's architecture supports fast and resource aware auto-scaling of computational resources. An example model service is presented: the …

Improved Simulation Of Evapotranspiration For Land Use And Climate Change Impact Analysis At Catchment Scale, Ann Van Griensven, Samita Maharjan, Tadesse Alemayehu

International Congress on Environmental Modelling and Software

Evapotranspiration is not only one of the major components of the hydrological cycle, it also controls impacts of drivers such as climate and land use changes. One of the widely used simulation tools for climate and impact studies is the Soil and Water Assessment Tool {SWAT). This study evaluates the evapotranspiration processes in SWAT in the Kenyan Mau forest within the Mara basin that drains to Lake Victoria. The study reveals that typical SWAT applications have flaws as in the implementation or parameterisation of tropical forests.

To improve the use of SWAT for land use and climate change studies, the …

Central Valley Water Management Screening Model For Water Management Alternatives, Nazrul Islam, Nancy Parker, Holly Canada, Erik Reyes, Tom Fitzhugh, Francis Chung, Nicky Sandhu, Z. Q. Richard Chen, Hao Xie, Kevin Kao, Raymond Hoang, Dan Easton, Tad Slawecki

International Congress on Environmental Modelling and Software

The California Department of Water Resources (DWR) and the U.S. Bureau of Reclamation Mid-Pacific Region (Reclamation) have developed CalLite as an interactive screening model for evaluating various Central Valley water management alternatives. The CalLite model has been used as a negotiations tool in a variety of stakeholder processes for improved understanding of water system operations and for consensus based decision-making. The model has been applied to studies related to: the Bay Delta Conservation Plan, delta regulations, system reoperation, and other planning processes. CalLite was developed using the Water Resources Integrated Modeling System (WRIMS) software that uses a linear programming solver …

Water Quality Risk Simulation Of Laoguanhe River Based On Uncertainty, Jun Hu, Chunhui Li, Xuan Wang

International Congress on Environmental Modelling and Software

Laoguanhe River as the nearest upstream tributary of Danjiangkou Reservoir to the Taocha diversion main canal in South-to-North Water Diversion Project, its water quality changes will directly affect the water quality level of the project. This study is intended to provide the scientific support for the comprehensive water environment risk assessment and provide the optimization decision-making basis for the water environment management of Laoguanhe River. This research used the QUAL2Kw model to simulate the water quality of Laoguanhe river form sandaohe section to downstream section. And then the calibrated model is used to calculate the water quality risk with Markov …

The Challenge Of Model Implementation Of Regulatory Models In Integrated Environmental Modeling Systems, James G. Droppo, Mitch A. Pelton, Jeremy P. Rishel

International Congress on Environmental Modelling and Software

This paper addresses an effort to develop a model for use both as a standalone regulatory model and as an operational module in an integrated modeling framework. As the state of the art of integrated environmental modeling advances, regulators have the opportunity to develop integrated modeling systems that have the capability of providing holistic overviews of potential environmental consequences. However because they are still bound by regulatory requirements, the implementation of regulatory models in integrated environmental modeling systems poses a number of special challenges. The component regulatory model must be able to be 1) documented as a separate entity, 2) …

Open-Hardware Meets Open Software For Environmental Monitoring, Jeffrey M. Sadler, Daniel P. Ames, Rohit Khattar

International Congress on Environmental Modelling and Software

Environmental data are critical to understanding environmental phenomena. This paper describes the design and development of a low-cost environmental monitoring system including sensor, data logger, and transmitter using several low-cost, open-source, mass-produced components. The system is connected to the open source Hydrologic Information System (HIS) software created by the Consortium of Universities for the Advancement of Hydrologic Sciences Inc. (CUAHSI) through a web service interface to the HIS HydroServer Lite. It is expected that this connection will enable the ingestion into the CUAHI HIS of near-real-time data collected by our low-cost device or similar devices through HydroServer. By publishing data …

Using Bayesian Networks To Link Environmental Flows To Ecosystem Services In The Murray-Darling Basin, Australia, Sina K. Frank, Carmel A. Pollino, Petra Döll

International Congress on Environmental Modelling and Software

In water resources management and planning, it is important to understand both (1.) the linkages between environmental flows and ecosystem condition as well as (2.) the linkages between ecosystem condition and ecosystem services. Bayesian Networks (BNs) are an integration-based modeling tool that could be suitable for representing and quantifying these linkages. To evaluate this, we developed a BN, using the Murray-Darling Basin (Australia) as a case study. The Murray-Darling Basin has both agricultural and ecological values, and has more than a century of water resource development and planning. Recently, ecosystem services have been proposed as a means to progressing water …

Use Of The Warmf Model To Identify Sources Of Oxygen Impairment And Potential Management Strategies For The San Joaquin River Watershed, William T. Stringfellow, Joel Herr, Scott Sheeder, Shelly Gulati, Gregory Weissmann, Mary Kay Camarillo, Micheal Jue

International Congress on Environmental Modelling and Software

Eutrophication of the San Joaquin River (SJR) has resulted in low dissolved oxygen (DO) conditions, which has led to a regulatory response and development of total maximum daily load (TMDL) allocations. Due to the dynamic nature of processes governing oxygen depletion in the SJR, a model was needed to help stakeholders understand the fate and transport of nutrients and oxygen-demanding substances that cause the low DO conditions. Here, the Watershed Analysis Risk Management Framework (WARMF) model was used to simulate nutrient removal and control strategies, accounting for the secondary effects of growth and transformation between sources and discharge. Using the …

An Information Platform Fostering Re-Use Of Water Data, Ralf Denzer, Sascha Schlobinski, Gerben Boot, Frank Keppel, Erik De Rooij

International Congress on Environmental Modelling and Software

The re-use of publicly funded governmental data has received a lot of attention recently. In the environmental domain, it is clear that improved public services need exchange of data across governments at all levels. Governments keep producing information products at all levels, and some of them are more or less readily available. Reporting obligations in the EC, for instance demanded by the Water Framework Directive (WFD), are direct inputs to European datasets. The technology base for advanced systems is supported by the OGC suite of standards and by encodings for water information.

Still re-use of data is not happening at …

A Bayesian Maximum Entropy Scheme For The Assimilation Of Mobile Recordings With Simulations Of Urban Micrometeorological Data, Uwe Schlink, Gabi Fischer

International Congress on Environmental Modelling and Software

This paper proposes a framework for assimilating urban temperature measurements with simulations of an urban micrometeorological model. Data assimilation, a technique that incorporates observations into a computer model of a real system, is commonly applied in global and regional weather forecasting and an emerging issue in urban meteorological modelling. For that purpose, we suggest applying a novel approach, the Spatiotemporal Epistemic Knowledge Synthesis (SEKS). It combines simulations of a thermodynamic urban climate model, as general knowledge base, with a model output statistics (MOS) of observations, as site-specific knowledge base, by means of Bayesian Maximum Entropy (BME) inference resulting in posterior …

Analysis Of Vegetation Heterogeneity As Sensor For Soil Moisture Patterns Using Remote Sensing, Angela Lausch, Claudia Schütze, Bernhard Siemon, Steffen Zacharias, Ulrike Werban

International Congress on Environmental Modelling and Software

Soil moisture patterns are key parameters when it comes to controlling and managing process-pattern interactions in processes relating to soil, vegetation, landscape, climate and the ecosystem. Soil pattern heterogeneity is hard to determine in European landscapes using direct procedures, which are used on soil with little or no vegetation, because the soil is often covered with vegetation all year round. The goal of this study is therefore to develop indirect procedures to analyze soil moisture patterns, which "use the biochemical-biophysical characteristics of plants as sensors and indicators" for soil moisture heterogeneity. For this research, geoelectrical methods which include electromagnetic induction …

Use Of A One-Dimensional Link-Node Model To Develop Total Maximum Daily Load Strategies For The San Joaquin River Estuary, Mary Kay Camarillo, William Stringfellow, Joel Herr, Scott Sheeder, Gregory Weissmann, Shelly Gulati, Ashley Stubblefield

International Congress on Environmental Modelling and Software

A one-dimensional link-node model was used to simulate water quality conditions in the tidally­-influenced, deep water ship channel (DWSC) of the San Joaquin River located in Central California. The DWSC has been plagued with low dissolved oxygen (DO) conditions for decades and is currently a focus of restoration efforts. The model was calibrated using a six-year flow and water quality data set. Model simulations were run by removing the mass loads of each of the following major sources of oxygen depletion to determine the effects: elimination of the deepened ship channel (i.e., restore to its pre­ existing depth), elimination of …

Modpi: A Parallel Model Data Passing Interface For Integrating Legacy Environmental System Models, Andre Q. Dozier, Olaf David, Yao Zhang, Mazdak Arabi

International Congress on Environmental Modelling and Software

Integration of environmental system models across multiple disparate disciplines has been an area of growing interest because such models typically only represent knowledge and advancements in one discipline or several, similar disciplines. Many challenges have arisen, though, in integrating such models due to varied programming expertise amongst modelers, dependence on specific frameworks or operating systems in addition to different programming languages and requirements for two-way feedbacks that are crucial for improving model representation of the physical reality. in response to these challenges, this paper presents a novel approach based on a publish-subscribe type system to both simplify and improve the …

Whale Trails - A Smart Phone Application For Whale Tracking, Jan-Olaf Maynecke

International Congress on Environmental Modelling and Software

Whale watching is undertaken by millions of tourists every year around the world and forms an important industry for a number of countries. Recent changes in migration patterns of whales in particular Humpback whales maybe attributed to climate change. Identifying movement and resting spots of whales can provide opportunities for adaptation of the whale watch industry in times of uncertainty. Such tracking of movements and activities of whales can be collected using smart phones. Smart phones are a readily available technology and capable of complex computations. They have abilities required for tracking including GPS location, maps and a compass function. …

Crowdsourcing In Early Warning Systems, Ulrich Meissen, Frank Fuchs-Kittowski

International Congress on Environmental Modelling and Software

The use of mobile devices as an effective and targeted way for alerting the public in cases of disasters has become an important part of future infrastructures for early warning and disaster management. In contrast to classical alert approaches such as TV, Radio and sirens that are offering solely a one-directional communication the use of smart phones opens new potentials such as feedback mechanisms that support more precise warnings and adapted response actions. In this context crowdsourcing techniques show a high potential as an effective measure to meliorate the data basis for predictions and augment warnings. This paper discusses the …

Integra: From Global Scale Contamination To Tissue Dose, Dimosthenis Sarigiannis, Spyros Karakitsios, Alberto Gotti, George Loizou, John Cherrie, Roel Smolders, Kathleen De Brouwere, Karen Galea, Kate Jones, Evangelos Handakas, Krystalia Papadaki, Anne Sleeuwenhoek

International Congress on Environmental Modelling and Software

The objective of the INTEGRA project is to bring together all information necessary for assessing the source-to-dose continuum over the entire life cycle of substances covering an extensive chemical space through the use of QSARs. The major outcome of INTEGRA is a comprehensive computational platform that integrates multimedia environmental and micro-environmental fate, exposure and internal dose within a dynamic framework in time. The platform allows multimedia interactions across different spatial scales, taking into account environmental releases and related processes at global, regional and local scale, up to the level of personal microenvironment. Coupling seamlessly exposure models with refined computational tools …

Abstractions From Sensor Data With Complex Event Processing And Machine Learning, Markus Stocker, Mauno Rönkkö, Mikko Kolehmainen

International Congress on Environmental Modelling and Software

Environmental knowledge systems that build on sensor-based environmental monitoring rely on techniques in knowledge acquisition and representation to interpret the numbers obtained in measurement for what they tell about the monitored environment. Languages and systems in knowledge representation and reasoning, specifically Semantic Web technologies, support the formulation and execution of rules, a technique that enables deductive inference in a knowledge base. This technique has been used to demonstrate inference on sensor data. While the approach certainly has its merits, it is often demonstrated for numerical thresholds and, thus, for relatively trivial “semantic enrichment.” In reality, knowledge acquisition tasks of interest …

An Ontology-Based Approach For The Instrumentation, Control And Automation Infrastructure Of A Wwtp, Davide Sottara, Jean Claude Coreale, Thierry Spetebroot, Dalila Pulcini, Daniele Giunchi, Fabrizio Paolucci, Luca Luccarini

International Congress on Environmental Modelling and Software

The instrumentation, control and automation of wastewater treatment plants (WWTPs) is a key aspect to ensure good performance and lower operational costs. However, control systems are seldom interoperable and standard-compliant. In this paper, we propose a knowledge-based approach which decouples the description of the plants and their control strategies from their physical structure and instrumentation. In particular, we propose a semantic model based on ontologies, formalized using the W3C OWL2 standard. We have extended the Semantic Sensor Network and created a specialized representation of the WWTP domain, to provide a consistent description of instrumentation (sensors and probes), actuators and data …

Integrating Raster And Vector Spatial Representations With Interaction Graphs For Multi-Scale Environmental Simulations, Mathieu Castets, Pascal Degenne, Pascal Poncelet, Danny Lo Seen

International Congress on Environmental Modelling and Software

Nowadays, developing tools for modelling complex system is a mandatory issue in environmental research. Environmental modelling implies taking into account processes at different scales of space and time. Ocelet is a domain specific environmental modelling language that uses graphs to describe how spatial entities in the system interact, with functions attached to the arcs of the graphs that are activated within scenarios to represent the dynamics of the system. The language has a strong focus on spatial interactions where the vector format is used for attributing geometries to entities, thus allowing a precise description of their shapes. However, the vector …