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Ioannis Athanasiadis

Professor and Chair of Artificial Intelligence
Wageningen University & Research

Publications

> Publications

Also in chronological order.

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Predictor importance for hydrological fluxes of global hydrological and land surface models

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Domain adaptation with transfer learning for pasture digital twins

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Causality and Explainability for Trustworthy Integrated Pest Management

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Breeding Programs Optimization with Reinforcement Learning

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ChromaX: a fast and scalable breeding program simulator

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Crop modeling frameworks interoperability through bidirectional source code transformation

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A weakly supervised framework for high-resolution crop yield forecasts

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How do countries frame climate change? A global comparison of adaptation and mitigation in UNFCCC National Communications

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Machine learning-based detection of irrigation in Vojvodina (Serbia) using Sentinel-2 data

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Exploding the myths: An introduction to artificial neural networks for prediction and forecasting

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Integrating processed-based models and machine learning for crop yield prediction

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Linking Earth observation data with ground truth from the open web

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The benefits and struggles of FAIR data: the case of reusing plant phenotyping data

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Nitrogen management with reinforcement learning and crop growth models

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Interpretability of deep learning models for crop yield forecasting

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Scale decisions and good practices in socio-environmental systems modelling: guidance and documentation during problem scoping and model formulation

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DeepOryza: A Knowledge guided machine learning model for rice growth simulation

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Evaluating Digital Agriculture Recommendations with Causal Inference

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Learning long-term crop management strategies with CyclesGym

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Rapid turnover of sensor data to genetic evaluation for dairy cows in the cloud

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Mixing process-based and data-driven approaches in yield prediction

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Combining telecom data with heterogeneous data sources for traffic and emission assessments - an agent-based approach

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A weakly supervised framework for high-resolution crop yield forecasts

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Learning latent representations for operational nitrogen response rate prediction

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Simulation-assisted machine learning for operational digital twins

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Machine learning for regional crop yield forecasting in Europe

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Policy attention to climate change impacts, adaptation and vulnerability: a global assessment of National Communications (1994–2019)

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Big data in agriculture: Between opportunity and solution

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The current and future uses of machine learning in ecosystem service research

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Navigating the Twilight Zone: Pathways towards digital transformation of food systems

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Invited review: Toward a common language in data-driven mastitis detection research

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Domain adaptation with unlabeled data for model transferability between airborne particle identifiers

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The flows of nature to people, and of people to nature: applying movement concepts to ecosystem services

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Crop2ML: An open-source multi-language modeling framework for the exchange and reuse of crop model components

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CropGym: a Reinforcement Learning Environment for Crop Management

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Introducing digital twins to agriculture

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Location-specific vs location-agnostic machine learning metamodels for predicting pasture nitrogen response rate

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Machine learning for large-scale crop yield forecasting

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Environmental Informatics - New perspectives in Environmental Information Systems

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Advances and New Trends in Environmental Informatics: Digital Twins for Sustainability

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Simulating adaptation strategies to offset potential impacts of climate variability and change on maize yields in Embu County, Kenya

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Reuse of process-based models: automatic transformation into many programming languages and simulation platforms

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Improving predictive performance on survival in dairy cattle using an ensemble learning approach

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Software architectures for big data: a systematic literature review

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Machine learning for research on climate change adaptation policy integration: an exploratory UK case study

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Storing, combining and analysing turkey experimental data in the Big Data era

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Enabling reusability of plant phenomic datasets with MIAPPE 1.1

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Defining and classifying infrastructural contestation: Towards a synergy between anthropology and data science

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Investigation of common big data analytics and decision-making requirements across diverse precision agriculture and livestock farming use cases

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Blockchain applications in the agrifood domain: the first wave

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Environmental Software Systems. Data Science in Action

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A semantic approach for timeseries data fusion

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Eight grand challenges in socio-environmental systems modeling

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Using a data lake stack in Animal Sciences

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Comparison of data driven mastitis detection methods

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A template framework for environmental timeseries data acquisition

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The inaugural issue of Socio-Environmental Systems Modelling (SESMO)

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Comparing regression, naive Bayes, and random forest methods in the prediction of individual survival to second lactation in Holstein cattle

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Towards globally customizable ecosystem service models

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Preface to the thematic issue on Environmental Data Science. Applications to air quality and water cycle

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Conceptual advancement of socio-ecological modelling of ecosystem services for re-evaluating Brownfield land

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Environmental Data Science

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Machine Learning for Ecosystem Services

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A review of Agent Based Modeling for agricultural policy evaluation

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Semantics for interoperability of distributed data and models: Foundations for better-connected information

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webXTREME: R-based web tool for calculating agroclimatic indices of extreme events

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Towards a new generation of agricultural system data, models and knowledge products: Information and communication technology

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A Miniature Data Repository on a Raspberry Pi

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Spatial Classification with Fuzzy Lattice Reasoning

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How to start an environmental software project

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Managing Variant Calling Files the Big Data Way

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Domain-Driven Design of Big Data Systems Based on a Reference Architecture

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A Sensor Observation Service extension for Internet of Things

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Toward better data sharing methods for genebanks

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IoF2020 - the Internet of Meat: towards applications of Internet of Things in the meat supply chain

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A Privacy-by-Design Contextual Suggestion System for Tourism

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Feature Driven Survey of Big Data Systems

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Thematic Issue on Agricultural Systems Modelling and Software - Part II

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Top 10 reviewers for Environmental Modelling and Software in 2015

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Introductory Overviews

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Agricultural production systems modelling and software: Current status and future prospects

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Challenges in Modelling of Environmental Semantics

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Impacts of Climate Variability and Change on Agricultural Systems in Eastern Africa

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Data Interoperability Tools for Regional Integrated Assessments

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Pythia: A Privacy-enhanced Personalized Contextual Suggestion System for Tourism

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Interoperable Multimedia Annotation and Retrieval for the Tourism Sector

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Towards an air pollution health study data management system - A case study from a smoky Swiss railway

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Thematic Issue on Agricultural Systems Modelling and Software - Part I

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Outstanding reviewers for Environmental Modelling and Software in 2013

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Harmonization and translation of crop modeling data to ensure interoperability

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The misconception of ecosystem disservices: How a catchy term may yield the wrong messages for science and society

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Privacy-Preserving Computation of Participatory Noise Maps in the Cloud

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Extending existing models to capture vegetation response to extreme weather events: the MODEXTREME project

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Towards a low-cost, full-service air quality data archival system

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Parallel Simulation of Environmental Phenomena

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Complementary software solutions for efficient timber logging and trade management

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Towards a semantic framework for wildlife modeling

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Outstanding reviewers for Environmental Modelling and Software in 2011 and 2012

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A roadmap to domain specific programming languages for environmental modeling: key requirements and concepts

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Identifying Smart Solutions for Fighting Illegal Logging and Timber Trade

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Outstanding reviewers for Environmental Modelling and Software in 2010

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Publishing agro-environmental resources as linked data

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A privacy-preserving cloud computing system for creating participatory noise maps

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A generic data schema for crop experiment data in food security research

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Best Paper Awards for 2010

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Linking Models for Assessing Agricultural Land Use Change

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Enriching environmental software model interfaces through ontology-based tools

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A web-based platform for integrated groundwater data management

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Towards a Semantically Unified Environmental Information Space

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Introducing a Content Integration Process for a Federation of Agricultural Institutional Repositories

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Publishing and linking semantically annotated agro-environmental resources to LOD with AGROPub

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Publishing Agro-Environmental Data to a Semantically Unified Environmental Information Space: a Case Study

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Software challenges for the Agricultural Model Intercomparison Project

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Metadata and Semantic Research

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Best Paper Awards for 2009

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Outstanding reviewers for Environmental Modelling and Software in 2009

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Data Mining Methods for Quality Assurance in an Environmental Monitoring Network

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A web-based software system for model integration in impact assessments of agricultural and environmental policies

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A Generic Farming System Simulator

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A Component-Based Framework for Simulating Agricultural Production and Externalities

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Information enrichment using TaToo's semantic framework

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TaToo: tagging environmental resources on the web by semantic annotations

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Methods for semantic annotation of an integrated assessment tool for agricultural systems

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Towards a service-oriented e-infrastructure for multidisciplinary environmental research

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Information Technologies in Environmental Engineering

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Defining assessment projects and scenarios for policy support: use of ontology in Integrated Assessment and Modelling

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A multi-agent system for meteorological radar data management and decision support

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A database for integrated assessment of European agricultural systems

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Modelling with knowledge: a review of emerging semantic approaches to environmental modelling

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Ontology for Seamless Integration of Agricultural Data and Models

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A methodology for developing environmental information systems with software agents

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Towards a virtual enterprise architecture for the environmental sector

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Domain object modeling with relational persistence for idiomatic OWL/RDF

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Indirectly driven knowledge modelling in ecology

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Semantic links in integrated modelling frameworks

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Semantic mediation for environmental model components integration

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Data mining for environmental systems

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Integrated Modelling Frameworks for Environmental Assessment and Decision Support

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Towards a virtual enterprise architecture for the environmental sector

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A pan-European database for integrated assessment and modeling of agricultural systems

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Data mining for agent reasoning: a synergy for training intelligent agents

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Knowledge discovery for operational decision support in air quality management

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Application of data mining and intelligent agent technologies to concurrent engineering

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Fuzzy Lattice Reasoning (FLR) classifier and its application for ambient ozone estimation

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A retraining methodology for enhancing agent intelligence

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Defining projects and scenarios for integrated assessment modelling using ontology

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Using ontology to harmonize knowledge concepts in data and models

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Training intelligent agents in the semantic web era: The golf advisor agent

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Ontologies, JavaBeans and Relational Databases for enabling semantic programming

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Semantic modelling in farming systems research: The case of the Agricultural Management Definition Module

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Delivering environmental knowledge: a semantic approach

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Towards a virtual enterprise architecture for the environmental sector

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The Fuzzy Lattice Reasoning Classifier for mining environmental data

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Semantically Rich Interfaces for Simulation Interoperability

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Enabling knowledge-based software engineering through semantic-object-relational mappings

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Computer-Supported Collaborative Knowledge Modeling in Ecology

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Agent-based modelling and simulation in the irrigation management sector: applications and potential

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An intelligent service layer upgrades environmental information management

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Air quality assessment using Fuzzy Lattice Reasoning (FLR)

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Data mining air quality data for Athens, Greece

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Classification techniques for air quality forecasting

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Towards an intelligent decision support architecture in extended-enterprises

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Enriching software model interfaces using ontology-based tools

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Problem formulation and classification in integrated assessment modelling

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A methodology for developing software-agent systems in environmental informatics applications

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A hybrid agent-based model for estimating residential water demand

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Social influence and water conservation: An agent-based approach

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Semantic links in integrated modelling frameworks

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Trade-offs in the design of cross-disciplinary software systems

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A review of agent-based systems applied in environmental informatics

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An agent-based middleware for environmental information management

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System for the interconnection of sensors with preprocessed information provided through the semantic diffusion of knowledge

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A retraining methodology for enhancing agent intelligence

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An agent-based intelligent environmental monitoring system

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Applying agent technology in environmental management systems under real-time constraints

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DAWN: A platform for evaluating water-pricing policies using a software agent society

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Supporting the decision-making process in environmental monitoring systems with knowledge discovery techniques

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A framework for constructing multi-agent applications and training intelligent agents

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GenMiner: A data mining tool for protein analysis

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Application of data mining and intelligent agent technologies to concurrent engineering

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Embedding data-driven decision strategies on software agents: The case of a multi-agent system for monitoring air-quality indexes

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A framework for constructing multi-agent applications and training intelligent agents

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Applying machine learning techniques on air quality data for real-time decision support

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An agent framework for dynamic agent retraining: Agent Academy

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Realization and comparison of P- and S- seismic phases detection algorithms using neural networks