Deep Transfer Learning Driven Automated Fall Detection for Quality of Living of Disabled Persons

Mobile communication and the Internet of Things(IoT)technologies have recently been established to collect data from human beings and the environment.The data collected can be leveraged to provide intelligent services through different applications.It is an extreme challenge to monitor disabled people from remote locations.It is because day-to-day events like falls heavily result in accidents.For a person with disabilities,a fall event is an important cause of mortality and post-traumatic complications.Therefore,detecting the fall events of disabled persons in smart homes at early stages is essential to provide the necessary support and increase their survival rate.The current study introduces a Whale Optimization Algorithm Deep Transfer Learning-DrivenAutomated Fall Detection(WOADTL-AFD)technique to improve the Quality of Life for persons with disabilities.The primary aim of the presented WOADTL-AFD technique is to identify and classify the fall events to help disabled individuals.To attain this,the proposed WOADTL-AFDmodel initially uses amodified SqueezeNet feature extractor which proficiently extracts the feature vectors.In addition,the WOADTLAFD technique classifies the fall events using an extreme Gradient Boosting(XGBoost)classifier.In the presented WOADTL-AFD technique,the WOA approach is used to fine-tune the hyperparameters involved in the modified SqueezeNet model.The proposedWOADTL-AFD technique was experimentally validated using the benchmark datasets,and the results confirmed the superior performance of the proposedWOADTL-AFD method compared to other recent approaches.

Evolution of Disabled Persons＇ Telework Management in Business

The theme of the foregoing is evolution in the management of telework. In addition, seeking the answer to the question： what is working and how to change the model of personnel management in telework？ To find the answers to these questions, the author conducted a survey of managers of this type. In addition, research shows that management system has evolved significantly. And although still requirement changes, the activities are quite flexible, and adapted to the staff.

My Dream Sustains Colorful Lives——China Disabled Persons' Performing Art Troupe

"We performed in the Carnegie Hall in New York City. Builders of the hall could not have dreamed that this premier venue for performing arts in the world would play host to us, a group of special performing artists from China. The audiences were enthralled, seeing the charms of the artists from the orient for the first time," says Zhang Jigang, art director of the China Disabled Persons’ Performing Art Troupe (CDPPAT), head of the Song and Dance Ensemble of the General Political Department of the Chinese People’s Liberation Army and the only dancer in China to have won the Century Star title.

Protecting the Rights of Disabled Persons——From the Perspective of Protecting Their Right to Development with Affirmative Action as the Core

Establishing and protecting the right to development of disabled persons is not only the important part of Xi Jinping’s thought on human rights, but also a reflection of Marxism’s idea of human rights and a requirement of the rule of law in China. It is necessary to promote the protection of the right to development of disabled persons in terms of affirmative action. The Chinese government’s affirmative action requires structural characteristics, including providing the institutional basis for the affirmative action by constructing legal and non-legal institutions, providing an environment conducive for the affirmative action by shaping a more aware social ecology and providing valid guarantees for affirmative action by increasing the responsibility of local governments.

Persons With Disabilities in China——An interview with Mr. Deng Pufang, President of the China Disabled Persons' Federation

In December 2003, Mr. Deng Pufang, President of the China Disabled Persons' Federation, was awarded the 2003 United Nations Prize in the field of Human Rights in recognition of his 'outstanding contributions to the promotion and protection of human rights and fundamental freedom.' The following is an interview with Mr. Deng on the development of the cause of disabled persons in China.

Achievements in Safeguarding Disabled People's Rights——An Interview with Shen Zhifei,deputy general director of the China Disabled Persons' Federation

There are about 83 million disabled people in China, accounting for 6.34% of the total population, according to a national survey in 2006. As a disadvantaged group, the rights and interests of the disabled are arousing more concerns from all walks of society in the country. Following is Human Rights＇ interview with Shen Zhifei, deputy general director of the China Disabled Persons＇ Federation, on the legal guarantee of the special group＇s rights and interests, their rehabilitation, education and employment.

Association between Job Satisfaction and Stress or Depressive Symptom of Employed Persons with Disabilities:Findings from the Panel Survey of Employment for the Disabled 2016–2023

Background:This study conducted a longitudinal analysis of the association between job satisfaction and stress or depressive symptoms of employed persons with disabilities(PWDs)based on the data from the 1st to 8th Pannel Survey of Employment for the Disabled(PSED).Methods:After excluding missing values,data on 1614 participants at baseline(1st wave)were analyzed using the chi-square test and generalized estimating equation(GEE)model for data from 1st to 8thPSED.Results:It was found that for each one-unit increase in the job satisfaction score,the stress scale decreased by 0.004(B:−0.004,95%CI:−0.006–−0.002,p-value:<0.0001).Compared to the very high job satisfaction group,the low job satisfaction group was more likely to experience perceived stress(odds ratio[OR]:2.127,p-value:0.001)and experience depressive symptoms(OR:3.557,p-value<0.0001).Furthermore,in terms of the overall satisfaction with their current job among the PWDs,compared to the‘satisfied’group,the‘unsatisfied’group had higher perceived stress(OR:1.593,p-value<0.0001)and depressive symptoms(OR:2.688,p-value<0.0001).Conclusions:There was a close association between job satisfaction and stress or depressive symptoms among employed PWDS.This study’s findings may serve as foundational research to support improving mental health in this population.In addition,it is anticipated that these findings can be used as evidence to improve the work environment for PWDs within the context of Korean corporate culture.

On the Rule of Law Path for Inclusive Education to Empower Education Assistance for Persons with Disabilities

Inclusive education is the mainstream of developing education for persons with disabilities worldwide.It advocates the recognition and protection of the right of persons with disabilities to receive inclusive education in mainstream schools.From the perspective of inclusive education,the educational assistance system for persons with disabilities represents a theoretical innovation in traditional educational support methods,playing a crucial role in integrating persons with disabilities into society,reversing their disadvantaged status,and maintaining educational equity.At present,China's legal system for inclusive education assistance for persons with disabilities needs improvement,and faces several obstacles,including conceptual“limited capacity”,“monotonous”subjects,“crowding-out”obstacles and supervision“absence”obstacles.It is urgent to begin with the transformation of the rule of law concept,clarify the legal positioning of multiple responsibility subjects,achieve mutual reinforcement of education law and education aid legislation,establish a supervision system for inclusive education assistance,and improve the legal framework for educational assistance for persons with disabilities.This will ensure that persons with disabilities can successfully realize their right to education,share in the benefits of social development,and ultimately contribute to achieving common prosperity.

Parameter-Tuned Deep Learning-Enabled Activity Recognition for Disabled People

Elderly or disabled people can be supported by a human activity recognition(HAR)system that monitors their activity intervenes and pat-terns in case of changes in their behaviors or critical events have occurred.An automated HAR could assist these persons to have a more indepen-dent life.Providing appropriate and accurate data regarding the activity is the most crucial computation task in the activity recognition system.With the fast development of neural networks,computing,and machine learning algorithms,HAR system based on wearable sensors has gained popularity in several areas,such as medical services,smart homes,improving human communication with computers,security systems,healthcare for the elderly,mechanization in industry,robot monitoring system,monitoring athlete train-ing,and rehabilitation systems.In this view,this study develops an improved pelican optimization with deep transfer learning enabled HAR(IPODTL-HAR)system for disabled persons.The major goal of the IPODTL-HAR method was recognizing the human activities for disabled person and improve the quality of living.The presented IPODTL-HAR model follows data pre-processing for improvising the quality of the data.Besides,EfficientNet model is applied to derive a useful set of feature vectors and the hyperparameters are adjusted by the use of Nadam optimizer.Finally,the IPO with deep belief network(DBN)model is utilized for the recognition and classification of human activities.The utilization of Nadam optimizer and IPO algorithm helps in effectually tuning the hyperparameters related to the EfficientNet and DBN models respectively.The experimental validation of the IPODTL-HAR method is tested using benchmark dataset.Extensive comparison study highlighted the betterment of the IPODTL-HAR model over recent state of art HAR approaches interms of different measures.

Enhanced Adaptive Brain-Computer Interface Approach for Intelligent Assistance to Disabled Peoples

Assistive devices for disabled people with the help of Brain-Computer Interaction(BCI)technology are becoming vital bio-medical engineering.People with physical disabilities need some assistive devices to perform their daily tasks.In these devices,higher latency factors need to be addressed appropriately.Therefore,the main goal of this research is to implement a real-time BCI architecture with minimum latency for command actuation.The proposed architecture is capable to communicate between different modules of the system by adopting an automotive,intelligent data processing and classification approach.Neuro-sky mind wave device has been used to transfer the data to our implemented server for command propulsion.Think-Net Convolutional Neural Network(TN-CNN)architecture has been proposed to recognize the brain signals and classify them into six primary mental states for data classification.Data collection and processing are the responsibility of the central integrated server for system load minimization.Testing of implemented architecture and deep learning model shows excellent results.The proposed system integrity level was the minimum data loss and the accurate commands processing mechanism.The training and testing results are 99%and 93%for custom model implementation based on TN-CNN.The proposed real-time architecture is capable of intelligent data processing unit with fewer errors,and it will benefit assistive devices working on the local server and cloud server.

Impact of community-based rehabilitation on quality of life and self-esteem of persons with physical disabilities and their family members

Objective:Community-based rehabilitation(CBR)is a strategy by which persons living with disability(PWDs)access comprehensive rehabilitation services with limited evidence regarding its impact on the quality of life(QOL)and self-esteem(SE)of PWDs and their family members.This study compared the QOL and SE of Nigerian PWDs in communities with and without a CBR programme(CBR and non-CBR respectively),and the family quality of life(FQOL)of their family members.Methods:Cross-sectional study involving 2604 PWDs(1302 in CBR and 1302 in non-CBR);5208 family members of PWDs(2604 in CBR and 2604 non-CBR),recruited from four randomly selected geo-political zones in Nigeria,purposive/consecutive selection of eight CBR programmes,PWDs and their family members(CBR and non-CBR).Outcomes assessed using Rosenberg Self-Esteem Scale(RSES),World Health Organization Quality of Life Instrument-short form(WHOQOL-BREF)and Beach Centre Family Quality of Life Instrument(BCFQOL).Mann-Whitney U test and Spearman's rank order correlation were used to analyse data at P<0.05.Results:PWDs in CBR scored higher in all domains of WHOQOL-BREF(P<0.0001 in all cases)and RSES than non-CBR group(P<0.0001).The CBR families scored significantly higher than non-CBR families in all domains(P<0.05)except Emotional Well-Being of the BCFQOL.The CBR group scores on Psychological and Social Health domains of the WHOQOL-BREF showed significant positive correlation with CBR families'Family Interaction(P=0.06)and Parenting(P=0.07)domains and total FQOL(P=0.07).Conclusion:Community-based rehabilitation positively impacted on SE and QOL of PWDs and their family members.

Factors associated with activities of daily living among the disabled elders with stroke

Objective:To determine the factors associated with activities of daily living(ADL)among the disabled elders post-stroke.Methods:A total of 158 patients were chosen from community health service stations in eighteen regions of Tianjin city by convenience sampling from March to November in 2013.The Barthel Index(BI)and the short-formmini-nutritional assessment(MNA-SF)were used to evaluate the ADL,the nutritional status respectively.Statistical analysis was performed using independent sample t-test,one-way ANOVA,Pearson correlation and multiple linear regression analysis.Barthel ADL index was the main outcome.Results:The mean score of ADL was 50.50±27.125.The multiple linear regression showed that the factors which had significant impact on ADL were stroke frequency,types of stroke,nutritional status,financial status,and age.Conclusions:Disabled elders with recurrent strokes,hemorrhagic stroke,dependent financial resources,older age,worse nutritional status and living with family had poorer strokerelated outcome.Healthcare providers can discover the high-risk groups of disability and implement individualized preventive interventions in accordance with the related factors.

Physical Accessibility for Disabled People: Analysis of Toilet Facilities in Primary Health Care Units

Background: Accessibility enables the effective participation of disabled persons in public and private areas and the use of urban equipment and street furniture. Objective: This study aimed to analyze the physical accessibility of toilet facilities in urban and rural primary health care units. Methods: It was a quantitative descriptive study conducted in 157 Primary Health Care Units of 16 municipalities in the Baturité Massif region, Ceará, Brazil. The study took place from August 2014 to May 2015, with a checklist type form, designed from the Technical Standard 9050 of the Brazilian National Standards Organization, specifying the ideal access conditions established by law to allow mobility of persons with physical disabilities. Data were processed through the Statistical Package for the Social Sciences software and organized into tables. Results: Toilets designed for physically disabled people were accessible as the location and signs (59.9%), identified with symbols for males and females (57.3%);however, the doorway width was smaller than needed to accommodate a wheelchair (77.7%). Inside the bathroom, only the forward approach was possible (59.9%). Grab bars positioned on the side and rear walls were inadequate or nonexistent (67.6%);toilet seats (91.1%) and toilet paper dispensers (96.2%) were mostly in inaccessible heights;flush controls in appropriate height (59.2%) and activated by light pressure (58%). Sinks without pedestal (51%), but higher than recommended (80.3%) and without single handle faucets (95.6%). It was verified that the toilets of basic health units located in urban areas had better accessibility conditions compared to those in rural areas. Conclusion: Results showed that the analyzed units presented physical inaccessibility in some toilet facilities, making it difficult or even impossible the accessibility for the disabled. The inclusion of accessibility features in health services for this clientele provides equal opportunities and social inclusion.

Psychoactive Substance Use and Disabled People: An Integrative Review

This study aimed to analyze the evidence available in the literature about psychoactive substance use by persons with disabilities. We used integrative review of literature in SciELO, PubMed, SCOPUS, BDENF, and PsychINFO databases, with the descriptors: pessoas com deficiência;transtornos relacionados a uso de substancias;disabled persons;and substance-related disorders. Twelve articles were included in the sample. Data were analyzed and discussed descriptively. The studies’ results, with scientific evidence, were synthesized on two main themes: substance use by people with disabilities, and access of people with disabilities to treatment for substance-related disorders. The scientific evidences identified in studies reported disability as a risk factor for substance abuse, and also reported that disabled persons did not have access to treatment and rehabilitation services for substance abuse. Finally, the studies analyzed pointed to the need for scientific research on this topic.

Challenges and New Directions of Information Accessibility for Persons with Disabilities in China: From the Perspective of the Convention on the Rights of Persons with Disabilities

Accessibility is the basis and prerequisite for persons with disabilities to enjoy and exercise all human rights and fundamental freedoms With the rapid development of the internet, providing and promoting information accessibility is considered an important obligation for the State In the process of transforming international human rights law into domestic law, how to deal with the human rights protection of persons with disabilities and the obligations of the private sector to ensure persons with disabilities receive services and products that meet the requirements and principles of information accessibility has become a development issue in the new era Against the backdrop of the Convention on the Rights of Persons with Disabilities and in the context of the booming development of the cause of persons with disabilities in China, legal scholars, persons with disabilities, and organizations have jointly proposed the Beijing Initiative on the Principles of Information Accessibility for Science and Technology Products It clarifies that the private sector should embrace the human rights model advocated by the Convention in terms of information accessibility, and provide equal participation for persons with disabilities in the process of designing, producing and selling scientific and technological products The Initiative also states that the private sector should keep pace with the United Nation’s sustainable development goals and the basic national policy of building a well-to-do society in an all round way, ensuring persons with disabilities are included within a moderately well-off society It also provides civil opinions on the formulation and clarification of relevant laws in the future.

An Exploratory Study on the Meaning of Using Community Psychiatric Rehabilitation among Persons with Psychiatric Disabilities

This study explores the meaning of the use of community psychiatric rehabilitation(CPR)services to gain knowledge to improve services and shed more light on how to facilitate recovery.The topics explored included:the motivation for participation,perception and expectation towards CPR,the interactions with professionals in the CPR Center,and the feelings towards activities.A qualitative approach was adopted,and 30 consumers were interviewed face-to-face by using semi-structured interview guide.Data were analyzed using the open coding method of grounded theory.The consumer accounts provided information on the eight aspects of CPR services.The findings revealed that the CPR Center created a lifeworld,a friendly place similar to home with structure and activities.Professional relationship was the key change agent for rehabilitation.Most professionals adopted recovery-oriented approach to empower participants by giving opportunities and choices.The essential ingredients of this lifeworld covered rehabilitation goals,physical exercises,psychological impact,social interactions,learning,and economic gains.The services were venues for interpersonal interactions and provided structure for daily life,which helped consumers reach their rehabilitation goals and brought existential meaning to their lives.Yet,the accounts also revealed negative phenomena in the CPR center.Suggestions were made to improve services.

Revision of Regulations on Education for Persons with Disabilities:Concept Innovation and System Improvement

In January 2017, the State Council of the People’s Republic of China revised and adopted the Regulations on Education for Persons with Disabilities The revision, which adapts to the new situation brought by the education reform and development in China, highlights the basic and key role of education for persons with disabilities in helping them to integrate into the society and participate in social life It updates the concept of education for persons with disabilities and improves various systems which ensure the right of persons with disabilities to education The revision and implementation of the Regulations is important for the promotion of education for persons with disabilities, the improvement of the entire education law system and the innovation of concepts of educational development.

The UN Convention on the Rights of Persons with Disabilities and China's Protection of the Right to Education of the Persons with Disabilities

The UN Convention on the Rights of Persons with Disabilities effective in 2008 explicitly stipulates that Member States shall guarantee that people with disabilities enjoy the right to education free from discrimination and without prejudice to equal opportunities.The Chinese government made amendments to the Law of the People s Republic of China on the Protection of Persons with disabilities and the Regulation on the Education of the Persons with Disabilities and issued a series of rules on the Education of the Persons with Disabilities so as to actively implement the Convention. In recent years,the number and proportion of children with disabilities who receive education in China and the number of students with disabilities receiving high school and higher education have been on the rise annually.However, there is still a gap in the level of education on all stages between persons with disabilities and persons without, presenting a huge challenge for the achievement of the right to education of persons with disabilities. We should continue to actively fulfill the obligations prescribed by the Convention to protect the right to education, explore the construction of integrated education, support the maintenance system,strive to improve the quality of special education,allocate resources for the education of persons with disabilities, and emphasize the appraisal of the education of persons with disabilities.

On the Legal Protection of Sports Rights of Persons with Disabilities in China

Although China has formed a legal system for the protection of the rights and interests of persons with disabilities and a sports legal system,it cannot be concluded that the legal protection system of sports rights of persons with disabilities has been established.The basis of the legal protection of sports rights of persons with disabilities in China originates from a“bundle of basic rights”defined by the Constitution.The legal protection is characterized by diversified standards and norms,high levels of effectiveness and various contents of legislation.Compared with the right to rehabilitation,the right to employment,and the right to education,the legal protection of sports rights of persons with disabilities still faces the problems of unclear distribution of administrative supply responsibility and lack of corresponding judicial relief in the protection model of public-private partnership.To better realize the rights and interests of persons with disabilities and ensure the goal of“equality,participation,and sharing,”it is necessary to promote the equalization and diversification of legal protection for sports rights of persons with disabilities,so as to realize equal rights,all-round development,and social integration.For the purpose of improving the legal protection of sports rights of persons with disabilities,the principle of subsidiarity should be introduced into the protection model of public-private partnership,and administrative public interest litigation should be taken as a new channel to protect rights,to realize the coordinated development of mass sports,competitive sports,and the sports industry of persons with disabilities.

International Comparative Study on Education Laws of the Persons with Disabilities: An Observation on Regulations on the Education of Persons with Disabilities

The issue of education for people with disabilities has become of increasing concern. How can we effectively guarantee the basic right to education for persons with disabilities? Will the revised Regulation on Education for Persons with Disabilities meet their needs? This article takes the Regulation on Education for Persons with Disabilities as the core and compares it with the related special educational laws of the United States, Britain and Japan. The following conclusions were drawn from this study: In terms of educational concept, the three countries follow the concept of inclusive education, and pursue equity and educational justice. They not only pay attention to inclusive education but also focus on improving the quality of education for students with disabilities. All three countries focus on accommodating children with special needs, but each implements its programs in a different way. These practices can be used as reference for the development of a special needs education law in China.