Remote phenology: Applying machine learning to detect phenological patterns in a cerrado savanna

Plant phenology has gained importance in the context of global change research, stimulating the development of new technologies for phenological observation. Digital cameras have been successfully used as multi-channel imaging sensors, providing measures of leaf color change information (RGB channels), or leafing phenological changes in plants. We monitored leaf-changing patterns of a cerrado-savanna vegetation by taken daily digital images. We extract RGB channels from digital images and correlated with phenological changes. Our first goals were: (1) to test if the color change information is able to characterize the phenological pattern of a group of species; and (2) to test if individuals from the same functional group may be automatically identified using digital images. In this paper, we present a machine learning approach to detect phenological patterns in the digital images. Our preliminary results indicate that: (1) extreme hours (morning and afternoon) are the best for identifying plant species; and (2) different plant species present a different behavior with respect to the color change information. Based on those results, we suggest that individuals from the same functional group might be identified using digital images, and introduce a new tool to help phenology experts in the species identification and location on-the-ground. ©2012 IEEE.

Different approaches on seed germination to look into global warming effects on Araucaria angustifolia

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Changes in phytoplankton composition in response to tides, wind-induced mixing conditions, and freshwater outflows in an urbanised estuarine complex

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

Are you experienced? Predator type and predator experience trade-offs in relation to tadpole mortality rates

Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP)

A aprendizagem matemática em uma posição de fronteira: Foregrounds e intencionalidade de estudantes de uma favela brasileira

In a large metropolis, students from different neighbourhoods can experience very different life opportunities. This can influence their attitude towards schooling and learning, including the learning of mathematics. We interviewed a group of six students from a favela in a large city in the interior of the state of São Paulo in Brazil. We invited the students to look into their future and explore whether or not there could be learning motives that linked mathematics in school to possible out-of-school practices, either in terms of possible future jobs or further studies. We identified some themes in the students' descriptions of their experiences. The first theme is discrimination. The students feel discriminated against due to the fact that they come from a poor neighbourhood. They fear being trapped in some stereotypes. The second theme is escape. There is a strong motivation to begin a new life away from the favela. A third theme concerns the obscurity of mathematics. It seems clear to everybody that education is relevant to ensure a change in life. However, the mathematics lessons do not provide any clues regarding how mathematics might function is this respect. The fourth theme is uncertainty with respect to the future. The students could easily formulate almost unattainable aspirations, while reality might impose some very heavy limitations. In this article we introduce a theoretical framework for discussing the relation between favela students' life conditions in relation to their educational experiences and opportunities. Students' intentions for learning are related to their foregrounds, that is, how they perceive their future possibilities, as made evident to them by their social environment. Students in a favela could experience what we call a borderland position, a relational space where individuals meet their social environment and come to terms with the multiple choices that cultural and economic diversity make available to them.

Interventions to promote the wearing of hearing protection

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Uma história íntima do desenho: sobre experiências de formação do desenho & dos desenhistas

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Arte, vida e formação de professores

Pós-graduação em Artes - IA

Educação ambiental e valores: diálogos e sentidos construídos nas práticas de professores de ensino fundamental

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

A contribuição de uma proposta interdisciplinar no ensino de ciências para o processo formativo de professor

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

O corpo do trabalhador

Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)

Aportes da filosofia da ciência na formação inicial de professores de Química e a mobilização do saber e do saber fazer na construção das representações científicas

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)

Apropriação do conhecimento pedagógico-tecnológico em matemática e a formação continuada de professores

Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq)

A Intervenção reflexiva como instrumento de formação continuada do educador: um estudo em classe especial

Pós-graduação em Educação - FFC

Traçando um perfil de usuários de dicionários- estudantes de letras com habilitação em língua inglesa: um novo olhar sobre dicionários para aprendizes e a formação de um usuário autônomo

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES)