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Changing Energy Consumption Patterns Based On Multi Agent Human Behavior Modeling For Analyzing The Effects Of Feedback Techniques
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Book Synopsis Changing Energy Consumption Patterns Based on Multi-agent Human Behavior Modeling for Analyzing the Effects of Feedback Techniques by : Mesfer Alrizq
Download or read book Changing Energy Consumption Patterns Based on Multi-agent Human Behavior Modeling for Analyzing the Effects of Feedback Techniques written by Mesfer Alrizq and published by . This book was released on 2020 with total page 113 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the deployment of smart grid technologies and Advanced Metering Infrastructure, demand side management via feedback is a subject of interest to utility companies and researchers for modeling consumer behavior. Home area devices, such as in-home displays and smart appliances, are being developed and implemented to achieve real-time feedback. Near real-time feedback provided via Advanced Metering Infrastructure is used to change the consumers’ electricity consumption behavior and to conserve scarce resources. Analyses on the effects of real-time feedback show improvements in energy conservation, but the improvements are not as expected. This is due to the fact that altering human behavior is not an easy task, and not all react in the same way to a similar feedback. Modeling consumer behavior helps to understand their reactions toward different types of feedback, and hence allows for the categorization of the feedback and its relevance to a specific consumer category. This research focuses on two main tasks: (1) modeling human behavior for residential electricity consumption, and (2) identifying different consumer behavioral categories and feedback sets for each consumer behavioral category. The first task addresses load profile (electricity consumption) data needed by electric utility companies for expansion planning, in view of the evolution of smart grid and distributed energy resource concepts. Conventional methods of collecting the load profile data, such as surveys and metering, are tedious and time-consuming activities. Consumer demand, as well as continuous technological evolution, contributes to rendering data obsolete in a short period of time. For these reasons, the conventional methods pose barriers for electric utility companies. In response, this research presents an innovative behavior model for generating electricity consumption load profiles. The model will be narrowed to focus on consumption-based decision-making that is related to human comfort and to the consumer’s state of mind. Based on fuzzy logic and activity graphs, the method requires minimum consumer data and can be easily updated to adapt to changes in technology. We demonstrate the accuracy of our model against real world data. The goal of the second task is to analyze behavior change by using a multi-agent-based system, in order to eventually improve energy consumption. Analyses of behavior change have been based on surveys or face-to-face interviews. These methods are inefficient and time consuming and do not always measure the impact on energy consumption, besides suffering from difficulties related to the sample size. Therefore, we propose a multi-agent-based system to study the effects of feedback on different types of consumers. An evaluation is performed on the factors that influence the changes in consumer behavior positively and negatively. Consumer categories are generated based on their behavioral responses to given feedback. The feedback methods that are most effective for each category are evaluated and identified.
Book Synopsis Handbook of Research on Digital Research Methods and Architectural Tools in Urban Planning and Design by : Abusaada, Hisham
Download or read book Handbook of Research on Digital Research Methods and Architectural Tools in Urban Planning and Design written by Abusaada, Hisham and published by IGI Global. This book was released on 2019-06-28 with total page 445 pages. Available in PDF, EPUB and Kindle. Book excerpt: The efficient usage, investigation, and promotion of new methods, tools, and technologies within the field of architecture, particularly in urban planning and design, is becoming more critical as innovation holds the key to cities becoming smarter and ultimately more sustainable. In response to this need, strategies that can potentially yield more realistic results are continually being sought. The Handbook of Research on Digital Research Methods and Architectural Tools in Urban Planning and Design is a critical reference source that comprehensively covers the concepts and processes of more than 20 new methods in both planning and design in the field of architecture and aims to explain the ways for researchers to apply these methods in their works. Pairing innovative approaches alongside traditional research methods, the physical dimensions of traditional and new cities are addressed in addition to the non-physical aspects and applied models that are currently under development in new settlements such as sustainable cities, smart cities, creative cities, and intercultural cities. Featuring a wide range of topics such as built environment, urban morphology, and city information modeling, this book is essential for researchers, academicians, professionals, technology developers, architects, engineers, and policymakers.
Book Synopsis Energy Systems Evaluation (Volume 2) by : Jingzheng Ren
Download or read book Energy Systems Evaluation (Volume 2) written by Jingzheng Ren and published by Springer Nature. This book was released on 2021-05-24 with total page 283 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents various multi-criteria analysis methods for sustainability-oriented analysis and decision-making for energy systems, under various different conditions and scenarios. It presents methodologies to answer the questions relating to which of the options are the most sustainable among the alternatives, and how multi-criteria decision analysis methods can be used to select the most sustainable energy systems. A systematic innovative methodological framework is presented, which enables the most appropriate energy system to be selected under different conditions including: Scientific decision support tools for sustainable energy system selection; Fuzzy, grey, and rough sets based multi-criteria decision analysis; Decision-making models under uncertainties; and The combination of life cycle thinking and multi-criteria decision analysis This book is of interest to researchers, engineers, decision makers, and postgraduate students within the field of energy systems, sustainability, and multi-criteria decision analysis.
Book Synopsis The Food-Energy-Water Nexus by : Peter Saundry
Download or read book The Food-Energy-Water Nexus written by Peter Saundry and published by Springer Nature. This book was released on 2020-04-06 with total page 686 pages. Available in PDF, EPUB and Kindle. Book excerpt: This will be the first textbook on the integration of food, energy and water systems (FEWS). In recent years, the world has seen a dramatic rise in interdisciplinary energy and environmental courses and degrees at the undergraduate and graduate levels. In the US for instance, the number and variety of such programs has increased significantly over the past decade, Simultaneously, national and international initiatives that integrate food, energy and water systems have been launched. This textbook provides a substantive introduction to the food-energy-water nexus suitable for use in higher level undergraduate and graduate level courses and for scholars moving into the field of nexus studies without a strong background in all three areas and the many aspects of nexus studies.
Book Synopsis Agent-Based Household Energy Consumption Model for the City of Regina by : Su Jin Lee
Download or read book Agent-Based Household Energy Consumption Model for the City of Regina written by Su Jin Lee and published by . This book was released on 2012 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Modeling Human Behavior with Integrated Cognitive Architectures by : Kevin A. Gluck
Download or read book Modeling Human Behavior with Integrated Cognitive Architectures written by Kevin A. Gluck and published by Psychology Press. This book was released on 2005 with total page 440 pages. Available in PDF, EPUB and Kindle. Book excerpt: Accompanying CD-ROM contains ... "loadable/runnable versions of the D-OMAR ATC simulations and the human data that have been collected." -- p. 11.
Book Synopsis Social Sci. (History) 6 by : Consulting Editor - KV Nandini Reddy
Download or read book Social Sci. (History) 6 written by Consulting Editor - KV Nandini Reddy and published by Ratna Sagar. This book was released on with total page 92 pages. Available in PDF, EPUB and Kindle. Book excerpt: The books have been prepared on the basis of the guidelines of the National Curriculum Framework (NCF) and the syllabus brought out by the NCERT in 2005. They encourage children to read, form their own opinions and learn the cause-and-effect relationship between events. Various sections To sum up , Histictionary , Archaeology Dig & Discover , A story from History , To meet , Elsewhere in the World and Let us surf enhance learning.
Book Synopsis Advancing Land Change Modeling by : National Research Council
Download or read book Advancing Land Change Modeling written by National Research Council and published by National Academies Press. This book was released on 2014-03-31 with total page 267 pages. Available in PDF, EPUB and Kindle. Book excerpt: People are constantly changing the land surface through construction, agriculture, energy production, and other activities. Changes both in how land is used by people (land use) and in the vegetation, rock, buildings, and other physical material that cover the Earth's surface (land cover) can be described and future land change can be projected using land-change models (LCMs). LCMs are a key means for understanding how humans are reshaping the Earth's surface in the past and present, for forecasting future landscape conditions, and for developing policies to manage our use of resources and the environment at scales ranging from an individual parcel of land in a city to vast expanses of forests around the world. Advancing Land Change Modeling: Opportunities and Research Requirements describes various LCM approaches, suggests guidance for their appropriate application, and makes recommendations to improve the integration of observation strategies into the models. This report provides a summary and evaluation of several modeling approaches, and their theoretical and empirical underpinnings, relative to complex land-change dynamics and processes, and identifies several opportunities for further advancing the science, data, and cyberinfrastructure involved in the LCM enterprise. Because of the numerous models available, the report focuses on describing the categories of approaches used along with selected examples, rather than providing a review of specific models. Additionally, because all modeling approaches have relative strengths and weaknesses, the report compares these relative to different purposes. Advancing Land Change Modeling's recommendations for assessment of future data and research needs will enable model outputs to better assist the science, policy, and decisionsupport communities.
Book Synopsis 2021 14th International Conference Management of Large Scale System Development (MLSD) by : IEEE Staff
Download or read book 2021 14th International Conference Management of Large Scale System Development (MLSD) written by IEEE Staff and published by . This book was released on 2021-09-27 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: International conference Management of Large Scale System Development (MLSD) is a cross disciplinary forum of academicians, researchers, teachers, and practicians The conference provides an open platform for discussion of the new ideas, innovations, tendencies, practical problems and strategies of development for financial, economic, industrial, energy, medical, biological, transport and other large scale systems Collaboration of scientists, think tanks and industry associations to create a whole ecosystem for developing digital economy methodologies
Book Synopsis Designing Realistic Human Behavior Into Multi-Agent Systems by : Chad F. Hennings
Download or read book Designing Realistic Human Behavior Into Multi-Agent Systems written by Chad F. Hennings and published by . This book was released on 2001-09-01 with total page 76 pages. Available in PDF, EPUB and Kindle. Book excerpt: As Multi-agent systems advance toward moving virtual humans such as modeled infantry soldiers around a virtual environment for modeling and simulation purposes, an important factor to be considered is how the agent internalizes and reacts to its environment. One method to simulate this sensory perception and the construction of generalized internal knowledge is the symbolic reactive agent architecture. This architecture utilizes symbolic constructive agents to internalize and symbolically represent the outside environment within the agent and reactive agents to decide what course of action will be taken next based on this internal environment. This type of architecture also lends itself well to putting variability and non-homogeneity into different agents by controlling the level of hindrance or interference that the agent utilizes when constructing this inner environment. A simple path finding task was used to determine the overall utility of this architecture with respect to truly representing human performance in cognitive tasks. Humans as well as different simulated agents were put through the same task in their respective environment and their results were compared. A concept called the bracketing heuristic was also utilized to determine whether the model may translate well to general path-finding tasks.
Download or read book Energy Research Abstracts written by and published by . This book was released on 1980 with total page 926 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Multi-Agent-Based Production Planning and Control by : Jie Zhang
Download or read book Multi-Agent-Based Production Planning and Control written by Jie Zhang and published by John Wiley & Sons. This book was released on 2017-08-28 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: At the crossroads of artificial intelligence, manufacturing engineering, operational research and industrial engineering and management, multi-agent based production planning and control is an intelligent and industrially crucial technology with increasing importance. This book provides a complete overview of multi-agent based methods for today’s competitive manufacturing environment, including the Job Shop Manufacturing and Re-entrant Manufacturing processes. In addition to the basic control and scheduling systems, the author also highlights advance research in numerical optimization methods and wireless sensor networks and their impact on intelligent production planning and control system operation. Enables students, researchers and engineers to understand the fundamentals and theories of multi-agent based production planning and control Written by an author with more than 20 years’ experience in studying and formulating a complete theoretical system in production planning technologies Fully illustrated throughout, the methods for production planning, scheduling and controlling are presented using experiments, numerical simulations and theoretical analysis Comprehensive and concise, Multi-Agent Based Production Planning and Control is aimed at the practicing engineer and graduate student in industrial engineering, operational research, and mechanical engineering. It is also a handy guide for advanced students in artificial intelligence and computer engineering.
Book Synopsis Actual Energy Consumption in Dwellings by : Olivia Guerra Santin
Download or read book Actual Energy Consumption in Dwellings written by Olivia Guerra Santin and published by IOS Press. This book was released on 2010 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: Residential buildings have continuously improved in energy efficiency, partly as a consequence of the introduction of energy regulations in many countries. Although better thermal properties and systems efficiency have lowered energy consumption for space heating in recent decades, substantial differences in energy consumption in similar dwellings are still being observed. These differences in consumption are thought to be caused by differences in occupancy patterns, by quality of construction and by rebound effects.This research addresses the effect of energy performance regulations and occupant behaviour on energy consumption for space and water heating in dwellings built after the introduction of the energy performance regulations in the Netherlands. The results of this research show that improving the energy efficiency of buildings alone is not enough to decrease that energy consumption.
Book Synopsis The Handbook of Behavior Change by : Martin S. Hagger
Download or read book The Handbook of Behavior Change written by Martin S. Hagger and published by Cambridge University Press. This book was released on 2020-07-15 with total page 730 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social problems in many domains, including health, education, social relationships, and the workplace, have their origins in human behavior. The documented links between behavior and social problems have compelled governments and organizations to prioritize and mobilize efforts to develop effective, evidence-based means to promote adaptive behavior change. In recognition of this impetus, The Handbook of Behavior Change provides comprehensive coverage of contemporary theory, research, and practice on behavior change. It summarizes current evidence-based approaches to behavior change in chapters authored by leading theorists, researchers, and practitioners from multiple disciplines, including psychology, sociology, behavioral science, economics, philosophy, and implementation science. It is the go-to resource for researchers, students, practitioners, and policy makers looking for current knowledge on behavior change and guidance on how to develop effective interventions to change behavior.
Book Synopsis Elgar Encyclopedia in Urban and Regional Planning and Design by : Kristof Van Assche
Download or read book Elgar Encyclopedia in Urban and Regional Planning and Design written by Kristof Van Assche and published by Edward Elgar Publishing. This book was released on 2023-12-11 with total page 449 pages. Available in PDF, EPUB and Kindle. Book excerpt: This ground-breaking Encyclopedia provides a nuanced overview of the key concepts of urban and regional planning and design. Embracing a broad understanding of planning and design within and beyond the professions, it examines what planners and designers can do in and for a community.
Book Synopsis Feedback Systems by : Karl Johan Åström
Download or read book Feedback Systems written by Karl Johan Åström and published by Princeton University Press. This book was released on 2021-02-02 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The essential introduction to the principles and applications of feedback systems—now fully revised and expanded This textbook covers the mathematics needed to model, analyze, and design feedback systems. Now more user-friendly than ever, this revised and expanded edition of Feedback Systems is a one-volume resource for students and researchers in mathematics and engineering. It has applications across a range of disciplines that utilize feedback in physical, biological, information, and economic systems. Karl Åström and Richard Murray use techniques from physics, computer science, and operations research to introduce control-oriented modeling. They begin with state space tools for analysis and design, including stability of solutions, Lyapunov functions, reachability, state feedback observability, and estimators. The matrix exponential plays a central role in the analysis of linear control systems, allowing a concise development of many of the key concepts for this class of models. Åström and Murray then develop and explain tools in the frequency domain, including transfer functions, Nyquist analysis, PID control, frequency domain design, and robustness. Features a new chapter on design principles and tools, illustrating the types of problems that can be solved using feedback Includes a new chapter on fundamental limits and new material on the Routh-Hurwitz criterion and root locus plots Provides exercises at the end of every chapter Comes with an electronic solutions manual An ideal textbook for undergraduate and graduate students Indispensable for researchers seeking a self-contained resource on control theory
