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Heßler M, Kamps O. Quantifying resilience and the risk of regime shifts under strong correlated noise. PNAS NEXUS 2022; 2:pgac296. [PMID: 36743473 PMCID: PMC9896148 DOI: 10.1093/pnasnexus/pgac296] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Accepted: 12/20/2022] [Indexed: 12/25/2022]
Abstract
Early warning indicators often suffer from the shortness and coarse-graining of real-world time series. Furthermore, the typically strong and correlated noise contributions in real applications are severe drawbacks for statistical measures. Even under favourable simulation conditions the measures are of limited capacity due to their qualitative nature and sometimes ambiguous trend-to-noise ratio. In order to solve these shortcomings, we analyze the stability of the system via the slope of the deterministic term of a Langevin equation, which is hypothesized to underlie the system dynamics close to the fixed point. The open-source available method is applied to a previously studied seasonal ecological model under noise levels and correlation scenarios commonly observed in real world data. We compare the results to autocorrelation, standard deviation, skewness, and kurtosis as leading indicator candidates by a Bayesian model comparison with a linear and a constant model. We show that the slope of the deterministic term is a promising alternative due to its quantitative nature and high robustness against noise levels and types. The commonly computed indicators apart from the autocorrelation with deseasonalization fail to provide reliable insights into the stability of the system in contrast to a previously performed study in which the standard deviation was found to perform best. In addition, we discuss the significant influence of the seasonal nature of the data to the robust computation of the various indicators, before we determine approximately the minimal amount of data per time window that leads to significant trends for the drift slope estimations.
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Affiliation(s)
| | - Oliver Kamps
- Center for Nonlinear Science, Westphalian Wilhelms-University Münster, Corrensstraße 2 48149, North Rhine-Westphalia, Germany
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Kumar A, Malik A, Batra I, Ahmad N, Johar S. Digital society social interactions and trust analysis model. PeerJ Comput Sci 2022; 8:e1129. [PMID: 37346310 PMCID: PMC10280257 DOI: 10.7717/peerj-cs.1129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 09/20/2022] [Indexed: 06/23/2023]
Abstract
During unprecedented events such as COVID-19, the fabric of society comes under stress and all stakeholders want to increase the predictability of the future and reduce the ongoing uncertainties. In this research, an attempt has been made to model the situation in which the sentiment "trust" is computed so as to map the behaviour of society. However, technically, the purpose of this research is not to determine the "degree of trust in society" as a consequence of some specific emotions or sentiments that the community is experiencing at any particular time. This project is concerned with the construction of a computational model that can assist in improving our understanding of the dynamics of digital societies, particularly when it comes to the attitude referred to as "trust." The digital society trust analysis (D.S.T.A.) model that has been provided is simple to configure and simple to implement. It includes many previous models, such as standing models, Schelling's model of segregation, and tipping points, in order to construct models for understanding the dynamics of a society reeling under the effects of a COVID-19 pandemic, misinformation, fake news, and other sentiments that impact the behaviour of the different groups.
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Affiliation(s)
- Aseem Kumar
- School of Computer Science and Engineering, Lovely Professional University, Phagwara, India
| | - Arun Malik
- School of Computer Science and Engineering, Lovely Professional University, Phagwara, India
| | - Isha Batra
- School of Computer Science and Engineering, Lovely Professional University, Phagwara, India
| | - Naveed Ahmad
- College of Computer and Information Sciences, Prince Sultan University, Riyadh, Saudi Arabia
| | - Sumaira Johar
- Department of Computer Science, BRAINS Institute Peshawar, Peshawar, Asia, Pakistan
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Bailey DM, Poole DC. Battle of the gases in the race for survival: Atmospheric CO 2 versus O 2. Exp Physiol 2022; 107:1383-1387. [PMID: 36067520 DOI: 10.1113/ep090627] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2022] [Accepted: 08/24/2022] [Indexed: 12/14/2022]
Affiliation(s)
- Damian Miles Bailey
- Neurovascular Research Laboratory, Faculty of Life Sciences and Education, University of South Wales, Glamorgan, UK
| | - David C Poole
- Departments of Kinesiology and Anatomy and Physiology, Kansas State University, Manhattan, KS, USA
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Bailey DM, Carpenter JD. Oxygen: making molecules for a mission to the Moon and Mars. Exp Physiol 2022; 107:557-559. [DOI: 10.1113/ep090463] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2022] [Accepted: 04/28/2022] [Indexed: 11/08/2022]
Affiliation(s)
- Damian Miles Bailey
- Neurovascular Research Laboratory Faculty of Life Sciences and Education University of South Wales Wales CF32 0NU UK
| | - James David Carpenter
- European Space Agency European Space Research and Technology Centre (ESTEC) Keplerlaan 1, 2200 AG Noordwijk ZH Noordwijk The Netherlands
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Knowledge Gaps and Missing Links in Understanding Mass Extinctions: Can Mathematical Modeling Help? Phys Life Rev 2022; 41:22-57. [DOI: 10.1016/j.plrev.2022.04.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Accepted: 04/11/2022] [Indexed: 11/20/2022]
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Keeling RF, Powell FL, Shaffer G, Robbins PA, Simonson TS. Impacts of Changes in Atmospheric O 2 on Human Physiology. Is There a Basis for Concern? Front Physiol 2021; 12:571137. [PMID: 33737880 PMCID: PMC7960674 DOI: 10.3389/fphys.2021.571137] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Accepted: 01/11/2021] [Indexed: 12/01/2022] Open
Abstract
Concern is often voiced over the ongoing loss of atmospheric O2. This loss, which is caused by fossil-fuel burning but also influenced by other processes, is likely to continue at least for the next few centuries. We argue that this loss is quite well understood, and the eventual decrease is bounded by the fossil-fuel resource base. Because the atmospheric O2 reservoir is so large, the predicted relative drop in O2 is very small even for extreme scenarios of future fossil-fuel usage which produce increases in atmospheric CO2 sufficient to cause catastrophic climate changes. At sea level, the ultimate drop in oxygen partial pressure will be less than 2.5 mm Hg out of a baseline of 159 mmHg. The drop by year 2300 is likely to be between 0.5 and 1.3 mmHg. The implications for normal human health is negligible because respiratory O2 consumption in healthy individuals is only weakly dependent on ambient partial pressure, especially at sea level. The impacts on top athlete performance, on disease, on reproduction, and on cognition, will also be very small. For people living at higher elevations, the implications of this loss will be even smaller, because of a counteracting increase in barometric pressure at higher elevations due to global warming.
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Affiliation(s)
- Ralph F. Keeling
- Scripps Institution of Oceanography, University of California, San Diego, La Jolla, CA, United States
| | - Frank L. Powell
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA, United States
| | - Gary Shaffer
- GAIA Antarctic Research Center, University of Magallanes, Punta Arenas, Chile
- Niels Bohr Institute, University of Copenhagen, Copenhagen, Denmark
| | - Peter A. Robbins
- Department of Physiology, Anatomy, and Genetics, University of Oxford, Oxford, United Kingdom
| | - Tatum S. Simonson
- Division of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA, United States
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Bailey DM. Oxygen, evolution and redox signalling in the human brain; quantum in the quotidian. J Physiol 2018; 597:15-28. [PMID: 30315729 DOI: 10.1113/jp276814] [Citation(s) in RCA: 48] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2018] [Accepted: 09/27/2018] [Indexed: 12/20/2022] Open
Abstract
Rising atmospheric oxygen (O2 ) levels provided a selective pressure for the evolution of O2 -dependent micro-organisms that began with the autotrophic eukaryotes. Since these primordial times, the respiring mammalian cell has become entirely dependent on the constancy of electron flow, with molecular O2 serving as the terminal electron acceptor in mitochondrial oxidative phosphorylation. Indeed, the ability to 'sense' O2 and maintain homeostasis is considered one of the most important roles of the central nervous system (CNS) and probably represented a major driving force in the evolution of the human brain. Today, modern humans have evolved with an oversized brain committed to a continually active state and, as a consequence, paradoxically vulnerable to failure if the O2 supply is interrupted. However, our pre-occupation with O2 , the elixir of life, obscures the fact that it is a gas with a Janus face, capable of sustaining life in physiologically controlled amounts yet paradoxically deadly to the CNS when in excess. A closer look at its quantum structure reveals precisely why; the triplet ground state diatomic O2 molecule is paramagnetic and exists in air as a free radical, constrained from reacting aggressively with the brain's organic molecules due to its 'spin restriction', a thermodynamic quirk of evolutionary fate. By further exploring O2 's free radical 'quantum quirkiness', including emergent (quantum) physiological phenomena, our understanding of precisely how the human brain senses O2 deprivation (hypoxia) and the elaborate redox-signalling defence mechanisms that defend O2 homeostasis has the potential to offer unique insights into the pathophysiology and treatment of human brain disease.
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Affiliation(s)
- Damian Miles Bailey
- Neurovascular Research Laboratory, Faculty of Life Sciences and Education, University of South Wales, Wales, UK
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Bailey DM. RETRACTED ARTICLE: The quantum physiology of oxygen; from electrons to the evolution of redox signaling in the human brain. Bioelectron Med 2018; 4:13. [PMID: 32232089 PMCID: PMC7098224 DOI: 10.1186/s42234-018-0014-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2018] [Accepted: 09/19/2018] [Indexed: 12/11/2022] Open
Abstract
Rising atmospheric oxygen (O2) levels provided a selective pressure for the evolution of O2-dependent micro-organisms that began with the autotrophic eukaryotes. Since these primordial times, the respiring mammalian cell has become entirely dependent on the constancy of electron flow with molecular O2 serving as the terminal electron acceptor in mitochondrial oxidative phosphorylation. Indeed, the ability to “sense” O2 and maintain homeostasis is considered one of the most important roles of the central nervous system (CNS) and likely represented a major driving force in the evolution of the human brain. Today, modern humans have evolved with an oversized brain committed to a continually active state and as a consequence, paradoxically vulnerable to failure if the O2 supply is interrupted. However, our pre-occupation with O2, the elixir of life, obscures the fact that it is a gas with a Janus Face, capable of sustaining life in physiologically controlled amounts yet paradoxically deadly to the CNS when in excess. A closer look at its quantum structure reveals precisely why; the triplet ground state diatomic O2 molecule is paramagnetic and exists in air as a free radical, constrained from reacting aggressively with the brain’s organic molecules due to its “spin restriction”, a thermodynamic quirk of evolutionary fate. By further exploring O2’s free radical “quantum quirkiness” including emergent quantum physiological phenomena, our understanding of precisely how the human brain senses O2 deprivation (hypoxia) and the elaborate redox-signaling defense mechanisms that defend O2 homeostasis has the potential to offer unique insights into the pathophysiology and treatment of human brain disease.
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Affiliation(s)
- Damian Miles Bailey
- Neurovascular Research Laboratory, Alfred Russel Wallace Building, Faculty of Life Sciences and Education, University of South Wales, Pontypridd, CF37 4AT UK
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Martin D, McKenna H, Livina V. The human physiological impact of global deoxygenation. J Physiol Sci 2016; 67:97-106. [PMID: 27848144 PMCID: PMC5138252 DOI: 10.1007/s12576-016-0501-0] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2016] [Accepted: 10/28/2016] [Indexed: 12/19/2022]
Abstract
There has been a clear decline in the volume of oxygen in Earth’s atmosphere over the past 20 years. Although the magnitude of this decrease appears small compared to the amount of oxygen in the atmosphere, it is difficult to predict how this process may evolve, due to the brevity of the collected records. A recently proposed model predicts a non-linear decay, which would result in an increasingly rapid fall-off in atmospheric oxygen concentration, with potentially devastating consequences for human health. We discuss the impact that global deoxygenation, over hundreds of generations, might have on human physiology. Exploring the changes between different native high-altitude populations provides a paradigm of how humans might tolerate worsening hypoxia over time. Using this model of atmospheric change, we predict that humans may continue to survive in an unprotected atmosphere for ~3600 years. Accordingly, without dramatic changes to the way in which we interact with our planet, humans may lose their dominance on Earth during the next few millennia.
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Affiliation(s)
- Daniel Martin
- UCLH NIHR Biomedical Research Centre, Institute of Sport and Exercise Health, University College London Centre for Altitude Space and Extreme Environment Medicine, First Floor, 170 Tottenham Court Road, London, W1T 7HA, UK. .,Intensive Care Unit, Royal Free Hospital, Pond Street, London, NW3 2QG, UK. .,Royal Free Hospital, University College London Division of Surgery and Interventional Science, Pond Street, London, NW3 2QG, UK.
| | - Helen McKenna
- UCLH NIHR Biomedical Research Centre, Institute of Sport and Exercise Health, University College London Centre for Altitude Space and Extreme Environment Medicine, First Floor, 170 Tottenham Court Road, London, W1T 7HA, UK.,Royal Free Hospital, University College London Division of Surgery and Interventional Science, Pond Street, London, NW3 2QG, UK
| | - Valerie Livina
- National Physical Laboratory, Hampton Road, Teddington, TW11 0LW, UK
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Gopalakrishnan EA, Sharma Y, John T, Dutta PS, Sujith RI. Early warning signals for critical transitions in a thermoacoustic system. Sci Rep 2016; 6:35310. [PMID: 27767065 PMCID: PMC5073343 DOI: 10.1038/srep35310] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2016] [Accepted: 09/27/2016] [Indexed: 01/24/2023] Open
Abstract
Dynamical systems can undergo critical transitions where the system suddenly shifts from one stable state to another at a critical threshold called the tipping point. The decrease in recovery rate to equilibrium (critical slowing down) as the system approaches the tipping point can be used to identify the proximity to a critical transition. Several measures have been adopted to provide early indications of critical transitions that happen in a variety of complex systems. In this study, we use early warning indicators to predict subcritical Hopf bifurcation occurring in a thermoacoustic system by analyzing the observables from experiments and from a theoretical model. We find that the early warning measures perform as robust indicators in the presence and absence of external noise. Thus, we illustrate the applicability of these indicators in an engineering system depicting critical transitions.
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Affiliation(s)
- E. A. Gopalakrishnan
- Department of Aerospace Engineering, Indian Institute of Technology Madras, 600036, India
| | - Yogita Sharma
- Department of Mathematics, Indian Institute of Technology Ropar, 140001, India
| | - Tony John
- Department of Aerospace Engineering, Indian Institute of Technology Madras, 600036, India
| | | | - R. I. Sujith
- Department of Aerospace Engineering, Indian Institute of Technology Madras, 600036, India
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Anderies JM, Kaper HG, Shuckburgh EF, Zagaris A. Introduction to focus issue: Nonlinear dynamics for planet Earth. CHAOS (WOODBURY, N.Y.) 2015; 25:036201. [PMID: 25833438 DOI: 10.1063/1.4915260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Affiliation(s)
- John M Anderies
- School of Human Evolution and Social Change, and School of Sustainability, Arizona State University, P.O. Box 872402, Tempe, AZ 85287-2402, USA
| | - Hans G Kaper
- Department of Mathematics and Statistics, Georgetown University, Washington, DC 20057, USA
| | | | - Antonios Zagaris
- Department of Applied Mathematics, Universiteit Twente, 7522 NB Enschede, The Netherlands
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