Matching Recall and Storage in Sequence Learning with Spiking Neural Networks

Storing and recalling spiking sequences is a general problem the brain needs to solve. It is, however, unclear what type of biologically plausible learning rule is suited to learn a wide class of spatiotemporal activity patterns in a robust way. Here we consider a recurrent network of stochastic spiking neurons composed of both visible and hidden neurons. We derive a generic learning rule that is matched to the neural dynamics by minimizing an upper bound on the Kullback–Leibler divergence from the target distribution to the model distribution. The derived learning rule is consistent with spike-timing dependent plasticity in that a presynaptic spike preceding a postsynaptic spike elicits potentiation while otherwise depression emerges. Furthermore, the learning rule for synapses that target visible neurons can be matched to the recently proposed voltage-triplet rule. The learning rule for synapses that target hidden neurons is modulated by a global factor, which shares properties with astrocytes and gives rise to testable predictions.

Pigment data set from the SeaWiFS Bio-optical Archive and Storage System (1961-1996)

The oceans play a critical role in the Earth's climate, but unfortunately, the extent of this role is only partially understood. One major obstacle is the difficulty associated with making high-quality, globally distributed observations, a feat that is nearly impossible using only ships and other ocean-based platforms. The data collected by satellite-borne ocean color instruments, however, provide environmental scientists a synoptic look at the productivity and variability of the Earth's oceans and atmosphere, respectively, on high-resolution temporal and spatial scales. Three such instruments, the Sea-viewing Wide Field-of-view Sensor (SeaWiFS) onboard ORBIMAGE's OrbView-2 satellite, and two Moderate Resolution Imaging Spectroradiometers (MODIS) onboard the National Aeronautic and Space Administration's (NASA) Terra and Aqua satellites, have been in continuous operation since September 1997, February 2000, and June 2002, respectively. To facilitate the assembly of a suitably accurate data set for climate research, members of the NASA Sensor Intercomparison and Merger for Biological and Interdisciplinary Oceanic Studies (SIMBIOS) Project and SeaWiFS Project Offices devote significant attention to the calibration and validation of these and other ocean color instruments. This article briefly presents results from the SIMBIOS and SeaWiFS Project Office's (SSPO) satellite ocean color validation activities and describes the SeaWiFS Bio-optical Archive and Storage System (SeaBASS), a state-of-the-art system for archiving, cataloging, and distributing the in situ data used in these activities.

Effect of hen age, egg weight and storage system on physical properties of egg from white-egg laying hens

A total of 72 eggs from a group of 100 white laying hens housed in standard cages were analyzed. Thirty-six eggs were retired when the hens had 44 week of age and the other 36 eggs were retired eight weeks afterwards. Each group of 36 eggs was radomly divided in three groups of 12 eggs. First group was analyzed at once (storage system C); second one was kept during one week in the refrigerator (5ºC) (storage system R), and third group were kept also one week but on ambient temperature (25ºC) (storage system ET). The hen age, egg weight and storage system had not significant (P>0.05) effect on shell thickness. The specific gravity (SG) has a positive relation with shell quality. The egg class and storage system significantly (P<0,05) affected to SG, while no influence of bird age on this variable was observed. The yolk color increased with hen age but storage system had not effect on this variable. The increase of the hen age and the R and AT storage systems significantly (P<0.05) reduced albumen height (H) and the interaction hen age x storage system was significant (P<0.025) for this variable. The reduction of the H due to R and ET storage systems was higher in the eggs from hens with 52 weeks of age than in those from hens with 44 weeks of age. The Haugh units (HU) was significantly (P<0.05) affected by hen age, egg class and storage system. The hen age increase reduced HU and the R and ET eggs had lower HU than C eggs. It is concluded that the bird age and storage system with high temperatures reduced the egg quality.

Effect of bird age and storage system on physical properties of eggs from brown laying hens

A total of 108 eggs from a group of 100 brown laying hens housed in standard cages were analyzed. Thirty-six eggs were retired when the hens had 30 week of age, other 36 eggs were retired when the hens had 35 week of age and the remaining 36 eggs were retired five weeks afterwards. Each group of 36 eggs was radomly divided in three groups of 12 eggs. First group was analyzed at once, second group one was kept during one week in the refrigerator (5°C) and third group was kept also one week but on ambient temperature (25°C). Shell color, shell thickness, specific gravity, albumen height and Haugh units wre obtained. The bird age had significant effect on shell color and shell thickness, but the storage system had not influence on such variables. The hen age had not effect on specific gravity, but the storage system affected to this variable. Hen age and storage system had significant influence (P<0.05) on albumen height and Haugh units, and the interaction age × storage system was significant for these variables. The specific gravity had positive relations with shell thickness, yolk color, albumen height and Haugh units. It is concluded that bird age and storage system under high temperatures reduced the egg quality.

Bruise susceptibility in pome fruits under different loading and storage conditions

Samples of "Golden" and "Granny Smith" apples and "Conference" and "Doyenne of Cornice" pears have been tested. A great effect of storage conditions has been detected for pear but not for apple varieties. Both apple cultivars show to be equally resistant to quasi-static and to dinamic loading while pear varieties show great differences. All these effects can be quantified in order to describe mathematically species and varieties behavior.

Protection and storage of chlorophyll in overwintering evergreens

How evergreen species store and protect chlorophyll during exposure to high light in winter remains unexplained. This study reveals that the evergreen snow gum (Eucalyptus pauciflora Sieb. ex Spreng.) stores and protects its chlorophylls by forming special complexes that are unique to the winter-acclimated state. Our in vivo spectral and kinetic characterizations reveal a prominent component of the chlorophyll fluorescence spectrum around 715 nm at 77 K. This band coincides structurally with a loss of chlorophyll and an increase in energy-dissipating carotenoids. Functionally, the band coincides with an increased capacity to dissipate excess light energy, absorbed by the chlorophylls, as heat without intrathylakoid acidification. The increased heat dissipation helps protect the chlorophylls from photo-oxidative bleaching and thereby facilitates rapid recovery of photosynthesis in spring.

Mini-toletes de cana-de-açúcar: gemas, biorreguladores, adubação nitrogenada e déficit hídrico

A cana-de-açúcar é uma espécie amplamente cultivada em regiões tropicais e subtropicais. Sua propagação é realizada através do plantio de porções caulinares contendo uma média de três gemas. Tal prática requer grande quantidade de material vegetal, o que reduz o ganho dos produtores. Adicionalmente, a utilização de grande quantidade de material vegetal para o plantio dificulta algumas práticas em relação ao manejo da cultura, como transporte e armazenamento. A utilização de mini-toletes, contendo uma única gema, representa uma alternativa ao plantio convencional. Existem limitações impostas à utilização de mini-toletes, relacionadas à baixa disponibilidade de reservas de nutrientes e de água, devido ao reduzido tamanho dos toletes. O presente trabalho teve o objetivo de avaliar o vigor e o desenvolvimento de plantas de cana-de-açúcar provenientes de mini-toletes. No primeiro experimento, comparou-se plantas provenientes de diferentes tipos de propágulos e gemas. Foram avaliados o número de brotações, a porcentagem de brotações, a altura das plantas e as massas de folhas e raízes. No segundo experimento, avaliou-se o efeito da aplicação de biorreguladores em mini-toletes provenientes de gemas apicais e basais. Foram realizadas as determinações do número de brotações, da altura das plantas, da área foliar e das massas secas de folhas e colmos. No terceiro experimento, avaliou-se a aplicação de ureia como fonte de adubação nitrogenada e tiametoxam, um inseticida sistêmico com ação bioativadora, no desenvolvimento de plantas originárias de mini-toletes. Realizaram-se as seguintes determinações: número de brotações, altura das plantas, área foliar e massas secas de colmos, folhas e raízes. No quarto experimento, plantas de cana-de-açúcar originárias de mini-toletes tratados com agroquímicos foram submetidas ao déficit hídrico. Foram avaliadas a altura das plantas, a área foliar e as massas de raiz, folha e caule. Foi possível concluir que plantas provenientes de gemas superiores e de toletes contendo três e duas gemas apresentaram um melhor desenvolvimento. De maneira geral, os resultados indicaram que a cana-de-açúcar não responde de maneira evidente ao uso de reguladores vegetais em mini-toletes. A utilização de ureia aumenta o desenvolvimento de plantas originárias de mini-toletes. Em conjunto com diferentes doses de ureia, a utilização de tiametoxam incrementa aspectos do desenvolvimento da cana-de-açúcar. Adicionalmente, foi possível concluir que a aplicação de agroquímicos em mini-toletes alivia os efeitos negativos do déficit hídrico no desenvolvimento radicular. A partir dos resultados obtidos no presente trabalho, foi possível concluir que a utilização de ureia, tiametoxam e agroquímicos melhora o desenvolvimento de plantas de cana-de-açúcar originárias de mini-toletes.

Shipping and storage of radioactive materials : a literature search /

"Health and Safety."

Shipping, handling and storage of radioactive materials : a literature search /

"Distributed according to TID-4500 (16th Ed.) ; Health and Safety."

Shipping, handling and storage of radioactive materials : A literature search /

"Distributed according to TID-4500 (16th Ed.) ; Health and Safety."

Inspection manual for PM-10 emissions from paved/unpaved roads and storage piles : final report.

Mode of access: Internet.