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    Enhanced Brain Source localization using Multimodal signal Fusion
    (2025-12) Chaari, Anas; Al Nashash, Hasan; Mir, Hasan
    The human brain is the most complex organ that controls multiple cognitive, sensory, and motor functions. Understanding its complex dynamics requires precise brain source localization techniques, which are important for diagnosing neurological disorders and studying brain functions. Multimodal neuroimaging can be applied to improve localization accuracy by combining modalities with complementary strengths of each modality. This project proposes an approach for multimodal brain source localization by integrating electroencephalography (EEG) and functional near-infrared spectroscopy (fNIRS) data using Restricted Maximum Likelihood (REML) model to enhance both spatial and temporal accuracy. The methodology is validated using simulated data, where known neural sources were reconstructed independently using EEG and fNIRS, and then jointly using fNIRS-derived spatial priors. Integration reduced mean localization error (MLE) from 103.46 mm to 22.75 mm, showing the method’s accuracy. The proposed methodology was then applied to experimental data from 20 healthy subjects performing cognitive stress-induction tasks. EEG processing included filtering and ICA-based artifact removal, while fNIRS data underwent motion correction and detrending. The results showed consistent improvements across detection performance metrics, including specificity, accuracy, and MLE. For example, in Subject 10, MLE reduced from 72.601 mm (EEG only) to 16.010 mm (integrated), alongside improvements in specificity (0.3359 to 0.9883) and accuracy (0.3373 to 0.9873). A novel contribution of this work is the inclusion of neurovascular coupling delay compensation prior to multimodal integration, where EEG data are time shifted relative to hemodynamic responses in 2 s increments from 3 to 21 s. Optimal alignment was achieved between 3–5 s, showing enhanced localization performance. Additionally, analysis using frontal-only EEG channels to match the fNIRS cap layout im- proved spatial constraint and reduced interference from unrelated cortical regions.
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  • ItemOpen Access
    Indoor Source Apportionment and Health Risk Assessment of Inorganic PM2.5 in a University Building in the UAE
    (Wiley, 2026-04-08) Anwar, Shahid; Satheesh, Vipin; Shameer, Mohamed; Alawadhi, Hussain; Hamdan, Nasser M.
    Indoor air quality (IAQ) is a growing public health concern, especially in environments where individuals spend the majority of their time, such as homes, educational institutions, and office environments. This study investigates the elemental composition, chemical speciation, source apportionment, and health risks associated with indoor PM2.5 in a university building in the United Arab Emirates over a 1-year period. An indoor sampling campaign was conducted following international standards, and elemental analysis was performed using energy-dispersive X-ray fluorescence (EDXRF) spectroscopy. Crystallographic phases and compound identification were performed using X-ray diffraction (XRD) and scanning electron microscopy with energy-dispersive X-ray spectroscopy (SEM/EDS), respectively. Positive Matrix Factorization (PMF v5.0) was applied to apportion pollution sources, while health risk assessments were conducted for trace element exposure based on methods from the US EPA and the Agency for Toxic Substances and Disease Registry (ATSDR). Key indoor PM2.5 contributors included mineral and resuspended dust, sea salt, and anthropogenic sources such as heavy oil combustion, traffic, and secondary aerosols. The health risk assessment showed that all analyzed elements (Cr, Mn, Al, As, Cu, Ni, Pb, Zn, and Mg) had hazard quotient values below 1, indicating no noncarcinogenic risk, and the carcinogenic risk values for As, Cr, Ni, and Pb were below the ATSDR’s threshold value of 1 ×10−6. Multiple-Path Particle Dosimetry modeling showed that approximately 75% of inhaled PM2.5 deposits in the respiratory system, with younger individuals (18 years old) exhibiting slightly lower deposition. After 5 days of exposure, alveolar retention reached 0.072 mg in 21-year-olds and 0.066 mg in 18-year-olds, indicating potential for prolonged internal deposition. The findings underscore the importance of continuous monitoring and mitigation strategies to improve IAQ in densely occupied indoor environments.
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    Corporate Purpose, Tax Avoidance, Environment, and Social Accountability: Empirical Evidence
    (2026-03) Jamshed, Rana; Boubakri, Narjess; Guedhami, Omrane
    Business Roundtable firms have faced intense scrutiny from investors, media, and the public following their 2019 “Statement on the Purpose of a Corporation,” which marked a shift from shareholder-centric governance to a stakeholder-focused approach. This shift has sparked debate over whether Business Roundtable firms are genuinely committed to social responsibility or merely using it as a branding strategy without implementing meaningful changes. This thesis examines this debate across three chapters. Chapter 1 provides an extensive review of the Business Roundtable, tracing the theoretical conversation, historical evolution, and membership composition using novel hand-collected data, as well as its growing prominence in the United States economy, lobbying power, and policymaking, with descriptive evidence highlighting its economic and political significance. Chapter 2 examines governance accountability by analyzing whether Business Roundtable firms align their tax behavior with their 2019 pledge. Using a difference-in-differences framework on United States public firms from 2004 to 2022, the chapter tests whether Business Roundtable members engage in higher levels of tax avoidance than non-Business Roundtable firms and whether their tax practices changed following the Statement. Chapter 3 extends the analysis to environmental and social accountability by leveraging RepRisk incident data to capture media-reported controversies and assess whether Business Roundtable firms experienced changes in environmental and social incidents relative to matched non-Business Roundtable firms, including heterogeneity across industries and political contexts. Overall, the thesis traces a theoretical path and provides empirical evidence on whether Business Roundtable firms’ public commitments are reflected in observable changes in tax avoidance and environment, social, governance incidents, thereby contributing to debates on corporate purpose, greenwashing, and the credibility of voluntary corporate pledges.
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    A Hybrid Control Approach for Autonomous Vehicles Based on Model Predictive Control
    (2026-01) Saadeddin, Shadi; Emran, Bara; Jaradat, Mohammad

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