scholarly journals Real-Time Interference Artifacts Suppression in Array of ToF Sensors

Sensors ◽  
2020 ◽  
Vol 20 (13) ◽  
pp. 3701 ◽  
Author(s):  
Jozef Volak ◽  
Jakub Bajzik ◽  
Silvia Janisova ◽  
Dusan Koniar ◽  
Libor Hargas
Keyword(s):  
Neural Networks ◽  
Real Time ◽  
Real World ◽  
Time Of Flight ◽  
The Novel ◽  
Filtration Method ◽  
Standard Methods ◽  
The Real ◽  
Interference Region ◽  
Filtration Algorithm

Time of Flight (ToF) sensors are the source of various errors, including the multi-camera interference artifact caused by the parallel scanning mode of the sensors. This paper presents the novel Importance Map Based Median filtration algorithm for interference artifacts suppression, as the potential 3D filtration method. The approach is based on the processing of multiple depth frames, using the extraction of the interference region and application of the interpolation. Considering the limitations and good functionalities of proposed algorithm, the combination with some standard methods was suggested. Performance of the algorithm was evaluated on the dataset consisting of the real-world objects with different texture and morphology against popular filtering methods based on neural networks and statistics.

Real-Time Unspecified Major Sub-Events Detection in the Twitter Data Stream That Cause the Change in the Sentiment Score of the Targeted Event

2017 ◽  
Vol 12 (4) ◽  
pp. 1-21 ◽  
Author(s):  
Ritesh Srivastava ◽  
M.P.S. Bhatia
Keyword(s):  
Real Time ◽  
Real World ◽  
Virtual Communities ◽  
Change Points ◽  
Time Analysis ◽  
The Real ◽  
Real Time Analysis ◽  
Twitter Data ◽  
Sentiment Score ◽  
Events Detection

Twitter behaves as a social sensor of the world. The tweets provided by the Twitter Firehose reveal the properties of big data (i.e. volume, variety, and velocity). With millions of users on Twitter, the Twitter's virtual communities are now replicating the real-world communities. Consequently, the discussions of real world events are also very often on Twitter. This work has performed the real-time analysis of the tweets related to a targeted event (e.g. election) to identify those potential sub-events that occurred in the real world, discussed over Twitter and cause the significant change in the aggregated sentiment score of the targeted event with time. Such type of analysis can enrich the real-time decision-making ability of the event bearer. The proposed approach utilizes a three-step process: (1) Real-time sentiment analysis of tweets (2) Application of Bayesian Change Points Detection to determine the sentiment change points (3) Major sub-events detection that have influenced the sentiment of targeted event. This work has experimented on Twitter data of Delhi Election 2015.

scholarly journals DeepFogSim: A Toolbox for Execution and Performance Evaluation of the Inference Phase of Conditional Deep Neural Networks with Early Exits Atop Distributed Fog Platforms

2021 ◽  
Vol 11 (1) ◽  
pp. 377
Author(s):  
Michele Scarpiniti ◽  
Enzo Baccarelli ◽  
Alireza Momenzadeh ◽  
Sima Sarv Ahrabi
Keyword(s):  
Neural Networks ◽  
Real Time ◽  
Future Internet ◽  
Operating Conditions ◽  
Graphic User Interface ◽  
Energy Aware ◽  
Internet Applications ◽  
The Real ◽  
Delay Performance ◽  
Hard Constraints

The recent introduction of the so-called Conditional Neural Networks (CDNNs) with multiple early exits, executed atop virtualized multi-tier Fog platforms, makes feasible the real-time and energy-efficient execution of analytics required by future Internet applications. However, until now, toolkits for the evaluation of energy-vs.-delay performance of the inference phase of CDNNs executed on such platforms, have not been available. Motivated by these considerations, in this contribution, we present DeepFogSim. It is a MATLAB-supported software toolbox aiming at testing the performance of virtualized technological platforms for the real-time distributed execution of the inference phase of CDNNs with early exits under IoT realms. The main peculiar features of the proposed DeepFogSim toolbox are that: (i) it allows the joint dynamic energy-aware optimization of the Fog-hosted computing-networking resources under hard constraints on the tolerated inference delays; (ii) it allows the repeatable and customizable simulation of the resulting energy-delay performance of the overall Fog execution platform; (iii) it allows the dynamic tracking of the performed resource allocation under time-varying operating conditions and/or failure events; and (iv) it is equipped with a user-friendly Graphic User Interface (GUI) that supports a number of graphic formats for data rendering. Some numerical results give evidence for about the actual capabilities of the proposed DeepFogSim toolbox.

Augmented Reality Berbasis Android Sebagai Media Pembelajaran Sistem Tata Surya

2021 ◽  
Vol 2 (1) ◽  
pp. 53-59
Author(s):  
Yulia Fatma ◽  
Armen Salim ◽  
Regiolina Hayami
Keyword(s):  
Augmented Reality ◽  
Solar System ◽  
Real Time ◽  
Real World ◽  
Virtual World ◽  
The Real ◽  
Virtual Objects ◽  
Augmented Reality Technology ◽  
The Revolution

Along with the development, the application can be used as a medium for learning. Augmented Reality is a technology that combines two-dimensional’s virtual objects and three-dimensional’s virtual objects into a real three-dimensional’s  then projecting the virtual objects in real time and simultaneously. The introduction of Solar System’s material, students are invited to get to know the planets which are directly encourage students to imagine circumtances in the Solar System. Explenational of planets form and how the planets make the revolution and rotation in books are considered less material’s explanation because its only display objects in 2D. In addition, students can not practice directly in preparing the layout of the planets in the Solar System. By applying Augmented Reality Technology, information’s learning delivery can be clarified, because in these applications are combined the real world and the virtual world. Not only display the material, the application also display images of planets in 3D animation’s objects with audio.

Ghost Meat

2021 ◽  
Vol 59 (2) ◽  
pp. 66-80
Author(s):  
Catherine Belling
Keyword(s):  
Real World ◽  
Historical Trauma ◽  
The Novel ◽  
Linear Topology ◽  
The Real ◽  
Ethical Implications ◽  
The Past ◽  
Fictional Representations ◽  
The Devil

Abstract The ambivalent attraction of feeling horror might explain some paradoxes regarding the consumption of representations of atrocities committed in the real world, in the past, on actual other people. How do horror fictions work in the transmission or exploitation of historical trauma? How might they function as prosthetic memories, at once disturbing and informative to readers who might otherwise not be exposed to those histories at all? What are the ethical implications of horror elicited by fictional representations of historical suffering? This article engages these questions through the reading of Mo Hayder’s 2004 novel The Devil of Nanking. Hayder exploits horror’s appeal and also—by foregrounding the acts of representation, reading, and spectatorship that generate this response—opens that process to critique. The novel may productively be understood as a work of posttraumatic fiction, both containing and exposing the concentric layers of our representational engagement with records of past atrocity. Through such a reading, a spherical rather than linear topology emerges for history itself, a structure of haunted and embodied consumption.

spontaneously invented a name for the creature derived from the most prominent features of its anatomy: kamdopardalis [the normal Greek word for ‘giraffe*]. (10.27.1-4) It is worth spending a little time analysing what is going on in this passage. The first point to note is that an essential piece of information, the creature’s name, is not divulged until the last possible moment, after the description is completed. The information contained in the description itself is not imparted directly by the narrator to the reader. Instead it is chan­ nelled through the perceptions of the onlooking crowd. They have never seen a giraffe before, and the withholding of its name from the reader re-enacts their inability to put a word to what they see. From their point of view the creature is novel and alien: this is conveyed partly by the naive wonderment of the description, and partly by their attempts to control the new phenomenon by fitting it into familiar categories. Hence the comparisons with leopards, camels, lions, swans, ostriches, eyeliner and ships. Eventually they assert conceptual mastery over visual experience by coining a new word to name the animal, derived from the naively observed fea­ tures of its anatomy. However, their neologism is given in Greek (kamdopardalis), although elsewhere Heliodoros is scrupulously naturalistic in observing that Ethiopians speak Ethiopian. The reader is thus made to watch the giraffe from, as it were, inside the skull of a member of the Ethiopian crowd. The narration does not objectively describe what they saw but subjectively re­ enacts their ignorance, their perceptions and processes of thought. This mode of presentation, involving the suppression of an omniscient narrator in direct communication with the reader, has the effect that the reader is made to engage with the material with the same immediacy as the fictional audience within the frame of the story: it becomes, in imagination, as real for him as it is for them. But there is a double game going on, since the reader, as a real person in the real world, differs from the fictional audience inside the novel precisely in that he does know what a giraffe is. This assumption is implicit in the way the description is structured. If Heliodoros* primary aim had been to describe a giraffe for the benefit of an ignorant reader, he would surely have begun with the animal’s name, not withheld it. So for the reader the encounter

2014 ◽  
pp. 318-318
Keyword(s):  
Real World ◽  
Visual Experience ◽  
Point Of View ◽  
The Novel ◽  
Direct Communication ◽  
The Real ◽  
Mode Of Presentation ◽  
Real Person ◽  
The Way

Real-time in the real world

1996 ◽  
Vol 28 (4es) ◽  
pp. 187 ◽  
Author(s):  
Lui Sha
Keyword(s):  
Real Time ◽  
Real World ◽  
The Real

A revenue-equivalence theorem for electricity auctions

2004 ◽  
Vol 41 (02) ◽  
pp. 299-312 ◽  
Author(s):  
Juri Hinz
Keyword(s):  
Real Time ◽  
Electricity Markets ◽  
Real World ◽  
Electricity Market ◽  
Equivalence Theorem ◽  
Revenue Equivalence ◽  
The Real ◽  
Electricity Auctions ◽  
Key Features ◽  
Total Payment

The purpose of this paper is to analyse the real-time trading of electricity. We address a model for an auction-like trading which captures key features of real-world electricity markets. Our main result establishes that, under certain conditions, the expected total payment for electricity is independent of the particular auction type. This result is analogous to the revenue-equivalence theorem known for classical auctions and could contribute to an improved understanding of different electricity market designs and their comparison.

Successful Real-Time Optimization of a Highly Complex, Integrated Gas System: Intelligent Energy in the Real World

2012 ◽  
Author(s):  
Derek Gobel ◽  
Jan Briers ◽  
Frank de Boer ◽  
Ron Cramer ◽  
Kok-Lam Lai ◽  
...  
Keyword(s):  
Real Time ◽  
Real World ◽  
The Real ◽  
Time Optimization ◽  
Gas System ◽  
Real Time Optimization
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