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19,143 Results Found

  • Article
  • Open Access
6 Citations
3,219 Views
20 Pages

Context-Sensitive Prediction of Vessel Behavior

  • Matthias Steidel,
  • Jan Mentjes and
  • Axel Hahn

4 December 2020

Research in the field of maritime anomaly detection and vessel behavior prediction primarily focuses on developing methods for extracting typical vessel movement patterns from historical traffic data. However, contextual information is currently not...

(This article belongs to the Section Ocean Engineering)
  • Article
  • Open Access
18 Citations
3,893 Views
17 Pages

Vehicle Interaction Behavior Prediction with Self-Attention

  • Linhui Li,
  • Xin Sui,
  • Jing Lian,
  • Fengning Yu and
  • Yafu Zhou

7 January 2022

The structured road is a scene with high interaction between vehicles, but due to the high uncertainty of behavior, the prediction of vehicle interaction behavior is still a challenge. This prediction is significant for controlling the ego-vehicle. W...

(This article belongs to the Section Vehicular Sensing)
  • Article
  • Open Access
19 Citations
7,063 Views
18 Pages

Prediction of Pedestrian Crossing Behavior Based on Surveillance Video

  • Xiao Zhou,
  • Hongyu Ren,
  • Tingting Zhang,
  • Xingang Mou and ,
  • Yi He and
  • Ching-Yao Chan
  • + 1 author+ 0 author

14 February 2022

Prediction of pedestrian crossing behavior is an important issue faced by the realization of autonomous driving. The current research on pedestrian crossing behavior prediction is mainly based on vehicle camera. However, the sight line of vehicle cam...

(This article belongs to the Section Intelligent Sensors)
  • Feature Paper
  • Article
  • Open Access
11 Citations
5,452 Views
14 Pages

A Comparative Analysis of Human Behavior Prediction Approaches in Intelligent Environments

  • Aitor Almeida,
  • Unai Bermejo,
  • Aritz Bilbao,
  • Gorka Azkune and ,
  • Unai Aguilera,
  • Mikel Emaldi,
  • Fadi Dornaika and
  • Ignacio Arganda-Carreras
  • + 3 authors+ 0 author

18 January 2022

Behavior modeling has multiple applications in the intelligent environment domain. It has been used in different tasks, such as the stratification of different pathologies, prediction of the user actions and activities, or modeling the energy usage....

(This article belongs to the Special Issue Emerging IoT Technologies for Smart Environments Ⅱ)
  • Article
  • Open Access
44 Citations
9,981 Views
17 Pages

A User Purchase Behavior Prediction Method Based on XGBoost

  • Wenle Wang,
  • Wentao Xiong,
  • Jing Wang,
  • Lei Tao and ,
  • Shan Li,
  • Yugen Yi,
  • Xiang Zou and
  • Cui Li
  • + 3 authors+ 0 author

With the increasing use of electronic commerce, online purchasing users have been rapidly rising. Predicting user behavior has therefore become a vital issue based on the collected data. However, traditional machine learning algorithms for prediction...

(This article belongs to the Section Networks)
  • Review
  • Open Access
8 Citations
8,237 Views
13 Pages

20 May 2024

Short-term (with a lead time of about one week) earthquake (EQ) prediction is one of the most challenging subjects in geoscience and applied science; however, it is highly required by society because it is of essential importance in mitigating the hu...

(This article belongs to the Section Applied Physics General)
  • Article
  • Open Access
64 Citations
7,795 Views
14 Pages

23 May 2022

Driving behavior is one of the most critical factors in traffic accidents. Accurate vehicle acceleration prediction approaches can promote the development of Advanced Driving Assistance Systems (ADAS) and improve traffic safety. However, few predicti...

(This article belongs to the Special Issue Transportation Big Data and Its Applications)
  • Review
  • Open Access
50 Citations
30,453 Views
21 Pages

15 November 2024

Generative AI techniques, such as Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), and transformers, have revolutionized consumer behavior prediction by enabling the synthesis of realistic data and extracting meaningful insigh...

  • Article
  • Open Access
1 Citations
3,025 Views
19 Pages

11 May 2024

Heterogeneous data have been used to enhance behavior prediction performance; however, it involves issues such as missing data, which need to be addressed. This paper proposes enhanced pet behavior prediction via Sensor to Skeleton Generative Adversa...

(This article belongs to the Section Computing and Artificial Intelligence)
  • Article
  • Open Access
3 Citations
2,278 Views
17 Pages

Dynamic Graph Representation Learning for Passenger Behavior Prediction

  • Mingxuan Xie,
  • Tao Zou,
  • Junchen Ye,
  • Bowen Du and
  • Runhe Huang

15 August 2024

Passenger behavior prediction aims to track passenger travel patterns through historical boarding and alighting data, enabling the analysis of urban station passenger flow and timely risk management. This is crucial for smart city development and pub...

(This article belongs to the Special Issue IoT, Edge, and Cloud Computing in Smart Cities)
  • Article
  • Open Access
6 Citations
3,206 Views
18 Pages

9 September 2020

Theoretical, experimental, analytical, and statistical evaluations were performed to predict and assess the dynamic behavior of a ballasted track, such as the track support stiffness, track impact factor, or dynamic wheel–rail forces. Field mea...

(This article belongs to the Special Issue Advances on Structural Engineering, Volume II)
  • Abstract
  • Open Access
1,479 Views
1 Page

Development of Information Databases for Vegetation Fire Behavior Prediction

  • Aleksandra V. Volokitina,
  • Mikhail A. Korets and
  • Tatiana M. Sofronova

To study the vegetation affected by fires and to create databases useful for fire behavior prediction, three methodological approaches are used: (1) selective, (2) standard, and (3) individual-standard. The selective method consists of empirically st...

(This article belongs to the Proceedings of The Third International Conference on Fire Behavior and Risk)
  • Article
  • Open Access
82 Citations
13,925 Views
21 Pages

A Scenario-Adaptive Driving Behavior Prediction Approach to Urban Autonomous Driving

  • Xinli Geng,
  • Huawei Liang,
  • Biao Yu,
  • Pan Zhao and ,
  • Liuwei He and
  • Rulin Huang
  • + 1 author+ 0 author

22 April 2017

Driving through dynamically changing traffic scenarios is a highly challenging task for autonomous vehicles, especially on urban roadways. Prediction of surrounding vehicles’ driving behaviors plays a crucial role in autonomous vehicles. Most traditi...

  • Article
  • Open Access
6 Citations
2,623 Views
34 Pages

23 December 2023

Large-scale rock formations, referred to as “rockmasses”, consist of intact rock separated by pre-existing discontinuities (i.e., joints). The mechanical behavior of rockmasses is difficult to directly test in the laboratory due to the re...

(This article belongs to the Special Issue Advances in Rock and Mineral Materials)
  • Article
  • Open Access
6 Citations
5,024 Views
18 Pages

Vehicle Trajectory-Prediction Method Based on Driver Behavior-Classification and Informer Models

  • Jianyu Su,
  • Muyang Li,
  • Langqian Zhu,
  • Sijia Zhang and
  • Mingjian Liu

In order to improve the accuracy of vehicle trajectories and ensure driving safety, and considering the differences in driver behavior and the impact of these differences on vehicle trajectories, a vehicle trajectory-prediction method (DBC-Informer)...

  • Article
  • Open Access
2 Citations
2,040 Views
15 Pages

Methods of Creating Information Databases for Vegetation Fire Behavior Prediction

  • Aleksandra Volokitina,
  • Tatiana Sofronova and
  • Mikhail Korets

6 December 2022

Methods of creating information databases for predicting the behavior of vegetation fires are analyzed. A brief description is given of the developed classification of vegetation fuels (VF), which is based on long-term fundamental pyrological researc...

(This article belongs to the Section Chemical, Civil and Environmental Engineering)
  • Article
  • Open Access
11 Citations
5,366 Views
22 Pages

30 November 2022

Real-time monitoring of the battery thermal status is important to ensure the effectiveness of battery thermal management system (BTMS), which can effectively avoid thermal runaway. In the study of BTMS, driver behavior is one of the factors affectin...

(This article belongs to the Section E: Electric Vehicles)
  • Article
  • Open Access
8 Citations
3,482 Views
16 Pages

In the current competition process of e-commerce platforms, the technical and algorithmic wars that can quickly grasp user needs and accurately recommend target commodities are the core tools of platform competition. At the same time, the existing on...

(This article belongs to the Topic Digital Marketing Dynamics: From Browsing to Buying)
  • Article
  • Open Access
10 Citations
3,626 Views
15 Pages

21 April 2023

Behavioral prediction modeling applies statistical techniques for classifying, recognizing, and predicting behavior using various data. However, performance deterioration and data bias problems occur in behavioral prediction. This study proposed that...

(This article belongs to the Special Issue Wearables and Artificial Intelligence in Health Monitoring)
  • Article
  • Open Access
4 Citations
3,419 Views
22 Pages

Trajectory Tracking Control for Intelligent Vehicles Based on Cut-In Behavior Prediction

  • Chongpu Chen,
  • Jianhua Guo,
  • Chong Guo,
  • Xiaohan Li and
  • Chaoyi Chen

26 November 2021

For intelligent vehicles, trajectory tracking control is of vital importance. However, due to the cut-in possibility of adjacent vehicles, trajectory planning of intelligent vehicles is challenging. Therefore, this paper proposes a trajectory trackin...

(This article belongs to the Section Systems & Control Engineering)
  • Article
  • Open Access
13 Citations
4,666 Views
18 Pages

Lateral and Longitudinal Driving Behavior Prediction Based on Improved Deep Belief Network

  • Lei Yang,
  • Chunqing Zhao,
  • Chao Lu,
  • Lianzhen Wei and
  • Jianwei Gong

20 December 2021

Accurately predicting driving behavior can help to avoid potential improper maneuvers of human drivers, thus guaranteeing safe driving for intelligent vehicles. In this paper, we propose a novel deep belief network (DBN), called MSR-DBN, by integrati...

(This article belongs to the Section Vehicular Sensing)
  • Article
  • Open Access
7 Citations
3,394 Views
23 Pages

Towards Explainable Pedestrian Behavior Prediction: A Neuro-Symbolic Framework for Autonomous Driving

  • Angie Nataly Melo Castillo,
  • Carlota Salinas Maldonado and
  • Miguel Ángel Sotelo

3 June 2025

In the context of autonomous driving, predicting pedestrian behavior is a critical component for enhancing road safety. Currently, the focus of such predictions extends beyond accuracy and reliability, placing increasing emphasis on the explainabilit...

  • Article
  • Open Access
3 Citations
2,572 Views
19 Pages

6 October 2024

Although deep learning techniques have potential in vehicle behavior prediction, it is difficult to integrate traffic rules and environmental information. Moreover, its black-box nature leads to an opaque and difficult-to-interpret prediction process...

(This article belongs to the Section Vehicular Sensing)
  • Article
  • Open Access
82 Citations
11,337 Views
18 Pages

22 February 2013

In recent years, activity recognition in smart homes is an active research area due to its applicability in many applications, such as assistive living and healthcare. Besides activity recognition, the information collected from smart homes has great...

(This article belongs to the Section Physical Sensors)
  • Article
  • Open Access
5 Citations
2,818 Views
16 Pages

28 January 2025

Predicting seafood consumption behavior is essential for fishing companies to adjust their production plans and marketing strategies. To achieve accurate predictions, this paper introduces a model for forecasting seafood consumption behavior based on...

(This article belongs to the Topic Consumer Behaviour and Healthy Food Consumption)
  • Article
  • Open Access
169 Views
30 Pages

30 October 2026

Understanding how heating, ventilation, and air-conditioning (HVAC) operating-state predictability and predictive information change with forecast horizon is important for occupant-centric building operation. To systematically examine these changes f...

(This article belongs to the Section Building Energy, Physics, Environment, and Systems)
  • Article
  • Open Access
30 Citations
3,680 Views
14 Pages

UAV Behavior-Intention Estimation Method Based on 4-D Flight-Trajectory Prediction

  • Honghai Zhang,
  • Yongjie Yan,
  • Shan Li,
  • Yuxin Hu and
  • Hao Liu

12 November 2021

Aiming at the limitation of the traditional four-dimensional (4-D) trajectory-prediction model of unmanned aerial vehicles (UAV), a 4-D trajectory combined prediction model based on a genetic algorithm is proposed. Based on historical flight data and...

(This article belongs to the Special Issue Mobility Sustainability: Ecological, Smart and Connected Transportation Systems)
  • Article
  • Open Access
5 Citations
2,486 Views
24 Pages

Video Abnormal Behavior Recognition and Trajectory Prediction Based on Lightweight Skeleton Feature Extraction

  • Ling Wang,
  • Cong Ding,
  • Yifan Zhang,
  • Tie Hua Zhou and ,
  • Wei Ding,
  • Keun Ho Ryu and
  • Kwang Woo Nam
  • + 2 authors+ 0 author

7 June 2024

Video action recognition based on skeleton nodes is a highlighted issue in the computer vision field. In real application scenarios, the large number of skeleton nodes and behavior occlusion problems between individuals seriously affect recognition s...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access
5 Citations
5,131 Views
13 Pages

24 February 2018

Recently, bio-inspired artificial muscles based on ionic polymers have shown a bright perspective in engineering and medical research, but the inherent tremor behavior can cause instability of output response. In this paper, dynamic additional grey c...

(This article belongs to the Section Materials Science and Engineering)
  • Article
  • Open Access
24 Citations
4,142 Views
16 Pages

EV Charging Behavior Analysis and Load Prediction via Order Data of Charging Stations

  • Shiqian Wang,
  • Bo Liu,
  • Qiuyan Li,
  • Ding Han and ,
  • Jianshu Zhou and
  • Yue Xiang
  • + 1 author+ 0 author

20 February 2025

To understand the charging behavior of electric vehicle (EV) users and the sustainable use of the flexibility resources of EV, EV charging behavior analysis and load prediction via order data of charging stations was proposed. The user probability di...

(This article belongs to the Special Issue Sustainable Management for Distributed Energy Resources)
  • Article
  • Open Access
4 Citations
2,698 Views
13 Pages

2 October 2024

The widespread use of technology has led to a transformation of human behaviors and habits into the digital space; and generating extensive data plays a crucial role when coupled with forecasting techniques in guiding marketing decision-makers and sh...

(This article belongs to the Special Issue Applications of Deep Learning and Artificial Intelligence Methods: 2nd Edition)
  • Article
  • Open Access
636 Views
29 Pages

17 August 2026

Customer segmentation and purchase behavior prediction are fundamental tasks in intelligent e-commerce systems, enabling personalized marketing strategies and data-driven customer relationship management. However, conventional machine learning and gr...

(This article belongs to the Section Artificial Intelligence)
  • Article
  • Open Access
4 Citations
2,959 Views
17 Pages

18 October 2022

With the aging trend in megacities, the travel behaviors of the elderly have attracted much attention. Accurate prediction of the travel behaviors of the elderly is a key link to meet the traffic demand and public facilities’ optimization. The...

(This article belongs to the Section Sustainable Transportation)
  • Review
  • Open Access
2 Citations
4,336 Views
23 Pages

16 October 2025

Forest and grassland fire behavior prediction is increasingly critical under climate change, as rising fire frequency and intensity threaten ecosystems and human societies worldwide. This paper reviews the status and future development trends of wild...

(This article belongs to the Section Fire Science Models, Remote Sensing, and Data)
  • Article
  • Open Access
6 Citations
4,773 Views
13 Pages

Opponent Hitting Behavior Prediction and Ball Location Control for a Table Tennis Robot

  • Yunfeng Ji,
  • Yue Mao,
  • Fangfei Suo,
  • Xiaoyi Hu and ,
  • Yunfeng Hou and
  • Ye Yuan
  • + 1 author+ 0 author

The hitting position and velocity control for table tennis robots have been investigated widely in the literature. However, most of the studies conducted do not consider the opponent’s hitting behaviors, which may reduce hitting accuracy. This...

(This article belongs to the Special Issue Biologically Inspired Design and Control of Robots)
  • Article
  • Open Access
6 Citations
2,131 Views
13 Pages

14 April 2024

In recent decades, loess landslide events have attracted increasing attention in the South Jingyang tableland. To elucidate the mechanical mechanism of landslide initiation in the region, this work collected undisturbed loess and paleosol samples tak...

(This article belongs to the Topic New Trends in Rock Materials Mechanics and Engineering Geology)
  • Article
  • Open Access
7 Citations
3,311 Views
14 Pages

22 July 2024

Lane changing behavior (LCB) prediction is a crucial functionality of advanced driver-assistance systems and autonomous vehicles. Predicting whether or not the driver of a considered ego vehicle is likely to change lanes in the near future plays an i...

  • Article
  • Open Access
4 Citations
2,291 Views
14 Pages

Thermal Behavior Prediction of Sludge Co-Combustion with Coal: Curve Extraction and Artificial Neural Networks

  • Chaojun Wen,
  • Junlin Lu,
  • Xiaoqing Lin,
  • Yuxuan Ying and ,
  • Yunfeng Ma,
  • Hong Yu,
  • Wenxin Yu,
  • Qunxing Huang,
  • Xiaodong Li and
  • Jianhua Yan
  • + 5 authors+ 0 author

28 July 2023

Previous studies on the co-combustion of sludge and coal have not effectively utilized the characteristics of the combustion process to predict thermal behavior. Therefore, focusing on these combustion process characteristics is essential to understa...

(This article belongs to the Section Energy Systems)
  • Article
  • Open Access
15 Citations
3,414 Views
26 Pages

18 August 2022

Occupant behavior based on natural ventilation has a significant impact on building energy consumption. It is important for the quantification of occupant-behavior models to select observed variables, i.e., features that affect the state of window op...

(This article belongs to the Special Issue Thermal Comfort and Energy Use in Buildings)
  • Article
  • Open Access
44 Citations
8,275 Views
14 Pages

20 April 2020

Career choice has a pivotal role in college students’ life planning. In the past, professional career appraisers used questionnaires or diagnoses to quantify the factors potentially influencing career choices. However, due to the complexity of...

(This article belongs to the Special Issue Big Data Analysis and Visualization)
  • Article
  • Open Access
13 Citations
4,228 Views
19 Pages

The Low-Cycle Fatigue Behavior, Microstructure Evolution, and Life Prediction of SS304: Influence of Temperature

  • Ting Mei,
  • Quanyi Wang,
  • Meng Liu,
  • Yunqing Jiang and ,
  • Tongfei Zou and
  • Yifan Cai
  • + 1 author+ 0 author

21 September 2023

To study the fatigue failure and microstructure evolution behavior of SS304, low-cycle fatigue tests are conducted at room temperature (RT), 300 °C, and 650 °C. The results indicate that, because of the influence of the dislocation walls, car...

(This article belongs to the Special Issue Mechanics Behavior, Fatigue Damage, and Microstructure Evolution of Metallic Material)
  • Article
  • Open Access
9 Citations
5,333 Views
22 Pages

With the ongoing development of automated driving systems, the crucial task of predicting pedestrian behavior is attracting growing attention. The prediction of future pedestrian trajectories from the ego-vehicle camera perspective is particularly ch...

(This article belongs to the Special Issue Deep Learning and Applications)
  • Article
  • Open Access
2 Citations
2,086 Views
26 Pages

28 April 2025

This investigation analyses driving behaviors that lead to accidents on overly sharp mountain road curves in Nanjing Province, China. We collected information through field observations and driving simulations while analyzing key indicators like the...

  • Proceeding Paper
  • Open Access
3 Citations
2,289 Views
7 Pages

15 October 2021

The present work aims to predict the cyclic behavior and fatigue life of 316 FR stainless steel specimens at 650 °C. First, the samples were modeled using finite element analysis under different strain amplitudes, and the obtained numerical hyste...

(This article belongs to the Proceedings of The 2nd International Electronic Conference on Applied Sciences)
  • Article
  • Open Access
16 Citations
6,612 Views
22 Pages

24 April 2025

This paper proposes an enhanced local path planning method based on the Dynamic Window Approach (DWA), enabling a mobile robot to safely avoid obstacles and efficiently reach its destination. To overcome the limitations of the conventional DWA in han...

(This article belongs to the Section Control Systems)
  • Article
  • Open Access
1 Citations
3,141 Views
18 Pages

Predicting internet user demographics based on traffic behavior analysis can provide effective clues for the decision making of network administrators. Nonetheless, most of the existing researches overly rely on hand-crafted features, and they also s...

(This article belongs to the Section Computer Science & Engineering)
  • Article
  • Open Access
3 Citations
2,981 Views
13 Pages

Development of a Fuel Model for Cistus spp. and Testing Its Fire Behavior Prediction Performance

  • Miltiadis Athanasiou,
  • Aristotelis Martinis,
  • Evangelia Korakaki and
  • Evangelia V. Avramidou

25 June 2023

This paper presents the development of a fuel model that can describe fuel situations in areas dominated by Cistus spp. (rockrose) in Greece. In order to obtain the necessary fuel data, thirty (30) 1 m2 plots were destructively sampled in phryganic a...

  • Article
  • Open Access
16 Citations
6,271 Views
13 Pages

Emotional Intelligence and Executive Functions in the Prediction of Prosocial Behavior in High School Students. An InterDisciplinary Approach between Neuroscience and Education

  • Luis Espino-Díaz,
  • Gemma Fernández-Caminero,
  • Carmen-María Hernández-Lloret,
  • Hugo González-González and
  • José-Luis Álvarez-Castillo

31 August 2021

One of the most analyzed variables in educational research is prosocial behavior, given its relevance and its application in favor of a culture of peace, the construction of solid democratic societies and the development of social justice. For this r...

(This article belongs to the Section Pediatric Neurology & Neurodevelopmental Disorders)
  • Article
  • Open Access
7 Citations
3,562 Views
15 Pages

Microstructure Control and Friction Behavior Prediction of Laser Cladding Ni35A+TiC Composite Coatings

  • Xu Huang,
  • Chang Liu,
  • Hao Zhang,
  • Changrong Chen and ,
  • Guofu Lian,
  • Jibin Jiang,
  • Meiyan Feng and
  • Mengning Zhou
  • + 3 authors+ 0 author

9 August 2020

The premise of surface strengthening and repair of high valued components is to identify the relationship between coating formulation, structure, and properties. Based on the full factorial design, the effects of process parameters (laser power, scan...

(This article belongs to the Special Issue Additively Manufactured Coatings)
  • Article
  • Open Access
468 Views
17 Pages

7 September 2026

Predicting academic performance in face-to-face computing and software engineering courses is hindered by the limited availability of fine-grained process data. This study proposes STEAP, a camera-based static–temporal fusion framework that int...

(This article belongs to the Section Sensing and Imaging)

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