Reconstructing historical forest cover change in the Lower Amazon floodplains using the LandTrendr algorithm

ABSTRACTThe Amazon várzeas are an important component of the Amazon biome, but anthropic and climatic impacts have been leading to forest loss and interruption of essential ecosystem functions and services. The objectives of this study were to evaluate the capability of the Landsat-based Detection of Trends in Disturbance and Recovery (LandTrendr) algorithm to characterize changes in várzeaforest cover in the Lower Amazon, and to analyze the potential of spectral and temporal attributes to classify forest loss as either natural or anthropogenic. We used a time series of 37 Landsat TM and ETM+ images acquired between 1984 and 2009. We used the LandTrendr algorithm to detect forest cover change and the attributes of "start year", "magnitude", and "duration" of the changes, as well as "NDVI at the end of series". Detection was restricted to areas identified as having forest cover at the start and/or end of the time series. We used the Support Vector Machine (SVM) algorithm to classify the extracted attributes, differentiating between anthropogenic and natural forest loss. Detection reliability was consistently high for change events along the Amazon River channel, but variable for changes within the floodplain. Spectral-temporal trajectories faithfully represented the nature of changes in floodplain forest cover, corroborating field observations. We estimated anthropogenic forest losses to be larger (1.071 ha) than natural losses (884 ha), with a global classification accuracy of 94%. We conclude that the LandTrendr algorithm is a reliable tool for studies of forest dynamics throughout the floodplain.

ADSNARK: Nearly practical and privacy-preserving proofs on authenticated data

We study the problem of privacy-preserving proofs on authenticated data, where a party receives data from a trusted source and is requested to prove computations over the data to third parties in a correct and private way, i.e., the third party learns no information on the data but is still assured that the claimed proof is valid. Our work particularly focuses on the challenging requirement that the third party should be able to verify the validity with respect to the specific data authenticated by the source — even without having access to that source. This problem is motivated by various scenarios emerging from several application areas such as wearable computing, smart metering, or general business-to-business interactions. Furthermore, these applications also demand any meaningful solution to satisfy additional properties related to usability and scalability. In this paper, we formalize the above three-party model, discuss concrete application scenarios, and then we design, build, and evaluate ADSNARK, a nearly practical system for proving arbitrary computations over authenticated data in a privacy-preserving manner. ADSNARK improves significantly over state-of-the-art solutions for this model. For instance, compared to corresponding solutions based on Pinocchio (Oakland’13), ADSNARK achieves up to 25× improvement in proof-computation time and a 20× reduction in prover storage space.

Desenvolvimento de ferramenta vocacionada para o dimensionamento de estruturas metálicas de acordo com a NP EN 1993-1-1

Dissertação de mestrado integrado em Engenharia Civil

Introduction [to Food Safety in the Seafood Industry: A practical guide for ISO 22000 and FSSC 22000 implementation]

The prelims comprise: * Half-Title Page * Dedication Page * Title Page * Copyright Page * Table of Contents * Foreword * Acknowledgements * Disclaimer * Introduction

The illustrated dictionary of gardening :a practical and scientific encyclopædia of horticulture for gardeners and botanists /edited by George Nicholson ; assisted by J.W.H. Trail ... and J. Garrett ...

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The illustrated dictionary of gardening :a practical and scientific encyclopædia of horticulture for gardeners and botanists /edited by George Nicholson ; assisted by J.W.H. Trail ... and J. Garrett ...

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The illustrated dictionary of gardening :a practical and scientific encyclopædia of horticulture for gardeners and botanists /edited by George Nicholson ; assisted by J.W.H. Trail ... and J. Garrett ...

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The illustrated dictionary of gardening :a practical and scientific encyclopædia of horticulture for gardeners and botanists /edited by George Nicholson ; assisted by J.W.H. Trail ... and J. Garrett ...

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The illustrated dictionary of gardening :a practical and scientific encyclopædia of horticulture for gardeners and botanists /edited by George Nicholson ; assisted by J.W.H. Trail ... and J. Garrett ...

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The illustrated dictionary of gardening :a practical and scientific encyclopædia of horticulture for gardeners and botanists /edited by George Nicholson ; assisted by J.W.H. Trail ... and J. Garrett ...

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The illustrated dictionary of gardening :a practical and scientific encyclopædia of horticulture for gardeners and botanists /edited by George Nicholson ; assisted by J.W.H. Trail ... and J. Garrett ...

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The illustrated dictionary of gardening :a practical and scientific encyclopædia of horticulture for gardeners and botanists /edited by George Nicholson ; assisted by J.W.H. Trail ... and J. Garrett ...

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The illustrated dictionary of gardening :a practical and scientific encyclopædia of horticulture for gardeners and botanists /edited by George Nicholson ; assisted by J.W.H. Trail ... and J. Garrett ...

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