Solving Problems in Environmental Engineering and Geosciences with Artificial Neural Networks PDF Download
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Author: Farid U. Dowla
Publisher: MIT Press
ISBN: 9780262041485
Category : Computers
Languages : en
Pages : 258
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Book Description
This book, complete with exercises and ANN algorithms, illustrates how ANNs can be used in solving problems in environmental engineering and the geosciences, and provides the necessary tools to get started using these elegant and efficient new techniques.
Author: Farid U. Dowla
Publisher: MIT Press
ISBN: 9780262041485
Category : Computers
Languages : en
Pages : 258
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Book Description
This book, complete with exercises and ANN algorithms, illustrates how ANNs can be used in solving problems in environmental engineering and the geosciences, and provides the necessary tools to get started using these elegant and efficient new techniques.
Author: R.S. Govindaraju
Publisher: Springer Science & Business Media
ISBN: 9401593418
Category : Science
Languages : en
Pages : 338
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Book Description
R. S. GOVINDARAJU and ARAMACHANDRA RAO School of Civil Engineering Purdue University West Lafayette, IN. , USA Background and Motivation The basic notion of artificial neural networks (ANNs), as we understand them today, was perhaps first formalized by McCulloch and Pitts (1943) in their model of an artificial neuron. Research in this field remained somewhat dormant in the early years, perhaps because of the limited capabilities of this method and because there was no clear indication of its potential uses. However, interest in this area picked up momentum in a dramatic fashion with the works of Hopfield (1982) and Rumelhart et al. (1986). Not only did these studies place artificial neural networks on a firmer mathematical footing, but also opened the dOOf to a host of potential applications for this computational tool. Consequently, neural network computing has progressed rapidly along all fronts: theoretical development of different learning algorithms, computing capabilities, and applications to diverse areas from neurophysiology to the stock market. . Initial studies on artificial neural networks were prompted by adesire to have computers mimic human learning. As a result, the jargon associated with the technical literature on this subject is replete with expressions such as excitation and inhibition of neurons, strength of synaptic connections, learning rates, training, and network experience. ANNs have also been referred to as neurocomputers by people who want to preserve this analogy.
Author: Munish Puri
Publisher: Academic Press
ISBN: 0128017449
Category : Medical
Languages : en
Pages : 440
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Book Description
Artificial Neural Network for Drug Design, Delivery and Disposition provides an in-depth look at the use of artificial neural networks (ANN) in pharmaceutical research. With its ability to learn and self-correct in a highly complex environment, this predictive tool has tremendous potential to help researchers more effectively design, develop, and deliver successful drugs. This book illustrates how to use ANN methodologies and models with the intent to treat diseases like breast cancer, cardiac disease, and more. It contains the latest cutting-edge research, an analysis of the benefits of ANN, and relevant industry examples. As such, this book is an essential resource for academic and industry researchers across the pharmaceutical and biomedical sciences. Written by leading academic and industry scientists who have contributed significantly to the field and are at the forefront of artificial neural network (ANN) research Focuses on ANN in drug design, discovery and delivery, as well as adopted methodologies and their applications to the treatment of various diseases and disorders Chapters cover important topics across the pharmaceutical process, such as ANN in structure-based drug design and the application of ANN in modern drug discovery Presents the future potential of ANN-based strategies in biomedical image analysis and much more
Author: M.M. Poulton
Publisher: Elsevier
ISBN: 9780080529653
Category : Science
Languages : en
Pages : 352
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Book Description
This book was primarily written for an audience that has heard about neural networks or has had some experience with the algorithms, but would like to gain a deeper understanding of the fundamental material. For those that already have a solid grasp of how to create a neural network application, this work can provide a wide range of examples of nuances in network design, data set design, testing strategy, and error analysis. Computational, rather than artificial, modifiers are used for neural networks in this book to make a distinction between networks that are implemented in hardware and those that are implemented in software. The term artificial neural network covers any implementation that is inorganic and is the most general term. Computational neural networks are only implemented in software but represent the vast majority of applications. While this book cannot provide a blue print for every conceivable geophysics application, it does outline a basic approach that has been used successfully.
Author: Allen Kent
Publisher: CRC Press
ISBN: 9780824722920
Category : Computers
Languages : en
Pages : 376
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Book Description
Entity Identification to Virtual Reality in Driving Simulation
Author: Jay D. Gatrell
Publisher: Springer Nature
ISBN: 303060019X
Category : Business & Economics
Languages : en
Pages : 244
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Book Description
The investigation of the interactions between human and physical systems poses unique conceptual, methodological, and practical challenges. This book establishes a spatial science framework for policymakers, social scientists, and environmental researchers as they explore and analyze complex problems. The authors provide guidance for scientists, writers, and students across a broad range of fields on how to tackle discipline-specific issues of space, place, and scale as they propose and conduct research in the spatial sciences. This practical textbook and overview blends plenty of concrete examples of spatial research and case studies to familiarize readers with the research process, demystifying and illustrating how it is actually done. The appendix contains both completed and in-progress proposals for MA and PhD theses and dissertations, as well as successful research grants. By emphasizing research as a learning and experiential process, while providing students with the encouragement and skills needed for success in proposal writing, "Research Design and Proposal Writing in Spatial Science" can serve as a textbook for research-design or project-based courses at the upper-division undergraduate and graduate level.
Author: Joel S. Levine
Publisher: MIT Press
ISBN: 9780262122023
Category : Nature
Languages : en
Pages : 438
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Book Description
Global Biomass Burning provides a convenient and current reference on such topics as the remote sensing of biomass burning from space, the geographical distribution of burning; the combustion products of burning in tropical, temperate, and boreal ecosystems; burning as a global source of atmospheric gases and particulates; the impact of biomass burning gases and particulates on global climate; and the role of biomass burning on biodiversity and past global extinctions."--Pub. desc.
Author: Joel S. Levine
Publisher: MIT Press
ISBN: 9780262122016
Category : Nature
Languages : en
Pages : 646
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Book Description
Global Biomass Burning provides a convenient and current reference on such topics as the remote sensing of biomass burning from space, the geographical distribution of burning; the combustion products of burning in tropical, temperate, and boreal ecosystems; burning as a global source of atmospheric gases and particulates; the impact of biomass burning gases and particulates on global climate; and the role of biomass burning on biodiversity and past global extinctions."--Pub. desc.
Author: Richard C. Peralta
Publisher: CRC Press
ISBN: 1439838070
Category : Technology & Engineering
Languages : en
Pages : 532
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Book Description
Existing and impending water shortages argue for improving water quantity and quality management. Groundwater Optimization Handbook: Flow, Contaminant Transport, and Conjunctive Management helps you formulate and solve groundwater optimization problems to ensure sustainable supplies of adequate quality and quantity. It shows you how to more effecti
Author: Jelena Djuris
Publisher: Elsevier Inc. Chapters
ISBN: 0128091916
Category : Technology & Engineering
Languages : en
Pages : 300
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Book Description
This chapter presents a review of the possible applications of methods based on neural computing in pharmaceutical products and process development. Some of the methods described are used for classification purposes, whereas others can be applied to modeling and optimization, or even induction of rules. Basic concepts of each method are theoretically described, followed by examples of their application in pharmaceutical technology. A theoretical background aims to provide a better understanding of the methods and is based upon their most important features. Examples should encourage the reader to embrace the above-mentioned methods and use them to complement conventional statistical methods for classification and regression.
