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2001 IEEE International Conference on systems, Man and Cybernetics

作者： Fletcher, Jeffrey A. Zwick, Martin Systems Science Ph.D. Program Portland State University Portland OR 97207-0751 United States

The n-player prisoner's dilemma (Pd) is a useful model of multilevel selection for altruistic traits. It highlights the non zero-sum interactions necessary for the evolution of altruism as well as the tension between individual and group-level selection. The parameters of the n-player Pd can be directly related to the Price equation as well as to a useful alternative selection decomposition. Finally, the n-player Pd emphasizes the expected equilibrium condition of mutual defection in the absence of higher levels of organization and selection.

关键词： Game theory

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On-line system identification using context discernment

On-line system identification using context discernment

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International Joint Conference on Neural Networks, IJCNN 2005

作者： Holmstrom, Lars Santiago, Roberto Lendaris, George G. NW Computational Intelligence Laboratory Portland State University Portland OR 97201 Systems Science Ph.D. Program Department of Systems Science and Electrical and Computer Engineering

ISBN: (纸本)0780390482

Mathematical models are often used in system identification applications. The dynamics of most systems, however, change over time and the sources of these changes cannot always be directly determined or measured. To maintain model accuracy, it is desirable to design system identifiers that can adapt to these dynamical shifts. We use reinforcement learning to train an agent to recognize dynamical changes in a modeled system and to estimate new parameter values for the model. The subsequent actions of this agent are characterized as "moving" the parameterized model on an optimal trajectory in model parameter space. It is found that this method is capable of quickly and accurately discerning the correct parameter values. © 2005 IEEE.

关键词： Identification (control systems)

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Evaluation of Fatigue and Attention Levels in Multi-target Scenario using CNN

Evaluation of Fatigue and Attention Levels in Multi-target S...

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2020 International Computer Symposium, ICS 2020

作者： Sandeep Vara Sankar, d Ko, Li-Wei National Chiao Tung University International Ph.D Program in Interdisciplinary Neuroscience Dept. of Biological Science and Technology Hsinchu Taiwan National Chiao Tung University Center for Intelligent Drug Systems and Smart Bio-Devices Department of Biological Science and Technology Hsinchu Taiwan

ISBN: (纸本)9781728192550

Fatigue is a behavioral phenomenon that occurs when a user conducts focused mental activity for a prolonged duration resulting in performance errors or lapse. This paper presents an electroencephalogram (EEG)-based fatigue and attention level detection using 2-dimensional convolutional neural networks (2d-CNN). The experimental paradigm was designed to identify and detect a target object from a multi- target scenario. The results show that our proposed model provides a classification accuracy of 86.12%, which is ~18%, ~16% and ~10% higher than the Bayesian linear discriminant analysis (BLdA), support vector machine (SVM) and bootstrap aggregating (bagging tree) algorithms. Further, the decreased session-wise accuracy levels observed for each subject after the 4th experimental session postulates cognitive state disparities were caused due to increased fatigue and dropped attention levels. These biomarkers were assessed by comparing the resting theta and alpha band powers with the rapid serial visual presentation (RSVP) performance of the later sessions (sessions 5 to 7). The results show an inverse relationship between the RSVP classification performance and the resting EEG power, validating that the subjects' performance is affected by the physiological state biomarkers like fatigue and attention for prolonged brain-computer interface (BCI) experiments. Our findings demonstrate that the resting theta and alpha band powers can be considered as indicative measures to interpret mental fatigue and attention deficit problems. © 2020 IEEE.

关键词： Brain computer interface

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Accelerating Critic Learning in Approximate dynamic programming Via Value Templates and Perceptual Learning

Accelerating Critic Learning in Approximate Dynamic Programm...

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International Joint Conference on Neural Networks 2003

作者： Shannon, Thaddeus T. Santiago, Roberto A. Lendaris, George G. NW Compl. Intelligence Laboratory Systems Science Ph.D. Program Portland State University Portland OR United States

The concept of value templates and perceptual learning are introduced as refinements to the reinforcement learning (RL) paradigm. We demonstrate a method for accelerating dual Heuristic programming (dHP) critic training using value templates and perceptual learning. Both faster and more stable learning are achieved by using the value template and utilizing its inherent constraints to regularize the perceptual learning task. The method is demonstrated by tuning a neurofuzzy control system for a highly nonlinear 2nd order plant proposed by Sanner and Slotine. We take advantage of the TSK model framework throughout to keep the controller, critic, and model components used in dHP highly interpretable.

关键词： Learning systems

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Multiple perspectives: Concept, applications, and user guidelines

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systems Practice 1989年第3期2卷 307-331页

作者： Linstone, Harold A. Systems Science Ph.D. Program Portland State University Portland 97207-0751 Oregon P.O.B. 751 United States

The evolution of the multiple perspective approach and its range of applications over the past decade are reviewed. The traditional technical perspective of systems analysis is augmented with organizational and personal perspectives. The three types of perspectives have inherently different characteristics and properties. The applications show that each perspective yields insights on a system that are not attainable with the others. The organizational and personal perspectives also focus more attention on problems of implementation. The concept is serving as an effective and practical vehicle to overcome the limitations of systems analysis in dealing with complex real-world situations. © 1989 Plenum Publishing Corporation.

关键词： applications multiple perspectives organizational perspectives personal perspectives technical perspective user guidelines

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Mitigating industrial pollution along the Atlantic coast of Cameroon: An overview of government efforts

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Environmentalist 2006年第1期26卷 41-50页

作者： Alemagi, dieudonne Oben, Pius M. Ertel, Jürgen Environmental and Resource Management Ph.D Program Department of Industrial Sustainability Brandenburg University of Technology Cottbus Germany Department of Geology and Environmental Science University of Buea Cameroon Department of Industrial Sustainability Brandenburg University of Technology Cottbus Germany

This paper presents an overview of the initiatives that have been formulated by the government of Cameroon to address the problem of industrial pollution. It also prescribes robust recommendations that could be employed to save the Atlantic coast of Cameroon from industrial pollutants. After the participation of Cameroon in the Earth Summit in Rio de Janeiro in 1992, the government took a significant step to overhaul its institutional framework, legal framework and policy framework vis-à-vis the regulation of industrial pollution. Under the auspices of the United Nation Industrial development Organisation (UNIdO), the Gulf of Guinea Large Marine Ecosystem Project aimed at sustaining the health of the Atlantic coast of Cameroon by ensuring treatment of industrial wastes, oil spills, sewage and heavy metals was implemented (1995-1999). Based upon careful analysis, however, the paper argues that these efforts have had little or no discernable impacts and that industrial activities along the Atlantic coast of Cameroon are still a major threat to safety, health and the environment. With a considerable number of hurdles that still persist, sufficient environmental improvement in industrial pollution along the Atlantic coast of Cameroon is far-fetched. Nevertheless, the paper concludes that marked environmental improvement can be obtained if: (i) competent personnel are appointed in ministries that play an active role in mitigating industrial pollution (ii) research partnerships are forged with local universities (iii) industrial machinery and equipment are improved (iv) inter institutional conflicts are addressed (v) a more collaborative forum between stakeholders is established (vi) adequate monitoring is instituted. © 2006 Springer science + Business Media, Inc.

关键词： Atlantic coast of Cameroon Environmental improvement Industrial pollution Institutional framework Legal framework Policy framework

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Correction to: Multiplexed inhibition of immunosuppressive genes with Cas13d for combinatorial cancer immunotherapy (Nature Biotechnology, (2025), 10.1038/s41587-024-02535-2)

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Nature Biotechnology 2025年

作者： Zhang, Feifei Chow, Ryan d. He, Emily dong, Chuanpeng Xin, Shan Mirza, daniyal Feng, Yanzhi Tian, Xiaolong Verma, Nipun Majety, Medha Zhang, Yueqi Wang, Guangchuan Chen, Sidi Department of Genetics Yale University School of Medicine New HavenCT United States System Biology Institute Yale University West HavenCT United States Center for Cancer Systems Biology Yale University West HavenCT United States M.D.–Ph.D. Program Yale University West HavenCT United States Molecular Cell Biology Genetics and Development Program Yale University New HavenCT United States Yale College New HavenCT United States Immunobiology Program Yale University New HavenCT United States Department of Therapeutic Radiology Yale University School of Medicine New HavenCT United States Department of Neurosurgery Yale University School of Medicine New HavenCT United States Yale Comprehensive Cancer Center Yale University School of Medicine New HavenCT United States Yale Stem Cell Center Yale University School of Medicine New HavenCT United States Yale Center for Biomedical Data Science Yale University School of Medicine New HavenCT United States Key Laboratory of Multi-Cell Systems Shanghai Institute of Biochemistry and Cell Biology Center for Excellence in Molecular Cell Science Chinese Academy of Sciences Shanghai China

Correction to: Nature Biotechnologyhttps://***/10.1038/s41587-024-02535-2, published online 16 January 2025. In the version of the article initially published, Sidi Chen was incorrectly associated with a present address. This has now been corrected in the HTML and PdF versions of the article. © The Author(s), under exclusive licence to Springer Nature America, Inc. 2025.

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CYBERNETICS ANd THE FUTURE.

Cybern, Theory and Appl

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Cybern, Theory and Appl 1983年 397-411页

作者： Linstone, Harold A. Portland State Univ Systems Science Ph. D. Program Portland OR USA Portland State Univ Systems Science Ph. D. Program Portland OR USA

ISBN: (纸本)0891161287

The author views the discounters', the extrapolators', the goal setters' and the cyberneticists' approaches to future thinking in terms of the Jung classification in psychology and drug-user types in medicine. The author claims that our approaches to thinking about the future reflect our attitudes toward the concept of time. Refs.

关键词： systems science ANd CYBERNETICS

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Chaos and detection

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physical Review E 1996年第5期53卷 4514-4514页

作者： Andrew M. Fraser Systems Science Ph.D. Program Portland State University Portland Oregon 97207-0751

I report on numerical experiments in which a detector reliably found chaotic signals at signal to noise ratios as low as - 15 dB. The detector was based on a variant of the hidden Markov models used in speech research. The task was particularly difficult because the Fourier power spectrum of the noise was constructed to match the spectrum of the signal. I review likelihood ratio detectors, limitations on the performance of linear models implied by the broad Fourier power spectra of chaotic signals, and the upper limit that the Kolmogorov-Sinai (KS) entropy of a chaotic system places on the expected log likelihood attainable by any model. I find that KS entropy estimates indicate that even better detection performance is possible.

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Controller design via Adaptive Critic and Model Reference Methods

Controller Design via Adaptive Critic and Model Reference Me...

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International Joint Conference on Neural Networks 2003

作者： Lendaris, G.George Santiago, Roberta McCarthy, Jay Carroll, Michael Systems Science Ph.D. Program Electrical and Computer Engineering Portland State University Portland OR 97201 United States Systems Science Ph.D. Program Portland State University Portland OR 97201 United States Electrical Engineering Department Portland State University Portland OR 97201 United States Computational Neuroscience University of Chicago Chicago IL United States

dynamic programming (dP) is a principled way to design optimal controllers for certain classes of nonlinear systems;unfortunately, dP is computationally very expensive. The Reinforcement Learning methods known as Adaptive Critics (AC) provide computationally feasible means for performing approximate dynamic programming (AdP). The term 'adaptive ' in A C refers to the critic 's improved estimations of the Value Function used by dP. To apply dP, the user must craft a Utility function that embodies all the problem-specific design specifications/criteria. Model Reference Adaptive Control methods have been successfully used in the control community to effect on-line redesign of a controller in response to variations in plant parameters, with the idea that the resulting closed loop system dynamics will mimic those of a Reference Model. The work reported here 1) uses a reference model in AdP as the key information input to the Utility function, and 2) uses AdP off-line to design the desired controller. Future work will extend this to on-line application. This method is demonstrated for a hypersonic shaped airplane called LoFL YTE®;its handling characteristics are natively a little "hotter" than a pilot would desire. A control augmentation subsystem is designed using AdP to make the plane "feel like " a better behaved one, as specified by a Reference Model. The number of inputs to the successfully designed controller are among the largest seen in the literature to date.

关键词： Adaptive control systems

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