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  • Article
  • Open Access
23 Citations
7,882 Views
15 Pages

Application of Reinforcement Learning to a Robotic Drinking Assistant

  • Tejas Kumar Shastha,
  • Maria Kyrarini and
  • Axel Gräser

18 December 2019

Meal assistant robots form a very important part of the assistive robotics sector since self-feeding is a priority activity of daily living (ADL) for people suffering from physical disabilities like tetraplegia. A quick survey of the current trends i...

  • Communication
  • Open Access
11 Citations
5,212 Views
27 Pages

Important Preliminary Insights for Designing Successful Communication between a Robotic Learning Assistant and Children with Autism Spectrum Disorder in Germany

  • Aike C. Horstmann,
  • Lisa Mühl,
  • Louisa Köppen,
  • Maike Lindhaus,
  • Dunja Storch,
  • Monika Bühren,
  • Hanns Rüdiger Röttgers and
  • Jarek Krajewski

4 December 2022

Early therapeutic intervention programs help children diagnosed with Autism Spectrum Disorder (ASD) to improve their socio-emotional and functional skills. To relieve the children’s caregivers while ensuring that the children are adequately sup...

  • Article
  • Open Access
1,135 Views
24 Pages

Investigating Learning Assistance by Demonstration for Robotic Wheelchairs: A Simulation Approach

  • Vinícius Barbosa Schettino,
  • Murillo Ferreira dos Santos and
  • Paolo Mercorelli

28 September 2025

A major challenge for robots that provide physical assistance is adapting to the needs of different people. To overcome this, personalised assistive models can be created by observing the demonstrations of help provided by an assistant, a setting kno...

  • Article
  • Open Access
15 Citations
3,849 Views
15 Pages

The Influence of Robot-Assisted Learning System on Health Literacy and Learning Perception

  • Chun-Wang Wei,
  • Hao-Yun Kao,
  • Wen-Hsiung Wu,
  • Chien-Yu Chen and
  • Hsin-Pin Fu

Healthy aging is a new challenge for the world. Therefore, health literacy education is a key issue in the current health care field. This research has developed a robot-assisted learning system to explore the possibility of significantly improving h...

  • Systematic Review
  • Open Access
15 Citations
2,804 Views
13 Pages

Learning Curves in Pediatric Robot-Assisted Pyeloplasty: A Systematic Review

  • Niklas Pakkasjärvi,
  • Nellai Krishnan,
  • Liisi Ripatti and
  • Sachit Anand

24 November 2022

Background: Robot-assisted surgery demands a specific skillset of surgical knowledge, skills, and attitudes from the robotic surgeon to function as part of the robotic team and for maximal utility of the assistive surgical robot. Subsequently, the le...

  • Article
  • Open Access
3 Citations
1,739 Views
16 Pages

Robot-Assisted Microsurgery Has a Steeper Learning Curve in Microsurgical Novices

  • Felix Struebing,
  • Jonathan Weigel,
  • Emre Gazyakan,
  • Laura Cosima Siegwart,
  • Charlotte Holup,
  • Ulrich Kneser and
  • Arne Hendrik Boecker

9 May 2025

Introduction: Mastering microsurgery requires advanced fine motor skills, hand–eye coordination, and precision, making it challenging for novices. Robot-assisted microsurgery offers benefits, such as eliminating physiological tremors and enhanc...

  • Article
  • Open Access
4 Citations
2,553 Views
24 Pages

1 September 2023

A typical example of a robot used in education is the assistive teaching robot, which has much potential to enhance teaching and learning as well as to promote sustainable learning. However, there needs to be formalized selection and evaluation proce...

  • Article
  • Open Access
13 Citations
7,239 Views
14 Pages

Our previous study proposed an automatic fall risk assessment and related risk reduction measures. A nursing system to reduce patient accidents was also developed, therefore reducing the caregiving load of the medical staff in hospitals. However, the...

  • Article
  • Open Access
1,972 Views
24 Pages

This paper presents a Self-Learning Robotic System (SLRS) for healthcare assistance using Deep Imitation Learning (DIL). The proposed SLRS solution can observe and replicate human demonstrations, thereby acquiring complex skills without the need for...

  • Review
  • Open Access
47 Citations
7,649 Views
37 Pages

Although educational robots are known for their capability to support language learning, how actual interaction processes lead to positive learning outcomes has not been sufficiently examined. To explore the instructional design and the interaction e...

  • Review
  • Open Access
18 Citations
5,553 Views
14 Pages

Learning Curve in Robotic-Assisted Total Knee Arthroplasty: A Systematic Review of the Literature

  • Giorgio Cacciola,
  • Francesco Bosco,
  • Fortunato Giustra,
  • Salvatore Risitano,
  • Marcello Capella,
  • Alessandro Bistolfi,
  • Alessandro Massè and
  • Luigi Sabatini

1 November 2022

Several innovations have been introduced in recent years to improve total knee arthroplasty (TKA). Robotic-assisted surgery is gaining popularity for more precise implant placement while minimizing soft tissue injury. The main concerns are increased...

  • Article
  • Open Access
9 Citations
5,024 Views
9 Pages

Pitch It Right: Using Prosodic Entrainment to Improve Robot-Assisted Foreign Language Learning in School-Aged Children

  • Bo Molenaar,
  • Breixo Soliño Fernández,
  • Alessandra Polimeno,
  • Emilia Barakova and
  • Aoju Chen

Robot-assisted language learning (RALL) is a promising application when employing social robots to help both children and adults acquire a language and is an increasingly widely studied area of child–robot interaction. By introducing prosodic e...

  • Article
  • Open Access
10 Citations
3,177 Views
10 Pages

Analysis of the Initial Learning Curve for Robotic-Assisted Total Knee Arthroplasty Using the ROSA® Knee System

  • Inmaculada Neira,
  • Rafael Llopis,
  • Luis Cuadrado,
  • David Fernández,
  • Enrique Villanueva,
  • Néstor Nuño and
  • Francisco Forriol

6 June 2024

Background/Objectives: Total knee arthroplasty (TKA) is a frequent procedure in orthopedic surgery. Advances in TKA include the development of robotic-assisted systems. Training in raTKA entails a learning curve to achieve proficiency comparable to c...

  • Article
  • Open Access
14 Citations
4,300 Views
15 Pages

Learning-Based Motion-Intention Prediction for End-Point Control of Upper-Limb-Assistive Robots

  • Sibo Yang,
  • Neha P. Garg,
  • Ruobin Gao,
  • Meng Yuan,
  • Bernardo Noronha,
  • Wei Tech Ang and
  • Dino Accoto

10 March 2023

The lack of intuitive and active human–robot interaction makes it difficult to use upper-limb-assistive devices. In this paper, we propose a novel learning-based controller that intuitively uses onset motion to predict the desired end-point pos...

  • Article
  • Open Access
5 Citations
3,472 Views
12 Pages

When a lunar assisted robot helps an astronaut turn over or transports the astronaut from the ground, the trajectory of the robot’s dual arms should be automatically planned according to the unstructured environment on the lunar surface. In thi...

  • Article
  • Open Access
24 Citations
5,514 Views
21 Pages

3 February 2021

Manipulation of heavy objects in industries is very necessary, but manual manipulation is tedious, adversely affects a worker’s health and safety, and reduces efficiency. On the contrary, autonomous robots are not flexible to manipulate heavy objects...

  • Article
  • Open Access
3 Citations
1,329 Views
12 Pages

Evaluation of the Learning Curve Threshold in Robot-Assisted Lung Cancer Surgery: A Nationwide Population-Based Study

  • Pierre-Benoit Pages,
  • Jonathan Cottenet,
  • Leslie Madelaine,
  • Florian Dhérissard,
  • Halim Abou-Hanna,
  • Alain Bernard and
  • Catherine Quantin

18 December 2024

Background: Recent publications suggest that the threshold for validation of the learning curve is 25 procedures. The aim of this study was to evaluate this threshold using another rarely used method, based on a composite quality indicator. Methods:...

  • Article
  • Open Access
48 Citations
6,271 Views
17 Pages

ARCS-Assisted Teaching Robots Based on Anticipatory Computing and Emotional Big Data for Improving Sustainable Learning Efficiency and Motivation

  • Yi-Zeng Hsieh,
  • Shih-Syun Lin,
  • Yu-Cin Luo,
  • Yu-Lin Jeng,
  • Shih-Wei Tan,
  • Chao-Rong Chen and
  • Pei-Ying Chiang

12 July 2020

Under the vigorous development of global anticipatory computing in recent years, there have been numerous applications of artificial intelligence (AI) in people’s daily lives. Learning analytics of big data can assist students, teachers, and sc...

  • Article
  • Open Access
7 Citations
2,366 Views
16 Pages

Early Learning Curve in Robotic-Assisted Total Knee Arthroplasty: A Single-Center Experience

  • David Putzer,
  • Lennart Schroeder,
  • Georgi Wassilew,
  • Michael Liebensteiner,
  • Michael Nogler and
  • Martin Thaler

28 November 2024

Background/Objectives: This study evaluated the learning curve for robotic-assisted total knee arthroplasty (RA TKA) performed by three experienced surgeons, focusing on procedure duration, surgeon satisfaction, and confidence. Methods: A prospective...

  • Article
  • Open Access
84 Citations
12,864 Views
21 Pages

Recent studies suggest that some children with autism prefer robots as tutors for improving their social interaction and communication abilities which are impaired due to their disorder. Indeed, research has focused on developing a very promising for...

  • Article
  • Open Access
71 Citations
11,568 Views
20 Pages

This action research created an application system using robots as a tool for training English-language tour guides. It combined artificial intelligence (AI) and virtual reality (VR) technologies to develop content for tours and a 3D VR environment u...

  • Article
  • Open Access
10 Citations
2,066 Views
13 Pages

Learning Curve Analysis of Robotic-Assisted Mitral Valve Repair with COVID-19 Exogenous Factor: A Single Center Experience

  • Laura Giroletti,
  • Valentina Brembilla,
  • Ascanio Graniero,
  • Giovanni Albano,
  • Nicola Villari,
  • Claudio Roscitano,
  • Matteo Parrinello,
  • Valentina Grazioli,
  • Ettore Lanzarone and
  • Alfonso Agnino

29 August 2023

Background and objective Renewed interest in robot-assisted cardiac procedures has been demonstrated by several studies. However, concerns have been raised about the need for a long and complex learning curve. In addition, the COVID-19 pandemic in 20...

  • Article
  • Open Access
43 Citations
14,525 Views
13 Pages

11 May 2022

Upper limb amputation severely affects the quality of life and the activities of daily living of a person. In the last decade, many robotic hand prostheses have been developed which are controlled by using various sensing technologies such as artific...

  • Review
  • Open Access
158 Citations
10,252 Views
26 Pages

Deep Learning-Assisted Smart Process Planning, Robotic Wireless Sensor Networks, and Geospatial Big Data Management Algorithms in the Internet of Manufacturing Things

  • George Lăzăroiu,
  • Mihai Andronie,
  • Mariana Iatagan,
  • Marinela Geamănu,
  • Roxana Ștefănescu and
  • Irina Dijmărescu

The purpose of our systematic review is to examine the recently published literature on the Internet of Manufacturing Things (IoMT), and integrate the insights it configures on deep learning-assisted smart process planning, robotic wireless sensor ne...

  • Article
  • Open Access
2 Citations
1,454 Views
20 Pages

Deep Learning Strategies for Semantic Segmentation in Robot-Assisted Radical Prostatectomy

  • Elena Sibilano,
  • Claudia Delprete,
  • Pietro Maria Marvulli,
  • Antonio Brunetti,
  • Francescomaria Marino,
  • Giuseppe Lucarelli,
  • Michele Battaglia and
  • Vitoantonio Bevilacqua

2 October 2025

Robot-assisted radical prostatectomy (RARP) has become the most prevalent treatment for patients with organ-confined prostate cancer. Despite superior outcomes, suboptimal vesicourethral anastomosis (VUA) may lead to serious complications, including...

  • Systematic Review
  • Open Access
6 Citations
3,711 Views
17 Pages

The Impact of Machine Learning and Robot-Assisted Gait Training on Spinal Cord Injury: A Systematic Review and Meta-Analysis

  • Dewa Putu Wisnu Wardhana,
  • Sri Maliawan,
  • Tjokorda Gde Bagus Mahadewa,
  • Rohadi Muhammad Rosyidi and
  • Sinta Wiranata

22 November 2023

Introduction: Spinal cord injury (SCI) is a significant and transforming event, with an estimated annual incidence of 40 cases per million individuals in North America. Considering the significance of accurate diagnosis and effective therapy in manag...

  • Article
  • Open Access
28 Citations
2,751 Views
13 Pages

Initial Learning Curve for Robot-Assisted Total Knee Arthroplasty in a Dedicated Orthopedics Center

  • Serban Dragosloveanu,
  • Mihnea-Alexandru Petre,
  • Bogdan Sorin Capitanu,
  • Christiana Diana Maria Dragosloveanu,
  • Romica Cergan and
  • Cristian Scheau

6 November 2023

Background and objectives: Our study aimed to assess the learning curve for robot-assisted (RA) total knee arthroplasty (TKA) in our hospital, compare operative times between RA-TKAs and manual TKAs, and assess the early complications rate between th...

  • Article
  • Open Access
1,094 Views
16 Pages

Predicting Biochemical Recurrence After Robot-Assisted Prostatectomy with Interpretable Machine Learning Model

  • Tianwei Zhang,
  • Hisamitsu Ide,
  • Jun Lu,
  • Yan Lu,
  • Toshiyuki China,
  • Masayoshi Nagata,
  • Tsuyoshi Hachiya and
  • Shigeo Horie

7 October 2025

Background: This study aimed to develop and evaluate machine learning (ML) models to predict biochemical recurrence (BCR) after robot-assisted radical prostatectomy (RARP). Methods: We retrospectively analyzed clinical data from 1125 patients who und...

  • Article
  • Open Access
9 Citations
2,469 Views
7 Pages

Robot-Assisted Radical Prostatectomy (RARP) Trifecta Learning Curve for Surgeons with Previous Experience in Laparoscopy

  • Altez-Fernandez Carlos,
  • Vazquez-Martul Dario,
  • Răzvan-Ionut Popescu,
  • Corrales Mariela and
  • Chantada-Abal Venancio

24 June 2024

Background and Objectives: Robot-assisted radical prostatectomy (RARP) is a complex surgery with a steep learning curve (LC). No clear evidence exists for how previous laparoscopic experience affects the RARP LC. We report the LC of three surgeons wi...

  • Article
  • Open Access
2 Citations
3,532 Views
23 Pages

Cognitive Learning and Robotics: Innovative Teaching for Inclusivity

  • Nurziya Oralbayeva,
  • Aida Amirova,
  • Anna CohenMiller and
  • Anara Sandygulova

We present the interdisciplinary CoWriting Kazakh project in which a social robot acts as a peer in learning the new Kazakh Latin alphabet, to which Kazakhstan is going to shift from the current Kazakh Cyrillic by 2030. We discuss the past literature...

  • Article
  • Open Access
1 Citations
3,185 Views
21 Pages

Biologically Inspired Self-Organizing Computational Model to Mimic Infant Learning

  • Karthik Kumar Santhanaraj,
  • Dinakaran Devaraj,
  • Ramya MM,
  • Joshuva Arockia Dhanraj and
  • Kuppan Chetty Ramanathan

Recent technological advancements have fostered human–robot coexistence in work and residential environments. The assistive robot must exhibit humane behavior and consistent care to become an integral part of the human habitat. Furthermore, the robot...

  • Article
  • Open Access
10 Citations
4,178 Views
18 Pages

Modular Robotic Limbs for Astronaut Activities Assistance

  • Sikai Zhao,
  • Jie Zhao,
  • Dongbao Sui,
  • Tianshuo Wang,
  • Tianjiao Zheng,
  • Chuanwu Zhao and
  • Yanhe Zhu

21 September 2021

In order to meet the assist requirements of extravehicular activity (EVA) for astronauts, such as moving outside the international space station (ISS) or performing on-orbit tasks by a single astronaut, this paper proposes an astronaut robotic limbs...

  • Article
  • Open Access
5 Citations
4,491 Views
24 Pages

Socially assistive robots are widely deployed in interventions with children on the autism spectrum, exploiting the benefits of this technology in social behavior intervention plans, while reducing their autistic behavior. Furthermore, innovations in...

  • Article
  • Open Access
9 Citations
5,602 Views
19 Pages

4 April 2023

Intelligent multi-purpose robotic assistants have the potential to assist nurses with a variety of non-critical tasks, such as object fetching, disinfecting areas, or supporting patient care. This paper focuses on enabling a multi-purpose robot to gu...

  • Perspective
  • Open Access
52 Citations
12,266 Views
19 Pages

Wearable Assistive Robotics: A Perspective on Current Challenges and Future Trends

  • Uriel Martinez-Hernandez,
  • Benjamin Metcalfe,
  • Tareq Assaf,
  • Leen Jabban,
  • James Male and
  • Dingguo Zhang

12 October 2021

Wearable assistive robotics is an emerging technology with the potential to assist humans with sensorimotor impairments to perform daily activities. This assistance enables individuals to be physically and socially active, perform activities independ...

  • Review
  • Open Access
2 Citations
1,829 Views
8 Pages

Outcomes of Robotic Surgery for Low-Volume Surgeons

  • Sridhar Panaiyadiyan and
  • Rajeev Kumar

16 September 2022

When the outcomes are equivalent to the open technique, conventional laparoscopy is a preferred surgical approach because of its minimal invasiveness. However, outcomes following laparoscopy depend on the surgeon’s expertise, and there is a significa...

  • Article
  • Open Access
11 Citations
4,401 Views
22 Pages

Vision-Based Object Manipulation for Activities of Daily Living Assistance Using Assistive Robot

  • Md Tanzil Shahria,
  • Jawhar Ghommam,
  • Raouf Fareh and
  • Mohammad Habibur Rahman

15 April 2024

The increasing prevalence of upper and lower extremity (ULE) functional deficiencies presents a significant challenge, as it restricts individuals’ ability to perform daily tasks independently. Robotic devices are emerging as assistive devices...

  • Article
  • Open Access
6 Citations
4,145 Views
22 Pages

Prospects of Robots in Assisted Living Environment

  • Safdar Mahmood,
  • Kwame Owusu Ampadu,
  • Konstantinos Antonopoulos,
  • Christos Panagiotou,
  • Sergio Andres Pertuz Mendez,
  • Ariel Podlubne,
  • Christos Antonopoulos,
  • Georgios Keramidas,
  • Michael Hübner and
  • Nikolaos Voros
  • + 1 author

26 August 2021

From caretaking activities for elderly people to being assistive in healthcare setup, mobile and non-mobile robots have the potential to be highly applicable and serviceable. The ongoing pandemic has shown that human-to-human contact in healthcare in...

  • Article
  • Open Access
3 Citations
3,771 Views
15 Pages

Method for Bottle Opening with a Dual-Arm Robot

  • Francisco J. Naranjo-Campos,
  • Juan G. Victores and
  • Carlos Balaguer

23 September 2024

This paper introduces a novel approach to robotic assistance in bottle opening using the dual-arm robot TIAGo++. The solution enhances accessibility by addressing the needs of individuals with injuries or disabilities who may require help with common...

  • Article
  • Open Access
4 Citations
3,334 Views
20 Pages

27 November 2024

The increasing number of individuals with disabilities—over 61 million adults in the United States alone—underscores the urgent need for technologies that enhance autonomy and independence. Among these individuals, millions rely on wheelc...

  • Article
  • Open Access
11 Citations
3,307 Views
13 Pages

Learning Curve of Robotic Lobectomy for the Treatment of Lung Cancer: How Does It Impact on the Autonomic Nervous System of the Surgeon?

  • Antonio Mazzella,
  • Shehab Mohamed,
  • Patrick Maisonneuve,
  • Giulia Sedda,
  • Andrea Cara,
  • Monica Casiraghi,
  • Francesco Petrella,
  • Stefano Maria Donghi,
  • Giorgio Lo Iacono and
  • Lorenzo Spaggiari

21 January 2023

Objective: Our purpose is to define the learning curve for robot-assisted thoracoscopic surgery lobectomy by reporting the experience of a single surgeon. Material and methods: We progressively collected the data concerning the surgical performance o...

  • Article
  • Open Access
3,387 Views
8 Pages

This study aimed to identify whether the combined use of functional electrical stimulation (FES) reduces the motor torque of a gait exercise rehabilitation robot in spinal cord injury (SCI) and to verify the effectiveness of the developed automatic a...

  • Article
  • Open Access
10 Citations
4,044 Views
20 Pages

An Adaptive Control Method and Learning Strategy for Ultrasound-Guided Puncture Robot

  • Tao Li,
  • Quan Zeng,
  • Jinbiao Li,
  • Cheng Qian,
  • Hanmei Yu,
  • Jian Lu,
  • Yi Zhang and
  • Shoujun Zhou

The development of a new generation of minimally invasive surgery is mainly reflected in robot-assisted diagnosis and treatment methods and their clinical applications. It is a clinical concern for robot-assisted surgery to use a multi-joint robotic...

  • Article
  • Open Access
60 Citations
8,666 Views
17 Pages

Socially-Assistive Robotics (SAR) has been extensively used for a variety of applications, including educational assistants, exercise coaches and training task instructors. The main goal of such systems is to provide a personalized and tailored sessi...

  • Review
  • Open Access
1 Citations
1,157 Views
23 Pages

3 December 2025

Emerging artificial intelligence (AI) and robotic surgical technologies have the potential to influence digital implant dentistry substantially. As a narrative review, and building on the foundations outlined in Part I, which described current digita...

  • Article
  • Open Access
375 Views
35 Pages

25 February 2026

Emotion recognition is a key capability of social robots operating in real-world human-centered environments, especially when interacting with users with special needs. Such users may express emotions in atypical, subtle, or strongly context-dependen...

  • Article
  • Open Access
4 Citations
2,593 Views
21 Pages

Efficient Self-Attention Model for Speech Recognition-Based Assistive Robots Control

  • Samuel Poirier,
  • Ulysse Côté-Allard,
  • François Routhier and
  • Alexandre Campeau-Lecours

30 June 2023

Assistive robots are tools that people living with upper body disabilities can leverage to autonomously perform Activities of Daily Living (ADL). Unfortunately, conventional control methods still rely on low-dimensional, easy-to-implement interfaces...

  • Article
  • Open Access
15 Citations
3,870 Views
15 Pages

Surgical Phase Recognition in Inguinal Hernia Repair—AI-Based Confirmatory Baseline and Exploration of Competitive Models

  • Chengbo Zang,
  • Mehmet Kerem Turkcan,
  • Sanjeev Narasimhan,
  • Yuqing Cao,
  • Kaan Yarali,
  • Zixuan Xiang,
  • Skyler Szot,
  • Feroz Ahmad,
  • Sarah Choksi and
  • Zoran Kostic
  • + 2 authors

Video-recorded robotic-assisted surgeries allow the use of automated computer vision and artificial intelligence/deep learning methods for quality assessment and workflow analysis in surgical phase recognition. We considered a dataset of 209 videos o...

  • Article
  • Open Access
6 Citations
2,990 Views
12 Pages

Surgical Experience and Functional Outcomes after Laparoscopic and Robot-Assisted Partial Nephrectomy: Results from a Multi-Institutional Collaboration

  • Carlo Andrea Bravi,
  • Paolo Dell’Oglio,
  • Angela Pecoraro,
  • Zine-Eddine Khene,
  • Riccardo Campi,
  • Pietro Diana,
  • Chiara Re,
  • Carlo Giulioni,
  • Alp Tuna Beksac and
  • Alessandro Larcher
  • + 31 authors

9 October 2024

Background: In patients treated with partial nephrectomy, prior evidence showed that peri-operative outcomes, such as complications and ischemia time, improved as a function of the surgical experience of the surgeon, but data on functional outcomes a...

  • Article
  • Open Access
3 Citations
1,452 Views
36 Pages

21 November 2024

In robotic-assisted laminectomy decompression, stable and precise vertebral plate cutting remains challenging due to manual dependency and the absence of adaptive skill-learning mechanisms. This paper presents an advanced robotic vertebral plate-cutt...

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