International Journal of Innovative Research in Advanced Engineering最新文献

Harsenning Deep Learning Techniques for Predictive Cybersecurity: Challenges and Solutions 针对预测性网络安全的深度学习技术：挑战与解决方案

International Journal of Innovative Research in Advanced Engineering Pub Date : 2024-07-19 DOI: 10.26562/ijirae.2024.v1107.01

Ashwin Apedu

{"title":"Harsenning Deep Learning Techniques for Predictive Cybersecurity: Challenges and Solutions","authors":"Ashwin Apedu","doi":"10.26562/ijirae.2024.v1107.01","DOIUrl":"https://doi.org/10.26562/ijirae.2024.v1107.01","url":null,"abstract":"Predictive cybersecurity - an emerging field that aims to proactively identify and mitigate cyber threats applies deep learning techniques. The application of contemporary deep learning methods, such as Long Short-Term Memory networks (LSTMs), recurrent neural networks (RNNs), and Convolutional neural networks (CNNs), for malware classification, intrusion detection systems (IDS), and anomaly detection is explored in this study. Although these models are effective, they have some drawbacks, including as the constantly changing and dynamic nature of cyber-attacks, the need for large and varied datasets, and the interpretability-impairing black-box nature of deep learning models.This paper offers a hybrid strategy to address these issues by combining classic deep learning models with Generative Adversarial Networks (GANs) to boost data creation and detection performance. To attain improved accuracy and resilience, we also present an ensemble learning framework that combines the advantages of many techniques. The goal of the suggested remedies is to create resilient, adaptable, and explainable cybersecurity systems that are capable of real-time threat detection and prediction. The suggested techniques take advantage of data augmentation and transfer learning to overcome data shortages and enhance model generalisation. Furthermore, the integration of explainable AI techniques endeavours to augment the transparency and interpretability of the models, hence enhancing their dependability for cybersecurity specialists.Through a methodical approach to these problems, the research hopes to push predictive cybersecurity to new heights and offer a more proactive and safe defence against ever-more-advanced cyber-attacks.","PeriodicalId":128716,"journal":{"name":"International Journal of Innovative Research in Advanced Engineering","volume":"122 44","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141822159","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

IoT Enabled Real Time Low Cost Cardiac Monitor Using LabVIEW 使用 LabVIEW 的物联网实时低成本心脏监护仪

International Journal of Innovative Research in Advanced Engineering Pub Date : 2024-05-02 DOI: 10.26562/ijirae.2024.v1104.43

Govindaraj S, Dhikshana G, Jagan S, Keerthana A, Leena A.S

{"title":"IoT Enabled Real Time Low Cost Cardiac Monitor Using LabVIEW","authors":"Govindaraj S, Dhikshana G, Jagan S, Keerthana A, Leena A.S","doi":"10.26562/ijirae.2024.v1104.43","DOIUrl":"https://doi.org/10.26562/ijirae.2024.v1104.43","url":null,"abstract":"The rapid advancement of the Internet of Things (IoT) and medical technology has paved the way for innovative healthcare solutions. The system incorporates IoT connectivity to enable remote monitoring, data collection, and analysis, enhancing patient care and medical decision making. Cardiac monitoring system used in hospitals to measure and record the cardiac parameters. Vital parameters are transferred within the hospitals either using Wi-Fi or Bluetooth. Range of transmission for such wireless communication is only effective within the hospitals and further transfer to a long distance is limited. The proposed cardiac monitoring system is developed using LabVIEW environment - a versatile Graphical User Interface (GUI). Data acquired through the electrodes are connected to my DAQ Unit (Data Acquisition Unit) which helps to integrate electrodes with computer or PC. Data acquired from the Software is connected to the firebase console and it will help the practitioners to share the data in live and updated. It offers benefits such as early detection of cardiac irregularities such as arrythmia, reduced hospitalization periods, and improved patient outcomes. Additionally, healthcare practitioners and caretakers can remotely access patient data, enabling timely interventions and personalized treatment plans. Since the cardiac monitors are often used by bedside patients, it may introduce bed sores in them. Hence, in addition to these parameters, body moisture level and temperature of the patient are measured using DHT11(temperature and humidity sensor) to ensure the prevention of bedsores. These additional parameters measured are also enabled to view through IoT.","PeriodicalId":128716,"journal":{"name":"International Journal of Innovative Research in Advanced Engineering","volume":"17 18","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141018760","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Multifunction Controlled 3D Printed Hand Prosthesis with the Myo Arm-Band by Hand Amputees 手部截肢者使用 Myo 手带制作多功能可控 3D 打印手部假肢

International Journal of Innovative Research in Advanced Engineering Pub Date : 2024-04-05 DOI: 10.26562/ijirae.2024.v1104.14

Dr.S.Atheenamilagi Pandian, Rashika Murugan, S.Mohammed Sahil, Kriyasakthi M.

{"title":"Multifunction Controlled 3D Printed Hand Prosthesis with the Myo Arm-Band by Hand Amputees","authors":"Dr.S.Atheenamilagi Pandian, Rashika Murugan, S.Mohammed Sahil, Kriyasakthi M.","doi":"10.26562/ijirae.2024.v1104.14","DOIUrl":"https://doi.org/10.26562/ijirae.2024.v1104.14","url":null,"abstract":"Upper limb amputations are highly impairing injuries that can substantially limit the quality of life of a person. The most advanced dexterous prosthetic hands have remarkable mechanical features. However, in most cases, the control systems are a simple extension of basic control protocols, making the use of the prosthesis not intuitive and sometimes complex. Furthermore, the cost of dexterous prosthetic hands is often prohibitive, especially for the pediatric population and developing countries. 3D-printed hand prostheses can represent an opportunity for the future. Open 3D models are increasingly being released, even for dexterous prostheses that are capable of moving each finger individually and actively rotating the thumb. However, the usage and testing of such devices by hand amputees (using electromyography and classification methods) is not well explored. This article aims to investigate the usage of a cost-effective system composed of a 3D-printed hand prosthesis and a low-cost myo electric armband. Two subjects with trans-radial amputation were asked to wear a custom-made socket supporting the Hand and the Thalmic Labs Myo armband. Afterward, the subjects were asked to control and use the prosthetic and to grasp several objects by attempting to perform a set of different hand gestures. Both the Hand and the Myo armband performed well during the test, which is encouraging considering that the Hand was developed as a research platform. The results are promising and show the feasibility of the multifunction control of dexterous 3D- printed hand prostheses based on low-cost setups. Factors such as the level of the amputation, neuromuscular fatigue, and mechanical limitations of the 3D-printed hand prosthesis can influence the performance of the setup. Practical aspects such as usability and robustness will need to be addressed for successful application in daily life.","PeriodicalId":128716,"journal":{"name":"International Journal of Innovative Research in Advanced Engineering","volume":"14 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140739364","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Real-Time Monitoring 3D Printer Device for Bio Models 用于生物模型的实时监控 3D 打印机设备

International Journal of Innovative Research in Advanced Engineering Pub Date : 2024-04-05 DOI: 10.26562/ijirae.2024.v1104.07

Gugan, Praveen Chandra, Visali R S, Suresh A

{"title":"Real-Time Monitoring 3D Printer Device for Bio Models","authors":"Gugan, Praveen Chandra, Visali R S, Suresh A","doi":"10.26562/ijirae.2024.v1104.07","DOIUrl":"https://doi.org/10.26562/ijirae.2024.v1104.07","url":null,"abstract":"IoT and embedded electronics is getting popular due to its versatile applications in various fields for domestic, commercial and industrial usage. However electronics or electrical systems that are primarily built using electronics, needs enclosures to protect it from the environment as well as for maintaining its privacy concerns. 3D printers are valuable to rapidly prototype/fabricate/build enclosures for custom applications. The steps, involved in rapid prototyping using 3D printers start from understanding the specification and measurement requirements e.g. colour, look, dimensions, and tolerances. Followed by Certainly! Cura is a popular slicing software used in 3D printing that converts your 3D models (STL files) into a format (G-code) that your 3D printer can understand. Integrating IoT (Internet of Things) with 3D printing using Modified OctoPrint. It can greatly enhance the functionality and accessibility of your 3D printing setup. OctoPrint is an open-source software that allows you to control and monitor your 3D printer remotely via a web interface. By adding IoT capabilities, you can further automate and monitor your printing processes, making them more efficient and comfort","PeriodicalId":128716,"journal":{"name":"International Journal of Innovative Research in Advanced Engineering","volume":"30 8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140737192","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Solar Powered Floor Cleaning Robot 太阳能地板清洁机器人

International Journal of Innovative Research in Advanced Engineering Pub Date : 2024-04-05 DOI: 10.26562/ijirae.2024.v1104.39

Kalpana C, Chandru M, Anandhakumar S, Ramesh R

引用次数: 0

Automated Solar Grass Cutter 自动太阳能割草机

International Journal of Innovative Research in Advanced Engineering Pub Date : 2024-04-05 DOI: 10.26562/ijirae.2024.v1104.25

Prashanth K., Durgesh Yadav, MD Safi, Praveen T

{"title":"Automated Solar Grass Cutter","authors":"Prashanth K., Durgesh Yadav, MD Safi, Praveen T","doi":"10.26562/ijirae.2024.v1104.25","DOIUrl":"https://doi.org/10.26562/ijirae.2024.v1104.25","url":null,"abstract":"These days the computerization assumes vital part in the field of creations and furthermore mechanization is becoming quickly. Along these lines, it assumes vital part in the existence of people. Previously, the grass cutter was dealt with physically that is by human contact and furthermore, they require fuel or energy for working, Due to this there is parcel of loss of fuel and energy and it causes contamination as fuel is utilized for running the gadget The necessity of electrical energy is developing at exceptionally quicker rate as the utilization of electrical gadgets is expanding and the huge measure of ventures and the apparatuses. Solar energy is a best free wellspring of the energy, we are likewise running out of energizes. The traditional grass cutter is expensive and its support cost is extremely high. In this way, we need to supplant the ordinary grass cutter to the new computerized solar force based grass cutter to stay away from the above downsides. This model is prudent as contrast with the traditional one. The fundamental witticism of this gadget is to make a grass cutter that sudden spike in demand for solar force energy, hence to save the electrical energy and to decrease the human interface. In this undertaking we use Arduino UNO microcontroller for controlling the activities of a grass cutter, the grass cutter has given Ultrasonic sensor for hindrance location, an edge for cutting the grass, and DC motors for the wheels of the Robot. It is completely computerized and sustainable power based venture. Grass cutter works consequently in this manner it doesn't need any talented individual to work the gadget.","PeriodicalId":128716,"journal":{"name":"International Journal of Innovative Research in Advanced Engineering","volume":"32 7","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140737042","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Enhancing Gym Safety and Workout Efficiency during Squats and Deadlifting Exercises with an IoT based Novel Smart Workout Belt 利用基于物联网的新型智能健身腰带提高健身房深蹲和举重锻炼的安全性和锻炼效率

International Journal of Innovative Research in Advanced Engineering Pub Date : 2024-04-05 DOI: 10.26562/ijirae.2024.v1104.40

Poornima P, Subikshaa U K, Shobbiga U K

引用次数: 0

Low Cost Motorized Patient BED with Voice Control 带语音控制的低成本电动病人床

International Journal of Innovative Research in Advanced Engineering Pub Date : 2024-04-05 DOI: 10.26562/ijirae.2024.v1104.05

Barath Kumar, Tamilarasan S, Sanjay A, R. R

{"title":"Low Cost Motorized Patient BED with Voice Control","authors":"Barath Kumar, Tamilarasan S, Sanjay A, R. R","doi":"10.26562/ijirae.2024.v1104.05","DOIUrl":"https://doi.org/10.26562/ijirae.2024.v1104.05","url":null,"abstract":"In recent years, there has been a growing interest in integrating advanced technologies into healthcare settings to improve patient care and enhance medical infrastructure. One such innovation is the motorized voice-controlled hospital bed, which represents a significant advancement in patient comfort, mobility, and overall healthcare management. This paper presents the design, development, and implementation of a motorized voice- controlled hospital bed aimed at revolutionizing patient care in medical facilities. The motorized voice-controlled hospital bed incorporates cutting- edge technology, including voice recognition systems, motorized actuators, and wireless connectivity. Through voice commands, patients can effortlessly adjust the bed's position, including height, tilt, and backrest angle, enhancing their comfort and facilitating activities such as eating, reading, and watching television. Moreover, healthcare providers can remotely monitor and adjust bed settings, ensuring optimal patient positioning and reducing the risk of complications such as pressure ulcers. Key features of the motorized voice-controlled hospital bed include an intuitive voice interface, customization positioning options, safety mechanisms to prevent unintended movements, and seamless integration with existing healthcare infrastructure. Additionally, the bed's design prioritizes patient safety, infection control, and ease of maintenance, adhering to stringent healthcare standards and regulations.","PeriodicalId":128716,"journal":{"name":"International Journal of Innovative Research in Advanced Engineering","volume":"23 8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140736606","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Alternative Arrangement for Roof Tops Rural Housing Catching Rain Water in the Semi-Arid 半干旱地区农村住房屋顶收集雨水的替代安排

International Journal of Innovative Research in Advanced Engineering Pub Date : 2024-04-05 DOI: 10.26562/ijirae.2024.v1104.27

Dr.Seenirajan M., Dr.Pavalan V.

{"title":"Alternative Arrangement for Roof Tops Rural Housing Catching Rain Water in the Semi-Arid","authors":"Dr.Seenirajan M., Dr.Pavalan V.","doi":"10.26562/ijirae.2024.v1104.27","DOIUrl":"https://doi.org/10.26562/ijirae.2024.v1104.27","url":null,"abstract":"Harvesting rainwater for human consumption through rooftops is becoming an increasingly common practice, especially in regions where there are no community water supplies, such as much of the Indian semi-arid region. The water collection systems installed in this region are based on the construction of cisterns to collect water collected through roofs. In order to contribute to the improvement of the performance of these systems, this work aimed to study the problems preventing the proper functioning of this important water supply and to propose design solutions adapting appropriate technologies for the rural population of the Indian hemisphere, Arid region. The starting point was a field study conducted in the rural community of Namakkal Taluk in Tamil Nadu between 2020 and 2021. The results showed that 80% of the residential buildings surveyed have a water intake system, but only 16% store enough water for a year-round supply. It was found that this low rate is mainly due to unreliable conditions for installation and maintenance of water conduit subsystems (gutters and channels). Based on this finding, and taking into account functional and aesthetic-formal aspects, five alternative devices for rainwater harvesting systems, consisting of roofs, gutters and channels, were developed. In order to simplify and, as a result, reduce the cost, the gutter supports were eliminated, which gave a performance advantage over conventional systems.","PeriodicalId":128716,"journal":{"name":"International Journal of Innovative Research in Advanced Engineering","volume":"10 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140739693","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Failure Analysis and Fatigue Behavior of Natural Fibers Reinforced Composite Materials under Cyclic Loading 循环载荷下天然纤维增强复合材料的失效分析和疲劳行为

International Journal of Innovative Research in Advanced Engineering Pub Date : 2024-04-05 DOI: 10.26562/ijirae.2024.v1104.17

Pankaj Kumar, Siranjeevi K., J. P.

引用次数: 0