Fiber nonlinearity-induced penalty reduction in CO-OFDM by ANN-based nonlinear equalization

We experimentally demonstrate ∼2 dB quality (Q)-factor enhancement in terms of fiber nonlinearity compensation of 40 Gb/s 16 quadrature amplitude modulation coherent optical orthogonal frequency-division multiplexing at 2000 km, using a nonlinear equalizer (NLE) based on artificial neural networks (ANN). Nonlinearity alleviation depends on escalation of the ANN training overhead and the signal bit rate, reporting ∼4 dB Q-factor enhancement at 70 Gb/s, whereas a reduction of the number of ANN neurons annihilates the NLE performance. An enhanced performance by up to ∼2 dB in Q-factor compared to the inverse Volterra-series transfer function NLE leads to a breakthrough in the efficiency of ANN.

An ArcGIS Tool for Modeling the Climate Envelope with Feed-Forward ANN

This paper is about the development and the application of an ESRI ArcGIS tool which implements multi-layer, feed-forward artificial neural network (ANN) to study the climate envelope of species. The supervised learning is achieved by backpropagation algorithm. Based on the distribution and the grids of the climate (and edaphic data) of the reference and future periods the tool predicts the future potential distribution of the studied species. The trained network can be saved and loaded. A modeling result based on the distribution of European larch (Larix decidua Mill.) is presented as a case study.

Registry of selected samples from the Tara Oceans Expedition (2009-2013)

The present data set is a registry of samples from the Tara Oceans Expedition (2009-2013) that were selected for publication in a special issue of the SCIENCE journal (see related references below). The registry provides details about the sampling location and methodology of each sample. Uniform resource locators (URLs) offer direct links to additional contextual environmental data and to the corresponding sequence runs used for analysis in the related literature publications in the SCIENCE journal.

Biodiversity context of selected samples from the Tara Oceans Expedition (2009-2013)

The present data set provides contextual data for samples from the Tara Oceans Expedition (2009-2013) that were selected for publication in a special issue of the SCIENCE journal (see related references below). Contextual data include various diversity indexes calculated for the sampling location using satellite and model climatologies (Darwin project, Physat) and results from the sequencing of Tara Oceans samples.

Ann Mentor, owner of P.R. Firm in New York

General note: Title and date provided by Bettye Lane.

Ann Phillips, the only woman on the NY Nationals Roller Hockey team

General note: Title and date provided by Bettye Lane.

Ann Phillips, the only woman on the NY National Roller Hockey team

General note: Title and date provided by Bettye Lane.

Ann Phillips, the only woman on the NY Nationals Roller Hockey team

General note: Title and date provided by Bettye Lane.

Bella Abzug and Mary Ann Krupsak at Women's March in Battery Park

General note: Title and date provided by Bettye Lane.

Ruth Ann Appelhof presenting at a Cerridwen Salon

Inscription: Verso: Ruth Ann Appelhof, art historian, Cerridwen Salon, New York.

Mary Jo Risher (standing), involved in custody case because her two boys were taken away from her by her husband because she is a lesbian. Risher is shown with her companion Ann Forman

General note: Title and date provided by Bettye Lane.

Measuring sawgrass in macrophyte plots at SRS-3 (Emilie Verdon, Damon Rondeau), Shark River Slough

This material is based upon work supported by the National Science Foundation through the Florida Coastal Everglades Long-Term Ecological Research program under Cooperative Agreements #DBI-0620409 and #DEB-9910514. This image is made available for non-commercial or educational use only.