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A Landscape of Bidirectional Model Transformations [chapter]

Perdita Stevens
2008 Lecture Notes in Computer Science  
They did not begin here: the fundamental idea of transforming, automatically, one model into another is at least as old as the computer, provided that we take a sufficiently broad view of what a model  ...  Model transformations are a key element in the OMG's Model Driven Development agenda.  ...  Conclusions We have surveyed the field of bidirectional model transformations, as it appears at the beginning of 2008.  ... 
doi:10.1007/978-3-540-88643-3_10 fatcat:ovpcbg5s2jgnvdddfdwzbkjb5q

Complex terrain leads to bidirectional responses of soil respiration to inter-annual water availability

Diego A. Riveros-Iregui, Brian L. McGlynn, Ryan E. Emanuel, Howard E. Epstein
2011 Global Change Biology  
This emergent, bidirectional behavior is generated from the interaction of three relatively simple elements (parabolic soil biophysics, the relative distribution of landscape positions, and inter-annual  ...  of soil respiration to inter-annual soil water availability within the landscape.  ...  Ankur Desai (University of Wisconsin), an anonymous reviewer, and the associate editor for valuable comments that improved a previous version of this manuscript, and Dr.  ... 
doi:10.1111/j.1365-2486.2011.02556.x fatcat:5pvcit62ebdajnezq6kv5otrjy

Integrating Aquatic and Terrestrial Perspectives to Improve Insights Into Organic Matter Cycling at the Landscape Scale

Zachary E. Kayler, Katrin Premke, Arthur Gessler, Mark O. Gessner, Christian Griebler, Sabine Hilt, Leif Klemedtsson, Yakov Kuzyakov, Markus Reichstein, Jan Siemens, Kai-Uwe Totsche, Lars Tranvik (+3 others)
2019 Frontiers in Earth Science  
Across a landscape, aquatic-terrestrial interfaces within and between ecosystems are hotspots of organic matter (OM) mineralization.  ...  This knowledge is crucial for a better understanding of OM cycling in a landscape context, in particular since terrestrial and aquatic compartments may respond differently to the ongoing changes in climate  ...  effect on OM transformation in a FIGURE 4 | Conceptual model of different spatio-temporal level impacts on potential OM processing and the environment in a hypothetical landscape.  ... 
doi:10.3389/feart.2019.00127 fatcat:nkfnet2vxzc7fda32lmrneaiyi

A Note on Learning Rare Events in Molecular Dynamics using LSTM and Transformer [article]

Wenqi Zeng, Siqin Cao, Xuhui Huang, Yuan Yao
2021 arXiv   pre-print
Recurrent neural networks for language models like long short-term memory (LSTM) have been utilized as a tool for modeling and predicting long term dynamics of complex stochastic molecular systems.  ...  Moreover, we also explore other models like Transformer, which do not show superior performance than LSTM in overcoming these issues.  ...  Next, we also tested the impact of unidirectional and bidirectional encoding on Transformer.  ... 
arXiv:2107.06573v1 fatcat:sujrk5ikcrhyzhzi7cs6h6hk5u

VR-based dataset for autonomous-driving system

Shouwen Yao, Jiahao Zhang, Yu Wang
2020 The Journal of Engineering  
Using the label of the object in virtual scenes, the coordinate transformation of a 3D object to a 2D plane is calculated, which makes the label of the pixel block corresponding to the object in the 2D  ...  Their recording platform is equipped with video camera models, LiDAR model and positioning system.  ...  Specifically, a layer of MultiRNNCell is encapsulated based on BasicLSTMCell to realise BLSTM-RNN (bidirectional long short-term memoryrecurrent neural networks), which is a bidirectional long and short  ... 
doi:10.1049/joe.2019.1206 fatcat:3i42d67oprhuxalrliluit3a3q

Transitioning from the traditional to the smart grid: Lessons learned from closed-loop supply chains

Andre Richter, Erwin van der Laan, Wolfgang Ketter, Konstantina Valogianni
2012 2012 International Conference on Smart Grid Technology, Economics and Policies (SG-TEP)  
The experience gained in this transformation has culminated in the concept of closedloop supply chains.  ...  Meanwhile, the electric power landscape is facing a similar development, resulting in new challenges for its centerpiece, the grid.  ...  Power TAC is an instance of a smart electricity market, where all elements of a smart grid can be modeled and fine-tuned [24] .  ... 
doi:10.1109/sg-tep.2012.6642382 fatcat:mxglpv5nhngv7j2p5a2eaktp2e

Advances in translational bioinformatics facilitate revealing the landscape of complex disease mechanisms

Jack Y Yang, A Dunker, Jun S Liu, Xiang Qin, Hamid R Arabnia, William Yang, Andrzej Niemierko, Zhongxue Chen, Zuojie Luo, Liangjiang Wang, Yunlong Liu, Dong Xu (+3 others)
2014 BMC Bioinformatics  
Combining information from different but related studies can ultimately help revealing the landscape of molecular mechanisms underlying complex diseases such as cancer.  ...  Furthermore, bidirectional promoters can co-regulate many biological pathways, where the roles of bidirectional promoters can be studied systematically for identifying co-regulating genes at interactive  ...  Acknowledgements The research at MBC was supported by the National Institutes of Health (NIH) and Arkansas Science and Technology Authority (ASTA).  ... 
doi:10.1186/1471-2105-15-s17-i1 pmid:25559210 pmcid:PMC4304187 fatcat:3nwwbbbce5grjbmf22cltwc7oa

A Web-Based Collaborative Metamodeling Environment with Secure Remote Model Access [chapter]

Matthias Farwick, Berthold Agreiter, Jules White, Simon Forster, Norbert Lanzanasto, Ruth Breu
2010 Lecture Notes in Computer Science  
model access via REST, which enables remote model modification over a simple HTTP-based interface.  ...  This contribution presents GEMSjax -a web-based metamodeling tool for the collaborative development of domain specific languages.  ...  For example, in a model of a server landscape, the remote interface can be used to signal when a new server is added to the system or when a server is down.  ... 
doi:10.1007/978-3-642-13911-6_19 fatcat:t3zfqzikxbhn5e4odmjmnzns24

Three-Dimensional Structure Analysis of Urban Landscape Based on Big Data Technology and Digital Technology

Xiaozhou Yang, Fan Bai, Hai Dong
2021 Scientific Programming  
For scenes and solutions containing SDS paths, a processing method similar to photon graphs is used and added to the calculation of two-way optical path tracking.  ...  In order to improve the effect of urban landscape design, this paper combines big data technology with digital technology.  ...  Once people develop a habit of this feeling, it can effectively extend the user's stay in the landscape space. rough the transformation of leisure and entertainment methods, the interactive landscape has  ... 
doi:10.1155/2021/7970870 fatcat:ht7ulf44nnholiprtpewxczpou

Lost — and found — in translation

Paul S. Mischel
2011 Journal of Clinical Investigation  
Can we not make room for a living, breathing dynamic science that incorporates the bidirectional flow of information between the patient and the models?  ...  We have clear examples in our midst of how we can transform the landscape. Let me give a personal example. I am engaged in an active collaboration with future ASCI president Peter Tontonoz.  ... 
doi:10.1172/jci59686 pmid:21804196 pmcid:PMC3148756 fatcat:am22a2loirbgrfkrcbuzcl27ay

Structural Efficiency of Percolated Landscapes in Flow Networks

M. Ángeles Serrano, Paolo De Los Rios, Enrico Scalas
2008 PLoS ONE  
In particular, it is possible to assess that an optimal flow network should look like a "hairy ball", so to minimize bottleneck effects and the sensitivity to failures.  ...  The analysis of such network-spanning structures in the framework of percolation theory, and in particular the key role of edge interfaces bridging the communication between core and periphery, allow us  ...  We also are indebted to Ashley Smart for providing preprocessed metabolic data files and L.A.N Amaral for a very careful and useful review of the manuscript. Author Contributions  ... 
doi:10.1371/journal.pone.0003654 pmid:18985157 pmcid:PMC2575234 fatcat:kixymn6wrzak7lfngmbbvg36nu

Generating Visualizations of Enterprise Architectures using Model Transformations

Sabine Buckl, Alexander M. Ernst, Josef Lankes, Florian Matthes, Christian M. Schweda, André Wittenburg
2015 Enterprise Modelling and Information Systems Architectures - An International Journal  
A brief overview of a prototypic implementation of this approach illustrates the practical applicability for visual modeling and documenting EA.  ...  We then point to the fundamental principles of software cartography, an approach for EA modeling, including a method for the automatic creation of visualizations based on EA models.  ...  Model transformation and metamodel -the middle To allow an automated creation of visual models of the application landscape and to ensure the consistency between these models and the underlying data, a  ... 
doi:10.18417/emisa.2.2.1 dblp:journals/emisaij/BucklELMSW07 fatcat:ji2bwgcin5g7vfuvow5n2t2ab4

Application of Digital Image Based on Machine Learning in Media Art Design

Ciguli Wu, Henry Man Fai Leung
2021 Computational Intelligence and Neuroscience  
In this paper, a generalized partial-pixel interpolation model is proposed for bidirectional prediction.  ...  The partial-pixel interpolation of bidirectional prediction is regarded as a binary regression model; that is, the integral pixel reference block in two directions is mapped to the current block to be  ...  Performance Verification of FRCNN Model with Bidirectional Prediction.  ... 
doi:10.1155/2021/8546987 pmid:34853587 pmcid:PMC8629670 fatcat:ou52gb6vyjbdzfqhrxcvbw2qmu

Parsing in a Broad Sense [chapter]

Vadim Zaytsev, Anya Helene Bagge
2014 Lecture Notes in Computer Science  
the technical research space of bidirectional mappings to build on top of the existing body of work and discover as of yet unused relationships.  ...  Having multiple representations of the same instance is common in software language engineering: models can be visualised as graphs, edited as text, serialised as XML.  ...  Obviously, the landscape of bidirectional model transformation [12] is much broader than just introducing or losing structure.  ... 
doi:10.1007/978-3-319-11653-2_4 fatcat:slzeotnewbdknogvdahjfkyvqy

Deep Patent Landscaping Model Using Transformer and Graph Embedding [article]

Seokkyu Choi, Hyeonju Lee, Eunjeong Lucy Park, Sungchul Choi
2019 arXiv   pre-print
In this paper, we propose an automated patent landscaping model based on deep learning. To analyze the text of patents, the proposed model uses a modified transformer structure.  ...  The obtained results indicate that the proposed model and datasets can attain state-of-the-art performance, as compared with current patent landscaping models.  ...  To concatenate the output of the transformer with the classification code embedding vectors, we adopted a squeeze technique from the "Bidirectional Encoder Representations from Transformers" (BERT, Devlin  ... 
arXiv:1903.05823v4 fatcat:groatfnla5hjbbnboe5upy26lm
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