Detecting Intentional AIS Shutdown in Open Sea Maritime Surveillance Using Self-Supervised Deep Learning

In maritime traffic surveillance, detecting illegal activities, such as illegal fishing or transshipment of illicit products is a crucial task of the coastal administration. In the open sea, one has to rely on Automatic Identification System (AIS) message transmitted by on-board transponders, which are captured by surveillance satellites. However, insincere vessels often intentionally shut down their AIS transponders to hide illegal activities. In the open sea, it is very challenging to differentiate intentional AIS shutdowns from missing reception due to protocol limitations, bad weather conditions or restricting satellite positions. This paper presents a novel approach for the detection of abnormal AIS missing reception based on self-supervised deep learning techniques and transformer models. Using historical data, the trained model predicts if a message should be received in the upcoming minute or not. Afterwards, the model reports on detected anomalies by comparing the prediction with what actually happens. Our method can process AIS messages in real-time, in particular, more than 500 Millions AIS messages per month, corresponding to the trajectories of more than 60 000 ships. The method is evaluated on 1-year of real-world data coming from four Norwegian surveillance satellites. Using related research results, we validated our method by rediscovering already detected intentional AIS shutdowns.Comment: IEEE Transactions on Intelligent Transportation System

Validation of Electroencephalographic Recordings Obtained with a Consumer-Grade, Single Dry Electrode, Low-Cost Device: A Comparative Study

The functional validity of the signal obtained with low-cost electroencephalography (EEG) devices is still under debate. Here, we have conducted an in-depth comparison of the EEG-recordings obtained with a medical-grade golden-cup electrodes ambulatory device, the SOMNOwatch + EEG-6, vs those obtained with a consumer-grade, single dry electrode low-cost device, the NeuroSky MindWave, one of the most a ordable devices currently available. We recorded EEG signals at Fp1 using the two di erent devices simultaneously on 21 participants who underwent two experimental phases: a 12-minute resting state task (alternating two cycles of closed/open eyes periods), followed by 60-minute virtual-driving task. We evaluated the EEG recording quality by comparing the similarity between the temporal data series, their spectra, their signal-to-noise ratio, the reliability of EEG measurements (comparing the closed eyes periods), as well as their blink detection rate. We found substantial agreement between signals: whereas, qualitatively, the NeuroSky MindWave presented higher levels of noise and a biphasic shape of blinks, the similarity metric indicated that signals from both recording devices were significantly correlated. While the NeuroSky MindWave was less reliable, both devices had a similar blink detection rate. Overall, the NeuroSky MindWave is noise-limited, but provides stable recordings even through long periods of time. Furthermore, its data would be of adequate quality compared to that of conventional wet electrode EEG devices, except for a potential calibration error and spectral differences at low frequencies.Spanish Department of Transportation, Madrid, Spain (Grant No. SPIP2014-1426 to L.L.D.S.)A.C. is funded by a Spanish Ministry of Economy and Competitiveness grant (PSI2016-80558-R to A.C.)S.R. is funded by an Andalusian Government Excellence Research grant (P11-TIC-7983)L.J.F. is funded by a Spanish Ministry of Economy and Competitiveness grant (PSI2014-53427-P) and a Fundación Séneca grant (19267/PI/14)L.L.D.S. is currently supported by the Ramón y Cajal fellowship program (RYC-2015-17483)C.D.-P. is currently supported by the CEIMAR program (CEIMAR2018-2)C.D.-P. and L.L.D.S. are supported by a Santander Bank—CEMIX UGR-MADOC grant (Project PINS 2018-15

Approach-avoidance analysis of rat diencephalon

No Abstract.Peer Reviewedhttp://deepblue.lib.umich.edu/bitstream/2027.42/49985/1/901200206_ftp.pd

Multifunctional Neural Interfaces for Closed-Loop Control of Neural Activity

Microfabrication and nanotechnology have significantly expanded the technological capabilities for monitoring and modulating neural activity with the goal of studying the nervous system and managing neurological disorders. This feature article initially provides a tutorial‐like review of the prominent technologies for enabling this two‐way communication with the nervous system via electrical, chemical, and optical means. Following this overview, the article discusses emerging high‐throughput methods for identifying device attributes that enhance the functionality of interfaces. The discussion then extends into opportunities and challenges in integrating different device functions within a small footprint with the goal of closed‐loop control of neural activity with high spatiotemporal resolution and reduced adverse tissue response. The article concludes with an outline of future directions in the development and applications of multifunctional neural interfaces

Mammal-Like Organization of the Avian Midbrain Central Gray and a Reappraisal of the Intercollicular Nucleus

In mammals, rostrocaudal columns of the midbrain periaqueductal gray (PAG) regulate diverse behavioral and physiological functions, including sexual and fight-or-flight behavior, but homologous columns have not been identified in non-mammalian species. In contrast to mammals, in which the PAG lies ventral to the superior colliculus and surrounds the cerebral aqueduct, birds exhibit a hypertrophied tectum that is displaced laterally, and thus the midbrain central gray (CG) extends mediolaterally rather than dorsoventrally as in mammals. We therefore hypothesized that the avian CG is organized much like a folded open PAG. To address this hypothesis, we conducted immunohistochemical comparisons of the midbrains of mice and finches, as well as Fos studies of aggressive dominance, subordinance, non-social defense and sexual behavior in territorial and gregarious finch species. We obtained excellent support for our predictions based on the folded open model of the PAG and further showed that birds possess functional and anatomical zones that form longitudinal columns similar to those in mammals. However, distinguishing characteristics of the dorsal/dorsolateral PAG, such as a dense peptidergic innervation, a longitudinal column of neuronal nitric oxide synthase neurons, and aggression-induced Fos responses, do not lie within the classical avian CG, but in the laterally adjacent intercollicular nucleus (ICo), suggesting that much of the ICo is homologous to the dorsal PAG

The default-mode, ego-functions and free-energy: a neurobiological account of Freudian ideas

This article explores the notion that Freudian constructs may have neurobiological substrates. Specifically, we propose that Freud’s descriptions of the primary and secondary processes are consistent with self-organized activity in hierarchical cortical systems and that his descriptions of the ego are consistent with the functions of the default-mode and its reciprocal exchanges with subordinate brain systems. This neurobiological account rests on a view of the brain as a hierarchical inference or Helmholtz machine. In this view, large-scale intrinsic networks occupy supraordinate levels of hierarchical brain systems that try to optimize their representation of the sensorium. This optimization has been formulated as minimizing a free-energy; a process that is formally similar to the treatment of energy in Freudian formulations. We substantiate this synthesis by showing that Freud’s descriptions of the primary process are consistent with the phenomenology and neurophysiology of rapid eye movement sleep, the early and acute psychotic state, the aura of temporal lobe epilepsy and hallucinogenic drug states

Fluorescence recovery after photobleaching of Rapsyn-EGFP in the neuromuscular junction of mice in vivo.

The high densities of receptors found in synapses are crucial for effective transmission between a nerve and its target cell. At the neuromuscular junctions, acetylcholine is the transmitter substance and its receptor, the acetylcholine receptor (AChR) is found at very high concentrations in the endplate on the postsynaptic membrane. A large array of molecules is necessary to form the clusters of AChR during development and to keep up the highly structured arrangement of the endplate. One of these molecules is rapsyn. Rapsyn is a peripheral membrane protein. It has binding sites for several of the proteins in the endplate and is closely associated with the AChR. Without this protein’s presence no endplate structures form. Rapsyn can also induce clustering of AChR in several non-muscle cell lines when cotransfected with the subunits of the receptor. In this project a plasmid containing rapsyn tagged with the enhanced green fluorescent protein (EGFP) was electroporated into the extensor digitorum longu (edl) muscle of mice. The resultant rapsyn-EGFP chimera localises to the endplate in exchange for and in addition to, wild type rapsyn. With the argon laser of a confocal microscope a portion of the rapsyn-EGFP in the endplates was photobleached. The subsequent fluorescent recovery was studied using a fluorescent microscope with a SIT camera. The hypothesis was that the recovery of rapsyn-EGFP would mimic the recovery seen when bleaching labelled AChR in the endplate consistent with the idea that rapsyn forms a complex with AChR already before clustering Contrary to our expectations, we found that rapsyn-EGFP had a recovery rate, after photobleaching, which was about 14-68-fold higher than that established for the AChR. There seemed to be two pools of rapsyn-EGFP in the endplates with a fast recovering pool constituting about 60-80% of the endplate population and a non-recovered portion consisting of the remaining 20-40% of the endplate population. The recovering pool had a higher turnover and/or mobility than the receptor leading us to suppose that such molecules are either not associated with receptors, or associated with receptors for only shorter periods of time. Furthermore, it is possible to suppose that the non-recovered pool act as complexes with receptors throughout their lifetime, or these might also associate and disassociate with receptors