Millimeter wave radar based non-contact vital life sign monitor by Zheng, WenBin

“…Wearable devices have been extensively used at home or in sleep laboratories to study sleep quality and disorders like sleep apnea syndrome. However, little research has been conducted on the potential of contactless and continuous sleep monitoring to detect early signs of health problems in older adults who live in the community.…”
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Development of an API for EDU segmentation by Liu, Qingyi

“…EDU stands for elementary discourse unit, which is a clause-like structure in a sentence. EDU segmentation, refers to determining the boundaries to split sentences into multiple EDUs. …”
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Visualizing interpretations of deep neural networks by Ta, Quynh Nga

“…The evolution of Convolutional Neural Networks and new approaches like Vision Transformers has led to better performance in computer vision. …”
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Catalytic degradation (decolourization) of methylene blue with metal oxide catalysts. by Tay, Hui Lin.

“…Due to increasingly stringent environmental regulations on harmful and nonbiodegradable dyes like methylene blue (MB), there is an imperative need to develop efficient and effective technological systems for the complete removal of these organic pollutants from wastewaters. …”
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Motion control (brushless DC motor) of a lower limb robotic orthosis for rehabilitation of stroke and incomplete SCI patients by Lim, Zhenhui

“…This project is intended for patients who have partially lost their ability to control their lower limb due to physical traumas like stroke and spinal cord injuries. The objective of this project is to design and develop a software algorithm to control the brushless DC motors for the lower limb of the existing rehabilitation device. …”
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Tracking consensus for uncertain nonlinear multi-agent systems under cloud-based event-triggered coordination by Hong, Shanshan, Ran, Maopeng, Xie, Lihua, Zhang, Yu

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IOT – development of a home automation system 8 by Yam, Hui Jing

“…Recommendations for future work included enhancing automation with sophisticated algorithms, incorporating additional sensors for comprehensive monitoring, and integrating devices like air purifiers and dehumidifiers. These improvements aimed to provide users with a more personalized and conducive sleep environment, ultimately promoting better sleep quality and overall well-being.…”
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Federated learning for edge computing by Low, Chin Poh

“…I will test these models’ using data from a variety of sources to ensure they operate well in real-world scenarios while maintaining people's privacy. Second, I would like to understand more about the unique characteristics of decentralized datasets. …”
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Interpretable vector language models by Siow, Zi Hao

“…In particular, word embeddings form a vital part of NLP, as models like Word2Vec and GloVe assign numeric vectors to words in a text corpus such that norms and angles between words are preserved and semantic structure is maintained. …”
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Hybrid horizons: navigating career development among Singapore's young professionals in the hybrid work era by Chiow, Alicia

“…Hence, this study explores the impacts of hybrid work on young professionals’ career development, investigating if certain identified trends can help to assist in government initiatives like SkillsFuture to better support the young talents’ evolving needs in the workforce. …”
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Development of a portable prototype of energy-saving LED lighting system by Lum, Rui Qian

“…This can be achieved partly through regulating indoor electricity use based on room occupancy. Current systems, like Building Management Systems, utilize motion sensors for automatic lighting control, demonstrably reducing energy waste. …”
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3D printing of morphing composites by Lim, Shi En

“…The higher the pre-strain induced or stored in the part, the higher the magnitude of the morphing capability displayed when an external stimulus like a form heat is applied on the sample. In this report, the focus was on modifying several 3D printing parameters and methods in hopes to alter the morphing abilities of the samples. …”
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How can small satellites improve the weather forecast in Southeast Asia and Singapore in a context of climate change? by Toh, Xin Yi

“…As a result, it brings about severe impacts like torrential rains and storm surges, affecting various sectors, including agriculture and maritime industries. …”
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Development of sensorised tool for robotic manipulation of objects by Seetharaman, Yuvanesh

“…This report would present the design, development, and integration of a self-adjusting sensorised tool for robotic arms to enhance its gripping capabilities on objects through wrist like movement. The integration of robotic arms into a variety of industries have significantly helped in boosting productivity and efficiency overall. …”
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Ergative in Mi=la=ras=pa'i rnam thar by Saxena, Anju

“…One of the limitations of working with a text is the nonavailability of all types of constructions that one would like in order to verify the claims; thus the suggestions made here should be taken as tentative.…”
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Neuro-fuzzy techniques for financial engineering by Chen, Yi.

“…Limitations mentioned in the report posed problems to complete this project. Suggestions like having a two people project to handle different tasks will not only improve the efficiency of the tasks completion but will also improve the consistency and accuracy of the data encoding of news headlines into numerical values for training values. …”
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Exploring the potential of generative AI in education: a critical examination of personalised learning with ChatGPT by Looi, Chee Kit

“…The integration of Generative AI, particularly through tools like ChatGPT, into educational settings has been heralded for its potential to revolutionize personalized learning (PL). …”
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Radio-frequency (RF) sensing for deep awareness of human physical status by Ang, Adrian Jun Hao

“…This project further investigates advanced signal processing mechanisms like phase correction, subcarrier selection, and noise filtering to extract respiration signals from CSI data. …”
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Energy and area-efficient mixed-signal-based SRAM computation-in-memory for AI edge devices by Jo, Yongjun

“…CIM is an emerging approach that integrates computation capabilities into memory units, reducing data movement and enhancing performance for memory-intensive tasks like deep neural networks (DNNs). CIM mainly deals with multiply-and-accumulate (MAC) operations which consist most of the computing burden in DNN. …”
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Development of sensor and inverter building boards for a self sustainable water purification system by Lim, Carol Yening.

“…This report summarises the process of designing a prototype for some sensors board and digital board like NAND flash, Real Time Clock and Transceiver. …”
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