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A review of optical and thermal eye tissue parameters for improved computational models in retinal laser therapy. 视网膜激光治疗中用于改进计算模型的光学和热眼组织参数综述。
IF 5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2025-01-07 DOI: 10.1088/2516-1091/ad9aec
G Zanellati, D Allegrini, F Auricchio, M R Romano, A Cattenone, G Alaimo, S Marconi

Laser surgery is recognized as a highly effective method for managing retinal diseases. However, the thermal effects of the laser on different eye tissues are not entirely understood yet. In this context, computational modeling can be a useful tool to predict therapy outcomes. Accurate optical and thermal parameters of ocular tissues are crucial to correctly modeling the laser-tissue interactions. The present work aims to provide an easily accessible list of optical and thermal parameters for developing computational models involving ocular tissues. An extensive literature review was conducted to gather data on these parameters. The sources of data and the methodology used to calculate these parameters are analyzed in detail to ensure the reliability of the proposed values. In particular, this review focuses on density, specific heat, thermal conductivity, refractive index, and absorption coefficient, with optical properties referring to the 577 nm wavelength. The review underscores a common tendency to rely on pre-existing values when developing new computational models, often lacking clarity regarding selection criteria and data sources. This emphasizes the necessity for new experimental studies to improve the accuracy of ocular tissue properties.

激光手术被认为是治疗视网膜疾病的有效方法。然而,激光对不同眼组织的热效应尚未完全了解。在这种情况下,计算模型可以成为预测治疗结果的有用工具。准确的眼组织光学和热参数是正确模拟激光与组织相互作用的关键。目前的工作旨在为开发涉及眼部组织的计算模型提供一个易于访问的光学和热参数列表。我们进行了广泛的文献综述,以收集有关这些参数的数据。详细分析了数据来源和计算这些参数的方法,以确保建议值的可靠性。本文重点介绍了密度、比热、导热系数、折射率和吸收系数,其中光学性质指的是577 nm波长。这篇综述强调了在开发新的计算模型时依赖已有值的普遍趋势,往往缺乏选择标准和数据源的明确性。这强调了开展新的实验研究以提高眼组织特性准确性的必要性。
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引用次数: 0
Development of bioengineered 3D patient derived breast cancer organoid model focusing dynamic fibroblast-stem cell reciprocity. 聚焦成纤维细胞-干细胞相互作用的生物工程三维患者源性肿瘤类器官模型的开发。
IF 5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-27 DOI: 10.1088/2516-1091/ad9dcb
Nakka Sharmila Roy, Mamta Kumari, Kamare Alam, Anamitra Bhattacharya, Santanu Kaity, Kulwinder Kaur, Velayutham Ravichandiran, Subhadeep Roy

Three-dimensional (3D) models, such as tumor spheroids and organoids, are increasingly developed by integrating tissue engineering, regenerative medicine, and personalized therapy strategies. These advanced 3Din-vitromodels are not merely endpoint-driven but also offer the flexibility to be customized or modulated according to specific disease parameters. Unlike traditional 2D monolayer cultures, which inadequately capture the complexities of solid tumors, 3D co-culture systems provide a more accurate representation of the tumor microenvironment. This includes critical interactions with mesenchymal stem/stromal cells (MSCs) and induced pluripotent stem cells (iPSCs), which significantly modulate cancer cell behavior and therapeutic responses. Most of the findings from the co-culture of Michigan Cancer Foundation-7 breast cancer cells and MSC showed the formation of monolayers. Although changes in the plasticity of MSCs and iPSCs caused by other cells and extracellular matrix (ECM) have been extensively researched, the effect of MSCs on cancer stem cell (CSC) aggressiveness is still controversial and contradictory among different research communities. Some researchers have argued that CSCs proliferate more, while others have proposed that cancer spread occurs through dormancy. This highlights the need for further investigation into how these interactions shape cancer aggressiveness. The objective of this review is to explore changes in cancer cell behavior within a 3D microenvironment enriched with MSCs, iPSCs, and ECM components. By describing various MSC and iPSC-derived 3D breast cancer models that replicate tumor biology, we aim to elucidate potential therapeutic targets for breast cancer. A particular focus of this review is the Transwell system, which facilitates understanding how MSCs and iPSCs affect critical processes such as migration, invasion, and angiogenesis. The gradient formed between the two chambers is based on diffusion, as seen in the human body. Once optimized, this Transwell model can serve as a high-throughput screening platform for evaluating various anticancer agents. In the future, primary cell-based and patient-derived 3D organoid models hold promise for advancing personalized medicine and accelerating drug development processes.

结合组织工程、再生医学和个性化治疗策略,三维(3D)模型,如肿瘤球体和类器官,正在日益发展。这些先进的3D体外模型不仅是端点驱动的,而且还提供了根据特定疾病参数定制或调节的灵活性。传统的2D单层培养不能充分捕捉实体肿瘤的复杂性,3D共培养系统提供了更准确的肿瘤微环境表征。这包括与间充质干细胞/基质细胞(MSCs)和诱导多能干细胞(iPSCs)的关键相互作用,它们显著调节癌细胞的行为和治疗反应。MCF7乳腺癌细胞与MSC共培养的大多数结果显示单层形成。虽然其他细胞和细胞外基质(extracellular matrix, ECM)引起间充质干细胞和iPSCs可塑性的变化已经被广泛研究,但间充质干细胞对癌症干细胞侵袭性的影响在不同的研究界仍然存在争议和矛盾。一些研究人员认为,癌症干细胞增殖得更多,而另一些人则提出,癌症的扩散是通过休眠发生的。这突出了进一步研究这些相互作用如何形成癌症侵袭性的必要性。本综述的目的是探讨癌细胞在富含MSCs、iPSCs和ECM成分的三维微环境中的行为变化。通过描述各种复制肿瘤生物学的MSC和ipsc衍生的3D乳腺癌模型,我们旨在阐明乳腺癌的潜在治疗靶点。本综述的重点是Transwell系统,该系统有助于了解MSCs和iPSCs如何影响迁移、侵袭和血管生成等关键过程。两个腔室之间形成的梯度是基于扩散的,就像在人体中看到的那样。一旦优化,Transwell模型可以作为高通量筛选平台,用于评估各种抗癌药物。在未来,基于原代细胞和患者衍生的3D类器官模型有望推进个性化医疗和加速药物开发过程。
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引用次数: 0
Biomedical applications of the engineered AIEgen-lipid nanostructurein vitroandin vivo. 工程磷脂纳米结构在体外和体内的生物医学应用。
IF 5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-17 DOI: 10.1088/2516-1091/ad9aeb
Meng Suo, Tianfu Zhang, Xing-Jie Liang

Since the concept of aggregation-induced emission (AIE) was first coined by Tang and co-workers, AIE-active luminogens (AIEgens) have drawn widespread attention among chemists and biologists due to their unique advantages such as high fluorescence efficiency, large Stokes shift, good photostability, low background noise, and high biological visualization capabilities in the aggregated state, surpassing conventional fluorophores. A growing number of AIEgens have been engineered to possess multifunctional properties, including near-infrared emission, two-photon absorption, reactive oxygen species (ROS) generation and photothermal conversion, making them suitable for deep-tissue imaging and phototherapy. AIEgens show great potential in biomedical applicationsin vitroandin vivo. However, despite the favorable photophysical stability and ROS/heat generation capability in the aggregated state, limitations including uncontrolled size, low targeting efficiency, and unexpected dispersion in physiological environments have hindered their biomedical applications. The combination of AIEgens with lipids offers a simple, promising, and widely adopted solution to these challenges. This review article provides an overview of the synthesis methods of AIEgen-lipid nanostructures and their applications in the biomedical engineering field, aiming to serve as a guideline for developing these AIEgens-lipid nanostructures with promising biological applications.

自 Tang 及其合作者首次提出聚集诱导发射(AIE)的概念以来,聚集诱导发射活性光源(AIEgens)因其独特的优势,如荧光效率高、斯托克斯位移大、光稳定性好、背景噪声低,以及在聚集状态下具有超越传统荧光团的高生物可视化能力等,引起了化学家和生物学家的广泛关注。越来越多的 AIEgens 被设计成具有多功能特性,包括近红外发射、双光子吸收、活性氧(ROS)生成和光热转换,使其适用于深部组织成像和光疗。AIEgens 在体外和体内的生物医学应用中显示出巨大的潜力。然而,尽管AIEgens在聚集状态下具有良好的光物理稳定性和产生ROS/热能的能力,但其尺寸不可控、靶向效率低以及在生理环境中意外分散等局限性阻碍了它们在生物医学领域的应用。将 AIEgens 与脂质结合为应对这些挑战提供了一种简单、有前景且可广泛采用的解决方案。这篇综述文章概述了 AIEgens-脂质纳米结构的合成方法及其在生物医学工程领域的应用,旨在为开发这些具有良好生物应用前景的 AIEgens-脂质纳米结构提供指导。
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引用次数: 0
Cell stretching devices integrated with live cell imaging: a powerful approach to study how cells react to mechanical cues. 结合活细胞成像的细胞拉伸装置:一种研究细胞如何对机械信号作出反应的有力方法。
IF 5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-06 DOI: 10.1088/2516-1091/ad9699
Beatrice Bighi, Gregorio Ragazzini, Alessia Gallerani, Andrea Mescola, Chiara Scagliarini, Chiara Zannini, Martina Marcuzzi, Elena Olivi, Claudia Cavallini, Riccardo Tassinari, Michele Bianchi, Lorenzo Corsi, Carlo Ventura, Andrea Alessandrini

Mechanical stimuli have multiple effects on cell behavior, affecting a number of cellular processes including orientation, proliferation or apoptosis, migration and invasion, the production of extracellular matrix proteins, the activation and translocation of transcription factors, the expression of different genes such as those involved in inflammation and the reprogramming of cell fate. The recent development of cell stretching devices has paved the way for the study of cell reactions to stretching stimuliin-vitro, reproducing physiological situations that are experienced by cells in many tissues and related to functions such as breathing, heart beating and digestion. In this work, we review the highly-relevant contributions cell stretching devices can provide in the field of mechanobiology. We then provide the details for the in-house construction and operation of these devices, starting from the systems that we already developed and tested. We also review some examples where cell stretchers can supply meaningful insights into mechanobiology topics and we introduce new results from our exploitation of these devices.

机械刺激对细胞行为有多种影响,影响许多细胞过程,包括定向、增殖或凋亡、迁移和侵袭、细胞外基质蛋白的产生、转录因子的激活和易位、不同基因的表达,如参与炎症和细胞命运重编程的基因。细胞拉伸装置的最新发展为研究细胞对体外拉伸刺激的反应铺平了道路,再现了许多组织中细胞所经历的生理状况,并与呼吸、心脏跳动和消化等功能有关。在这项工作中,我们回顾了细胞拉伸装置在机械生物学领域中所能提供的高度相关的贡献。然后,我们从我们已经开发和测试的系统开始,提供这些设备的内部构造和操作的详细信息。我们还回顾了一些例子,其中细胞拉伸器可以为机械生物学主题提供有意义的见解,并介绍了我们利用这些设备的新结果。
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引用次数: 0
Mathematical models on bone cell homeostasis and kinetics in the presence of electric fields: a review. 电场作用下骨细胞稳态和动力学的数学模型综述。
IF 5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-12-02 DOI: 10.1088/2516-1091/ad9530
Poh Soo Lee, Kiran K Sriperumbudur, Jonathan Dawson, Ursula van Rienen, Revathi Appali

The role of bioelectricity in regulating various physiological processes has attracted increasing scientific interest in implementing exogenous electrical stimulations as a therapeutic approach. In particular, electrical stimuli are used clinically in pre-/post-surgery patient care for the musculoskeletal tissues. The reported potential of electric fields (EF) to regulate bone cell homeostasis and kineticsin vitrohas further provoked more studies in this field of research. Various customised apparatuses have been developed, and a range of parameters for the applied EFs have been investigatedin vitrowith bone cells or mesenchymal stem cells. Additionally, biomaterials with conductive or piezo-electric properties have been designed to complement the enhancing effects of the EF on bone regeneration. Despite much research, there remained a significant gap in knowledge due to the diverse range of EF parameters available. Mathematical models are built to facilitate further understanding and zero in on an effective range of EF parametersin silico. However, the diverse range of EF parameters, experimental conditions, and reported analytical output of different works of literature were reported to possess significant variance, making it challenging to accurately model the fieldin silico. This review categorises the existing experimental approaches and the parameters used to distinguish the potential variables that apply to mathematical modelling. Furthermore, we will discuss existing modelling approaches and models available in the literature. With this, we will concisely highlight the need to categorise EF parameters, osteogenic differentiation initiators and research output.

生物电在调节各种生理过程中的作用吸引了越来越多的科学兴趣,将外源性电刺激作为一种治疗方法。特别是,电刺激在临床上用于术前/术后患者对肌肉骨骼组织的护理。电场电位(EF)在体外调节骨细胞稳态和动力学的报道进一步引发了这一领域的研究。已经开发了各种定制的设备,并在骨细胞或间充质干细胞的体外研究了应用电场的一系列参数。此外,具有导电或压电特性的生物材料已被设计用于补充EF对骨再生的增强作用。尽管进行了大量的研究,但由于可获得的EF参数范围不同,知识上仍然存在很大的差距。数学模型的建立是为了促进进一步的理解和零的有效范围的EF参数在硅。然而,据报道,EF参数、实验条件和不同文献报告的分析输出的不同范围具有显着差异,这使得在计算机上准确建模该领域具有挑战性。本综述对现有的实验方法和用于区分适用于数学建模的潜在变量的参数进行了分类。此外,我们将讨论现有的建模方法和文献中可用的模型。因此,我们将简要地强调对EF参数、成骨分化启动因子和研究成果进行分类的必要性。
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引用次数: 0
A review of computational optimization of bone scaffold architecture: methods, challenges, and perspectives. 骨支架结构的计算优化综述:方法、挑战和观点。
IF 5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-11-21 DOI: 10.1088/2516-1091/ad879a
Ali H Foroughi, Caleb Valeri, Mir Jalil Razavi

The design and optimization of bone scaffolds are critical for the success of bone tissue engineering (BTE) applications. This review paper provides a comprehensive analysis of computational optimization methods for bone scaffold architecture, focusing on the balance between mechanical stability, biological compatibility, and manufacturability. Finite element method (FEM), computational fluid dynamics (CFD), and various optimization algorithms are discussed for their roles in simulating and refining scaffold designs. The integration of multiobjective optimization and topology optimization has been highlighted for developing scaffolds that meet the multifaceted requirements of BTE. Challenges such as the need for consideration of manufacturing constraints and the incorporation of degradation and bone regeneration models into the optimization process have been identified. The review underscores the potential of advanced computational tools and additive manufacturing techniques in evolving the field of BTE, aiming to improve patient outcomes in bone tissue regeneration. The reliability of current optimization methods is examined, with suggestions for incorporating non-deterministic approaches andin vivovalidations to enhance the practical application of optimized scaffolds. The review concludes with a call for further research into artificial intelligence-based methods to advance scaffold design and optimization.

骨支架的设计与优化是骨组织工程成功应用的关键。本文综述了骨支架结构的计算优化方法,重点介绍了机械稳定性、生物相容性和可制造性之间的平衡。讨论了有限元法(FEM)、计算流体动力学(CFD)和各种优化算法在模拟和改进脚手架设计中的作用。多目标优化与拓扑优化的结合已成为开发满足BTE多方面要求的支架的重点。已经确定了诸如需要考虑制造限制以及将降解和骨再生模型纳入优化过程等挑战。该综述强调了先进的计算工具和增材制造技术在BTE领域的发展潜力,旨在改善患者骨组织再生的结果。研究了当前优化方法的可靠性,并建议采用非确定性方法和体内验证,以增强优化支架的实际应用。该综述最后呼吁进一步研究基于人工智能的方法来推进支架的设计和优化。
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引用次数: 0
The development of paliperidone nanocrystals for the treatment of schizophrenia. 开发用于治疗精神分裂症的帕利哌酮纳米晶体。
IF 5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-11-20 DOI: 10.1088/2516-1091/ad8fe7
Phattalapol Lhaglham, Luksika Jiramonai, Xing-Jie Liang, Bingchuan Liu, Fangzhou Li

Schizophrenia is a complex and chronic psychiatric disorder that significantly impacts patients' quality of life. Ranking 12th among 310 diseases and injuries that result in disability, the number of patients suffering from schizophrenia continues to rise, emphasizing the urgent need for developing effective treatments. Despite the availability of effective antipsychotic drugs, over 80% of patients taking oral antipsychotics experience relapses, primarily caused by non-adherence as the high dosing frequency is required. In this review, we discuss about schizophrenia, its incidence, pathological causes, influencing factors, and the challenges of the current medications. Specifically, we explore nanocrystal technology and its application to paliperidone, making it one of the most successful long-acting antipsychotic drugs introduced to the market. We highlight the clinical advantages of paliperidone nanocrystals, including improved adherence, efficacy, long-term outcomes, patient satisfaction, safety, and cost-effectiveness. Additionally, we address the physicochemical factors influencing the drug's half-life, which crucially contribute to long-acting medications. Further studies on nanocrystal-based long-acting medications are crucial for enhancing their effectiveness and reliability. The successful development of paliperidone nanocrystals holds great promise as a significant approach for drug development, with potential applications for other chronic disease management.

精神分裂症是一种复杂的慢性精神疾病,严重影响患者的生活质量。在导致残疾的310种疾病和伤害中,精神分裂症患者的人数继续增加,排在第12位,这强调了开发有效治疗方法的迫切需要。尽管有有效的抗精神病药物,但超过80%服用口服抗精神病药物的患者出现复发,主要是由于需要高剂量频率而不依从性所致。在这篇综述中,我们讨论了精神分裂症,其发病率,病理原因,影响因素,以及当前药物的挑战。具体来说,我们探索纳米晶体技术及其在帕利哌酮中的应用,使其成为市场上最成功的长效抗精神病药物之一。我们强调了帕利哌酮纳米晶体的临床优势,包括改善依从性、疗效、长期结局、患者满意度、安全性和成本效益。此外,我们解决了影响药物半衰期的物理化学因素,这对长效药物至关重要。进一步研究纳米晶体长效药物对于提高其有效性和可靠性至关重要。帕利哌酮纳米晶体的成功开发作为一种重要的药物开发方法具有很大的前景,并具有潜在的应用于其他慢性疾病的治疗。
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引用次数: 0
Harms associated with retinal implantation of a stimulating electrode array to treat outer-retinal degeneration: a systematic review and meta-analysis of safety. 视网膜植入刺激电极阵列治疗视网膜外变性的危害:安全性的系统回顾和荟萃分析。
IF 5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-11-11 DOI: 10.1088/2516-1091/ad811e
Luke E Hallum, Shaun L Cloherty

Retinal implantation of an electrode array is an emerging treatment for vision loss caused by outer-retinal degeneration. This article collects and analyses harms associated with the treatment reported in the peer-reviewed literature, thus enabling informed decision-making by patients, clinicians, researchers, engineers, and policymakers. We searched MEDLINE, Embase, and clinical trials registries for peer-reviewed journal articles reporting harms outcomes. We extracted data from articles including study design, definitions of 'serious adverse event', and timing of adverse events. We applied the McMaster tool to these articles to assess the risk of bias in harms assessment and reporting. Our searches returned 585 abstracts. We reviewed the full text of 59 articles describing 11 different devices. McMaster scores ranged from 3 to 12 (maximum 15; higher scores indicate less risk). We compiled a comprehensive list of all serious and non-serious adverse events associated with retinal implantation. Several harms were common across devices. Our meta-analysis showed that serious adverse events are log-uniformly distributed throughout follow-up. Improved reporting and further clinical studies are needed to develop a reliable safety profile of retinal implantation. Our findings will help guide the design, conduct, and reporting of future clinical trials of retinal implantation and other emerging treatments for vision loss. (PROSPERO registration: CRD42022308123.).

视网膜植入电极阵列是一种新兴的治疗视网膜外变性引起的视力丧失的方法。本文收集并分析了同行评议文献中报道的与治疗相关的危害,从而使患者、临床医生、研究人员、工程师和政策制定者能够做出明智的决策。我们检索了MEDLINE、Embase和临床试验注册库,查找同行评议的报告危害结果的期刊文章。我们从文章中提取数据,包括研究设计、“严重不良事件”的定义和不良事件发生的时间。我们将麦克马斯特工具应用于这些文章,以评估危害评估和报告中的偏倚风险。我们检索了585篇摘要。我们回顾了59篇文章的全文,这些文章描述了11种不同的设备。麦克马斯特得分范围从3到12(最多15分;得分越高,风险越小)。我们编制了一份与视网膜植入术相关的所有严重和非严重不良事件的综合清单。有几种危害是跨设备常见的。我们的荟萃分析显示,严重不良事件在随访期间呈对数均匀分布。完善的报告和进一步的临床研究需要建立一个可靠的安全性的视网膜植入术。我们的研究结果将有助于指导未来视网膜植入和其他新兴视力丧失治疗的临床试验的设计、实施和报告。(普洛斯彼罗注册号:CRD42022308123)。
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引用次数: 0
6G networks for the operating room of the future. 未来手术室的 6G 网络。
IF 5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-10-21 DOI: 10.1088/2516-1091/ad819c
Franziska Jurosch, Nicolai Kröger, Sven Kolb, Fidan Mehmeti, Eimo Martens, Stefanie Speidel, Wolfgang Kellerer, Dirk Wilhelm, Jonas Fuchtmann

Technical setups in today's operating rooms (ORs) are becoming increasingly complex, especially with the integration of applications which rely on the fusion of multiple information sources. While manufacturers have already started to make use of such approaches, the quest for fully integrated ORs becoming standard is still ongoing. We describe a variety of state-of-the-art projects that envision an OR of the future in order to identify missing building blocks. While these initial implementations of sensor fused ORs have shown to be promising, all current proposals lack a scalable networking backbone that serves the needs of future applications. We therefore discuss how the coming 6G standard's envisioned advancements can provide a flexible and intelligent platform to enable the fully integrated OR of the future.

当今手术室(or)的技术设置正变得越来越复杂,特别是依赖于多个信息源融合的应用集成。虽然制造商已经开始使用这些方法,但对完全集成的ORs成为标准的追求仍在进行中。我们描述了各种最先进的项目,这些项目设想了未来的OR,以确定缺失的构建模块。虽然这些传感器融合的ORs的初步实现已经显示出很有希望,但目前所有的建议都缺乏一个可扩展的网络骨干来满足未来应用的需求。因此,我们将讨论即将到来的6G标准的设想进展如何提供一个灵活和智能的平台,以实现未来的完全集成或。
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引用次数: 0
Systematic review of experimental paradigms and deep neural networks for electroencephalography-based cognitive workload detection. 基于脑电图的认知工作量检测的实验范例和深度神经网络的系统回顾。
IF 5 Q1 ENGINEERING, BIOMEDICAL Pub Date : 2024-10-21 DOI: 10.1088/2516-1091/ad8530
Vishnu K N, Cota Navin Gupta

This article summarizes a systematic literature review of deep neural network-based cognitive workload (CWL) estimation from electroencephalographic (EEG) signals. The focus of this article can be delineated into two main elements: first is the identification of experimental paradigms prevalently employed for CWL induction, and second, is an inquiry about the data structure and input formulations commonly utilized in deep neural networks (DNN)-based CWL detection. The survey revealed several experimental paradigms that can reliably induce either graded levels of CWL or a desired cognitive state due to sustained induction of CWL. This article has characterized them with respect to the number of distinct CWL levels, cognitive states, experimental environment, and agents in focus. Further, this literature analysis found that DNNs can successfully detect distinct levels of CWL despite the inter-subject and inter-session variability typically observed in EEG signals. Several methodologies were found using EEG signals in its native representation of a two-dimensional matrix as input to the classification algorithm, bypassing traditional feature selection steps. More often than not, researchers used DNNs as black-box type models, and only a few studies employed interpretable or explainable DNNs for CWL detection. However, these algorithms were mostly post hoc data analysis and classification schemes, and only a few studies adopted real-time CWL estimation methodologies. Further, it has been suggested that using interpretable deep learning methodologies may shed light on EEG correlates of CWL, but this remains mostly an unexplored area. This systematic review suggests using networks sensitive to temporal dependencies and appropriate input formulations for each type of DNN architecture to achieve robust classification performance. An additional suggestion is to utilize transfer learning methods to achieve high generalizability across tasks (task-independent classifiers), while simple cross-subject data pooling may achieve the same for subject-independent classifiers.

本文综述了基于深度神经网络的脑电信号认知负荷估计的相关文献。本文的重点可以概括为两个主要元素:首先是识别普遍用于CWL归纳的实验范式,其次是对基于深度神经网络(DNN)的CWL检测中常用的数据结构和输入公式的研究。该研究揭示了几种实验范式,它们可以可靠地诱导CWL的分级水平或由于持续诱导CWL而达到期望的认知状态。本文从不同CWL水平的数量、认知状态、实验环境和关注的主体等方面对它们进行了描述。此外,本文献分析发现,尽管在EEG信号中通常观察到主体间和会话间的变化,但dnn可以成功检测到不同水平的CWL。我们找到了几种方法,使用二维矩阵的原生表示的脑电图信号作为分类算法的输入,绕过传统的特征选择步骤。通常情况下,研究人员使用dnn作为黑盒型模型,只有少数研究使用可解释或可解释的dnn进行CWL检测。然而,这些算法大多是事后数据分析和分类方案,只有少数研究采用了实时CWL估计方法。此外,有人建议使用可解释的深度学习方法可以阐明脑电图与CWL的相关性,但这仍然是一个未开发的领域。该系统综述建议使用对时间依赖性敏感的网络和针对每种DNN架构的适当输入公式来实现稳健的分类性能。另一个建议是利用迁移学习方法来实现跨任务(任务独立分类器)的高泛化性,而简单的跨主题数据池可以实现相同的主题独立分类器。
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引用次数: 0
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