Merging machine learning and bioelectronics for closed-loop control of biological systems and homeostasis

M Jafari, G Marquez, H Dechiraju, M Gomez… - Cell Reports Physical …, 2023 - cell.com
The regulation of most physiological processes relies on a state of equilibrium called
homeostasis, which is achieved through a biological control loop involving sensors and …

Enhancing wound healing through deep reinforcement learning for optimal therapeutics

F Lu, K Zlobina, NA Rondoni… - Royal Society …, 2024 - royalsocietypublishing.org
Finding the optimal treatment strategy to accelerate wound healing is of utmost importance,
but it presents a formidable challenge owing to the intrinsic nonlinear nature of the process …

Design and validation of a wearable imaging system for automated wound monitoring in porcine model

WS Hee, M Tebyani, P Baniya, C Franco, G Keller, F Lu… - bioRxiv, 2024 - biorxiv.org
Effective wound monitoring has the potential to guide treatment regiments and improve
healing outcomes, yet current clinical assessment methods remain largely subjective and …

Accelerating Wound Healing Through Deep Reinforcement Learning: A Data-Driven Approach to Optimal Treatment

F Lu, K Zlobina, P Baniya, H Li, NA Rondoni… - bioRxiv, 2024 - biorxiv.org
Advancements in bioelectronic sensors and actuators have paved the way for real-time
monitoring and control of wound healing progression. Real-time monitoring allows for …

DeepMapper: Attention-Based AutoEncoder for System Identification in Wound Healing and Stage Prediction

F Lu, K Zlobina, S Osorio, H Yang, A Nava, M Bagood… - bioRxiv, 2024 - biorxiv.org
Wound healing is a complex, nonlinear biological process that involves multiple stages and
relies on various cellular and biochemical interactions. Accurately predicting the healing …

Real-time diagnostics and personalized wound therapy powered by AI and bioelectronics

H Li, H Yang, F Lu, WS Hee, N Asefifeyzabadi… - medRxiv, 2025 - medrxiv.org
Impaired wound healing affects millions worldwide, especially those without timely
healthcare access. TheraHeal provides a portable, wireless platform for real-time …

Fine-grained cross-layer attention framework for wound stage classification

K Nagda, M Briden, N Norouzi - 2022 IEEE-EMBS International …, 2022 - ieeexplore.ieee.org
Determining progress during wound healing is crucial for effective diagnosis and treatment.
Previous works have solved this task using methods paying attention to specific regions of …

Uniform Selection And Representation Matching: A Framework For Classifying Wound Healing Stage

M Briden, N Norouzi - … Conference of the IEEE Engineering in …, 2023 - ieeexplore.ieee.org
We propose the Uniform Selection and Representation Matching framework, an image
classification framework that leverages co-teaching, contrastive learning, representation …

Methodology for evaluating complex object contour detection accuracy in SLIC-based image segmentation

БС Лукащук, ЮВ Шабатура - Scientific Bulletin of UNFU, 2024 - nv.nltu.edu.ua
This paper investigates the application of the Simple Linear Iterative Clustering (SLIC)
algorithm for complex object image segmentation, on the example of images of human body …

[图书][B] Computational Strategies for Optimizing Wound Healing: From Neurite Analysis to Deep Reinforcement Learning

S Teymoori - 2023 - search.proquest.com
The primary objective of this thesis is to expedite the intricate process of wound healing
through a multifaceted computational approach. Our journey commences by delving into the …