49 results on '"liu, Yi"'
Search Results
2. Robustness against adversarial attacks on deep neural networks
- Author
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Liu, Yi-Ling and Lomuscio, Alessio
- Abstract
While deep neural networks have been successfully applied in several different domains, they exhibit vulnerabilities to artificially-crafted perturbations in data. Moreover, these perturbations have been shown to be transferable across different networks where the same perturbations can be transferred between different models. In response to this problem, many robust learning approaches have emerged. Adversarial training is regarded as a mainstream approach to enhance the robustness of deep neural networks with respect to norm-constrained perturbations. However, adversarial training requires a large number of perturbed examples (e.g., over 100,000 examples are required for MNIST dataset) trained on the deep neural networks before robustness can be considerably enhanced. This is problematic due to the large computational cost of obtaining attacks. Developing computationally effective approaches while retaining robustness against norm-constrained perturbations remains a challenge in the literature. In this research we present two novel robust training algorithms based on Monte-Carlo Tree Search (MCTS) [1] to enhance robustness under norm-constrained perturbations [2, 3]. The first algorithm searches potential candidates with Scale Invariant Feature Transform method and makes decisions with Monte-Carlo Tree Search method [2]. The second algorithm adopts Decision Tree Search method (DTS) to accelerate the search process while maintaining efficiency [3]. Our overarching objective is to provide computationally effective approaches that can be deployed to train deep neural networks robust against perturbations in data. We illustrate the robustness with these algorithms by studying the resistances to adversarial examples obtained in the context of the MNIST and CIFAR10 datasets. For MNIST, the results showed an average training efforts saving of 21.1\% when compared to Projected Gradient Descent (PGD) and 28.3\% when compared to Fast Gradient Sign Methods (FGSM). For CIFAR10, we obtained an average improvement of efficiency of 9.8\% compared to PGD and 13.8\% compared to FGSM. The results suggest that these two methods here introduced are not only robust to norm-constrained perturbations but also efficient during training. In regards to transferability of defences, our experiments [4] reveal that across different network architectures, across a variety of attack methods from white-box to black-box and across various datasets including MNIST and CIFAR10, our algorithms outperform other state-of-the-art methods, e.g., PGD and FGSM. Furthermore, the derived attacks and robust models obtained on our framework are reusable in the sense that the same norm-constrained perturbations can facilitate robust training across different networks. Lastly, we investigate the robustness of intra-technique and cross-technique transferability and the relations with different impact factors from adversarial strength to network capacity. The results suggest that known attacks on the resulting models are less transferable than those models trained by other state-of-the-art attack algorithms. Our results suggest that exploiting these tree search frameworks can result in significant improvements in the robustness of deep neural networks while saving computational cost on robust training. This paves the way for several future directions, both algorithmic and theoretical, as well as numerous applications to establish the robustness of deep neural networks with increasing trust and safety.
- Published
- 2022
- Full Text
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3. European capital of culture and sustainable regeneration
- Author
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Liu, Yi-De and Kaiser, Wolfram
- Abstract
This commentary synthesises the author's published works, including ten peer reviewed journal articles, which represent research centred on sustainable event-led regeneration and attempt to provide a significant contribution to the evaluation of the European Capital of Culture programme, with 2008 Liverpool as a case study. The papers submitted collectively conceptualise the significance of cultural event for a city's economic, social and cultural regeneration and advance academic knowledge on the local implementation of European Union cultural policy. The coherence is based on three research questions linking these publications: (1) What are the long-term effects of the European Capital of Culture status? (2) How can the sustainability of a European Capital of Culture event be achieved through legacy planning? (3) To what extent can European Capital of Culture help address the dilemmas of culture-led regeneration? Sustainability and legacy issues have been the focus of discussion in recent years and have become one of new paradigms of European Union cultural policy. Cultural event, with the European Capital of Culture as a notable example, is conceived as a part of city's dynamic and long-term process of development. Theoretically, this research contributes to the debate on urban cultural policy by exploring the criteria of sustainable culture-led regeneration and investigating the long-term effects of the European Capital of Culture programme. This study also contributes to event evaluation by adopting theories from interdisciplinary academic fields to more widely assess the event's impacts and legacies. Empirically, considering that legacy planning is vital for event sustainability, this study provides some strategic planning directions for future European Capitals of Culture. Although the European Capital of Culture is a fascinating case to study both the aspirations and the challenges of European Union cultural policy, the existing literature often disregard the connections between the European Capital of Culture and European Union policies. This commentary concludes by revealing the limitations of the research done to date, embedding the publications in the broader interdisciplinary framework of European Studies and illustrating some points for future research. So far, from the perspective of European Studies, at least three important research themes have been overlooked: (1) the transnational dimension of the European Capital of Culture; (2) European Capital of Culture in European Union multi-level governance; and (3) European Capital of Culture and layered identities and citizenship. Through these three different but interrelated conceptual lenses, future European Capital of Culture research can more fruitfully relate to recent innovations in disciplines studying the European Union's political and societal processes.
- Published
- 2021
4. Fingers micro-gesture recognition based on holoscopic 3D imaging system
- Author
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Liu, Yi and Swash, M. R.
- Subjects
006.3 ,Human Computer Interaction ,Machine learning ,Deep learning ,Imaging processing ,Fusion - Abstract
Micro-gesture recognition has been widely research in recent years, in particular there has been a great focus on 3D micro-gesture recognition which consists of classifying the micro-gesture movements of the fingers for touch-less control applications. Holoscopic 3D imaging system mimics fly’s eye technique to capture true 3D scene which is enrich in both texture and motion information. As a result, holoscopic 3D imaging system shall be a suitable approach for robust recognition application. This PhD research focuses on innovative 3D micro-gesture recognition based on holoscopic 3D system which delivers robust and reliable performance with precision for 3D micro-gestures. Indeed this can be applied to other wide range of applications such as Internet of things (IoT), AR/VR, robotics and other touch-less interaction. Due to lack of holoscopic 3D dataset, a comprehensive 3D micro-gesture dataset (HoMG) includes both holoscopic 3D images and videos is prepared. It is a reasonable size holoscopic 3D dataset which is captured with different camera settings and conditions from 40 participants. Innovative 3D micro-gesture recognition is proposed based on 2D feature extraction methods with basic classification methods, the recognition accuracy can reach around 50.9%. For video-based data, the 3D feature extraction methods are achieved 66.7% recognition accuracy over 50.9% accuracy for micro-gesture images as the initial investigation. HoMG database held a challenge in IEEE International automatic face and gesture 2018, and 4 groups from the international research institutes joined the challenge and contributed many new methods as further development where the proposed method was published. The holoscopic 3D dataset further enrich innovative micro-gesture 3D recognition system is proposed and its performance is evaluated by carrying out like to like comparison with state of the art methods. In addition, a fast and efficient pre-processing algorithm for H3D images to extract the element images. Simplified viewpoint image extraction method are presented. A pre-trained CNN model with the attention mechanics is implemented based on VP image for the predicted probabilities of gesture. The proposed approached is further improved using voting strategy. The proposed approach achieves 87% accuracy, which outperform all existing state of the art methods on the image-based database. Advanced 3D micro-gesture recognition is investigated based on sequence video database, the end-to-end model has been used on effective H3D based micro-gesture recognition system. For front-end network, there are two method of traditional viewpoint image extraction and novel pseudo viewpoint image extraction have been used and evaluated. The pseudo viewpoint (PVP) front-end has been created, which used to deep learning networks understanding the implied 3D information of H3D imaging system. The viewpoint (VP) front-end follows the traditional H3D image method to extract and reconstruct the multi-viewpoint images. Both front-end have been feed in four popular advanced deep networks using for learning and classification. This experiments evaluated the performance of 2D/3D convolutional, mixing 2D and 3D convolutional and LSTM on the HoMG video database, which is beneficial to H3D imaging system using deep learning network. Finally, in order to obtain the high accuracies, the majority voting has been applied for further improve. The final results show that the performance is not only better than the traditional methods, but also superior to the existing deep learning based approaches, which clearly demonstrates the effectiveness of the proposed approach.
- Published
- 2020
5. An experimental and critical exploration of strategies for the enhancement of academic achievement for Chinese master of arts jewellery students in contemporary UK higher education
- Author
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Liu, Yi, Huddleston, Robert, and Green, Lawrence
- Subjects
378.1 ,W900 Others in Creative Arts and Design - Abstract
It is generally acknowledged by UK universities that in order that they can (i) better address students' educational expectations, and (ii) enhance their appeal to international students, it is necessary to understand the variety of motivating factors that shape student's study decisions (Su, 2010; Wu, 2008). However, in the field of art and design (A&D), and specifically in relation to the study of jewellery, this thesis argues that there remain significant disparities in the understandings of motivating factors that influence Chinese students' decisions and study expectations with respect to study abroad international education. The thesis also argues that these differences contribute to students encountering academic challenges during their UK courses. These challenges are also highlighted and discussed in relation to the cross-cultural dynamics involved in Chinese/international students moving from their 'home' educational system in China, to an unfamiliar one in the UK's. The specific focus of this thesis concerns the student's transition experience, giving particular attention to the initial period of their higher-level study. The study presents an educational way forward, the purpose of which is to encourage a more research informed approach to the future development and improvement of the Chinese international postgraduate taught (PGT) student learning experience. With its primary concern being Higher Education (HE), and more specifically the subject of jewellery in A&D education, the main thrust of the thesis focuses on how pedagogical strategies and approaches can be better designed, developed and implemented in relation to Chinese / international PGT students. Designed from the outset to be exploratory, inductive and action-oriented, the study is founded on subject-specific questions that have previously received insufficient attention. Thus, it was necessary to scope the field of study and to engage with and understand, in a granular way, the perceptions of past and current Chinese learners' experiences of studying jewellery in the UK. In this respect, the study investigates in detail how and to what extent the student's past experiences impact on their learning journey in the UK. The study explores institutional codes and practices within A&D disciplines, and the views of various stakeholders (educational leaders, lecturers and students) and concludes that rather than viewing Chinese PGT learners' transition into UK learning as one that is challenging in the sense of 'problematic' (Martin, 2010), that such challenges can be perceived and embraced as highly beneficial to their education. Through a range of intervention experiments, the study proposes a model for based on the centrality of the concept of 'in-between space'. An in-between space is one in which 'conceptual translation' and 'negotiation' strategies are encouraged. Via their use, a more responsive and flexible programme becomes possible, one that both facilitates positive transitions and contributes to enhanced sustainable orientations to learning and work in wider contexts. This research is relevant to a wide community: it is believed that it can make a significant contribution to students' and academics' understanding of how Chinese MA students' experiences and perceptions of learning in UK HE institutions (and of jewellery in particular), might be addressed. It will also contribute to the identification of disparities and missing elements in the range of transition programmes, and related methods and approaches that have been instituted by the UK HE jewellery sector as a means of maximising the benefits for Chinese MA design students from their studies. Further, it will support the development of more effective and informed preparation programmes for Chinese design students at HE institutional level, and enable Chinese students to increase their understanding of pedagogical approaches. In this way it should support achievement of higher levels of performance at both earlier and subsequent stages of UK-based design studies, and aid learners as they move beyond Master's level education.
- Published
- 2018
6. Essays on systemic risk and risk spillovers
- Author
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Liu, Yi
- Subjects
332.63 ,HB Economic Theory ,HG Finance - Abstract
This thesis studies the implications of risk spillover effects in the systemic risk regarding the financial institutions and the financial system. We study the risk spillovers from sovereign CDS market to financial CDS market and the systemic risk contributions of sovereign countries. We then extend the previous study to investigate the dynamics of sovereign risk spillovers to the sovereign bond market, sovereign CDS market, and the national banking sectors, and we examine the interdependence of these markets. Lastly, we study the implications of network interconnectedness of the financial institutions and its contributions to systemic risk. Our research provides deeper understanding regarding the systemic risk and risk spillovers, and offer practical empirical evidence regarding the regulation of financial institutions.
- Published
- 2017
7. Trade liberalization and wage differentials of heterogeneous firms : three empirical studies of Chinese firms
- Author
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Liu, Yi
- Subjects
382 ,DS Asia ,HB Economic Theory ,HD Industries. Land use. Labor ,HF Commerce - Abstract
This thesis includes three independent empirical studies that examine the relationship between trade and wages for Chinese manufacturing industries for the period 2002-2006. Chapter 2 uses highly detailed firm-level industrial production data merged with product-level trade transaction data to make a direct test of Amiti and Davis (2011) model. The potential endogeneity issue of tariffs is addressed in several ways although our results support the premise that post-WTO period tariff reductions were exogenous. In Chapters 3 and 4 we pay close attention to processing trade. Chapter 3 reexamines the relationship between tariff reductions and firm wages taking into account the special tariff treatment given to processing firms. We find that processing firms pay higher wages following a fall in firm output tariffs. However, non-processing firms pay higher wages after a fall in firm input tariffs. Finally, Chapter 4 examines the impact of tariff reductions on the decision of firms to switch between different modes of exporting and explores how export switching affects firm wages through trade liberalization. The results highlight that input tariff reductions at the firm level determine a firm’s decision and direction of export switching. The future research ideas are also concluded.
- Published
- 2016
8. Incorporating high-dimensional exposure modelling into studies of air pollution and health
- Author
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Liu, Yi and Shaddick, Gavin
- Subjects
510 ,Bayesian statistics ,Air pollution ,Epidemiology ,MCMC methods ,INLA - Abstract
Air pollution is an important determinant of health. There is convincing, and growing, evidence linking the risk of disease, and premature death, with exposure to various pollutants including fine particulate matter and ozone. Knowledge about the health and environmental risks and their trends is important stimulus for developing environmental and public health policy. In order to perform studies into the risks of environmental hazards on human health study there is a requirement for accurate estimates of exposures that might be experienced by the populations at risk. In this thesis we develop spatio-temporal models within a Bayesian framework to obtain accurate estimates of such exposures. These models are set within a hierarchical framework in a Bayesian setting with different levels describing dependencies over space and time. Considering the complexity of hierarchical models and the large amounts of data that can arise from environmental networks mean that inference using Markov Chain Monte Carlo (MCMC) may be computational challenging in this setting. We use both MCMC and Integrated Nested Laplace Approximations (INLA) to implement spatio-temporal exposure models when dealing with high–dimensional data. We also propose an approach for utilising the results from exposure models in health models which allows them to enhance studies of the health effects of air pollution. Moreover, we investigate the possible effects of preferential sampling, where monitoring sites in environmental networks are preferentially located by the designers in order to assess whether guideline and policies are being adhered to. This means the data arising from such networks may not accurately characterise the spatial-temporal field they intend to monitor and as such will not provide accurate estimates of the exposures that are potentially experienced by populations. This has the potential to introduce bias into estimates of risk associated with exposure to air pollution and subsequent health impact analyses. Throughout the thesis, the methods developed are assessed using simulation studies and applied to real–life case studies assessing the effects of particulate matter on health in Greater London and throughout the UK.
- Published
- 2015
9. Understanding chronic inflammatory diseases in the human lung : the cystic fibrosis and idiopathic pulmonary fibrosis paradigms
- Author
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Liu, Yi-Chia
- Subjects
616.2 ,RC Internal medicine ,WF Respiratory system - Abstract
The chronic infection of the cystic fibrosis (CF) lung with Pseudomonas aeruginosa strongly correlates with critical outcomes. Pseudomonas alkyl-quinolone signal (PQS) is a diffusible cell-density dependent signal controlling the production of virulence determinants. The PQS amount in the CF lung was proportionate to P. aeruginosa colonisation and PQS molecules have been demonstrated to inhibit pro-inflammatory signalling. However, how PQS influence the recognition of P. aeruginosa by the human lung is unknown. The contribution of PQS to the interaction of P. aeruginosa with human bronchial epithelial cells (HBECs) was characterised using a PQS-deficient mutant ΔpqsA in comparison with its isogenic wild type (WT). Although ΔpqsA appeared attenuated, the pathogenesis of WT and ΔpqsA upon infection of HBEC did not differ in bacterial growth, actin and junctional protein degradation, and pro-inflammatory activation. Despite PQS being highly secreted by a CF isolate LESB58, preliminary data showed that LESB58 was less cytotoxic than the laboratory WT. Our results suggest that PQS does not alter P. aeruginosa pathogenicity on HBECs. Idiopathic pulmonary fibrosis (IPF) is characterised with heterogeneous pathological patterns caused by scarring leading to irreversible destruction of lung architecture. Emerging evidence suggests that dysregulated immunological events could cause the failure of tissue-healing. Systemic immune responses of patients with IPF and age- and sex-matched healthy donors were determined by quantifying cytokines produced by peripheral blood mononuclear cells (PBMCs) upon an array of stimuli. The results showed that PBMCs in patients with IPF were less likely to produce IL-17A, IL-10 and IL-13 than healthy controls (OR 0.14-0.3, 95% CI 0.003-0.03). Patients with lower levels of cytokines had a four to six-fold increased risk of death (HR 4.31-6.13, 95% CI 0.0052-0.0176). This study contributes to a better understanding of the role of PQS in P. aeruginosa pathogenesis and identified cytokine production as a novel biomarker in IPF.
- Published
- 2014
10. Novel functions of Tribbles 1 in macrophages
- Author
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Liu, Yi-Hsia, Argyle, David, Morrison, Ivan, and Lamb, Jonathan
- Subjects
innate immunity ,inflammation ,Tribbles family - Abstract
Tribbles (Trib) protein was first described in Drosophila as a regulator of proliferation, later being implicated as a G2/M modulator. In mammalian systems, three Trib gene family members have been identified, which share a conserved motif similar to the catalytic domain of serine/threonine kinases. However, they lack several conserved residues in the ATP-binding pocket and the core motif of the catalytic domain necessary for catalytic function. Tribbles 1 (Trib1) is involved in inflammation through its ability to regulate MAPK, NF-κB and the CCAAT Enhancer Binding Protein (C/EBP). Moreover, Trib1 is associated with human disease, such as atherosclerosis and acute myeloid leukaemia. In this thesis, I investigated the functional role of Trib1 in Toll-like Receptor (TLR)-induced inflammatory responses together with pro- or anti-inflammatory cytokines. The RAW264.7 myeloid cell line was stimulated with TLR2/9 ligands in the presence or absence of IFN-γ or IL-10. I observed a high level of Trib1 expression in the presence of IFN-γ and TLR2 ligands, but weak Trib1 expression following treatment with IL-10 and TLR9 ligands. In gene knock-down experiments using small interfering RNAs (siRNA) to reduce Trib1 expression, C/EBPβ was up-regulated in both stimulated (by IFN-γ and TLR2 ligands) and resting macrophage populations. TNF-α production was increased following Trib1 knockdown after treatment with IFN-γ and/or TLR2 ligands but IL-6 secretion remained unchanged. Furthermore, ERK1/2 expression was reduced in Trib1 siRNA-treated cells and failed to induce chemokinesis in macrophages. Finally, Trib1 was demonstrated to act as a modulator of cell cycle (G2/M) transition and displays a delayed apoptotic phenotype. The work in this thesis demonstrates that mammalian Trib1 contributes to the pro-inflammatory response and functions as a regulator of the ERK1/2 and C/EBPβ pathways following TLR ligand-mediated activation. Its novel functions include acting as a modulator of G2/M arrest and suppressing macrophage migration.
- Published
- 2012
11. The impact of selection on the diversity of background genome
- Author
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Liu, Yi-Hsuan
- Subjects
572.8 - Published
- 2011
12. The performance of future wireless communication systems
- Author
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Liu, Yi and Edwards, David
- Subjects
621.382 ,Communications engineering (optical,microwave and radio) ,antenna selection ,amcmc ,mimo ,ofdm - Abstract
Multimedia services provided through wireless networks, such as mobile television and video calls, have recently attracted great attention. These systems require higher data rates, better communication quality, and wider channel bandwidth compared with traditional wireless network services, such as voice calling and text messaging. In response to these demands, multiple-input multiple-output (MIMO) employing multiple antennas at both transmitter and receiver, has been investigated in recent years. Nevertheless, the major impediment in MIMO based wireless systems is the cost of the hardware due to the requirement of the complete radio frequency (RF) chain for each transmit and receive path. One technique named antenna subset selection has been proposed which can reduce the hardware complexity, for example, provide and smaller number of RF chains which are reconfigurable to serve multiple antennas, but retain good communication performance, such as increasing data rates and improving communication quality. On the other hand, network service providers have in recent years established wideband communication systems in order to provide more services and higher bandwidth to customers. However, this development lowers the communication link quality, since signals transmitted in wideband communication systems suffer frequency-selective fading. In order to reduce the fading, orthogonal frequency division multiplexing (OFDM) as a potential infrastructure in the fourth generation mobile communication networks is developed. Referring to the cost-performance ratio, an attractive future wireless system named antenna selection based MIMO-OFDM is considered to be widely utilized in civil wireless communications in near future. The working theory of antenna selection based MIMO-OFDM systems can be simply represented as that a data stream at each selected transmit/receiver antenna is sent/receive over a number of narrow band orthogonal subcarriers. This thesis addresses analysis of wireless channel and performance investigation of future wireless communication systems, such as MIMO and OFDM structures. Moreover, a novel significantly low computational complexity algorithm is introduced in this thesis, which is proposed for antenna selection MIMO-OFDM systems on the basis of multiple selection criteria. It is shown that the proposed selection algorithm clearly reduces the computational complexity load of the selection process and efficiently selects the optimum antenna subset of antenna selection MIMO-OFDM systems. The thesis concludes by outlining the advantage of the proposed antenna selection technique and points out its potential role in future wireless communications.
- Published
- 2011
13. Three essays in behavioural finance : an examination of judgement and decision making at the level of the individual investor
- Author
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Yeoh, Liu Yi
- Subjects
332 - Published
- 2011
14. Modelling and characterisation of the pyrolysis of secondary refuse fuel briquettes and biomass materials
- Author
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Liu, Yi
- Subjects
333.7938 ,Waste products as fuel ,Biomass energy ,Renewable energy sources - Abstract
This research was established due to an increase of interest in renewable energy sources and utilisation of various wastes and biomass. Gasification is currently one of the most promising thermal-chemical conversion techniques for recovering energy from waste, and the pyrolytic behaviour of secondary refuse fuel (SRF) briquettes and biomass-derived fuels is the starting point for the process. The purpose of this study was to evaluate the pyrolytic characteristics of SRF briquettes and biomass materials, suggest a kinetic model for simulating the pyrolytic process and obtaining the kinetic parameters, and then predict the yield of volatile products in pyrolysis. Knowledge of the chemical composition, the thermal behaviour and the reactivity of SRF briquettes and their blends with other materials, such as biomass and plastic during pyrolysis is very important for the effective design operation of gasification units. The kinetics of the pyrolysis of simulated SRF briquettes, SRF briquettes and pulverised biomass samples was successfully modelled by a scheme consisting of two independent general order parallel reactions of the main components which were hemicellulose, cellulose, lignin and plastic. The kinetic parameters estimated through the model were comparable with those reported in the literature. In this research, activation energy values varied between 30 – 70 kJ/mol for lignin pyrolysis, 96 – 137 kJ/mol for hemicellulose and cellulose pyrolysis, and about 260 kJ/mol for plastic pyrolysis. Biomass has a very high volatile content. Adding biomass into SRF briquettes could increase the volatile yield. Increasing the plastic content of SRF briquettes could increase the volatile yield, the derivative thermogravimetric (DTG) peak height and the repeatability of pyrolysis. Inorganic component could shift the cellulose pyrolysis to a lower temperature and cause the hemicellulose pyrolysis and the cellulose pyrolysis highly overlapped, but it could have a positive effect by acting as catalysts and lower the activation energy in the pyrolysis of hemicellulose and cellulose. Molasses used as a binder could improve the DTG peak height and restrain the curve shifting effect of inorganic component on the hemicellulose and cellulose pyrolysis, but couldn’t restrain the lignin pyrolysis at low temperatures during the hemicellulose and cellulose pyrolysis. Molasses could restrain the effect of the lignin pyrolysis at high temperatures on the plastic pyrolysis. Mechanical biological treatment (MBT) process could highly improve the volatile yield and improve the DTG peak height of SRF briquettes.
- Published
- 2010
15. Performance measurement of English public sport facilities : aggregate analysis and its practicability
- Author
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Liu, Yi-De and Taylor, Peter
- Subjects
796.0694 - Abstract
The aim of this research is to adopt aggregate performance analyses to measure the performance of English public sport facilities and examine the practicability of these analyses. Based on the National Benchmarking Service for Sports Halls and Swimming Pools (NBS), provided for Sport England by the Sport Industry Research Centre at Sheffield Hallam University, four dimensions of performance are measured in this thesis, i. e. operational efficiency, sport equity, service quality and customer segmentation. First, two aggregate performance analyses data envelopment analysis (DEA) and multivariate statistical analysis (MSA) are conducted to provide an insight into the industry's overall performance. Second, based on the two approaches above, an aggregate performance analysis framework is developed and tested at the individual facility level. Then its practicability is evaluated. The contributions of this research are twofold: (1) to present the value and critically evaluate the practicability of aggregate performance analysis; and (2) to expand the theoretical literature on performance measurement in the public leisure sector. The research findings demonstrate that the `convergence' strength of aggregate analysis can complement the `inclusiveness' strength of partial measures adopted by the NBS, particularly in efficiency measurement and customer segmentation analysis. In addition, for practitioners in the public leisure sector, `inclusiveness' and `simplicity' are the most important criteria of a good performande measurement system. That is, not only does performance data need to be inclusive, the analytical process also needs to be simple and understandable. Finally, facility managers' analytical skills and motivations for benchmarking are two factors which determine the feasibility of aggregate performance analysis in the public leisure sector.
- Published
- 2007
16. Mechanical and histochemical study on spider silk & spinning system
- Author
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Liu, Yi
- Subjects
620.197042 - Published
- 2007
17. Delineation of Tissue Resident Memory Precursor and Circulating Memory Precursor CD8 T Cell Populations
- Author
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Liu, Yi Chia and Liu, Yi Chia
- Abstract
Tissue resident memory CD8+ T (TRM) cells reside in nonlymphoid tissues and provide enhanced local protection against reinfections. While it is known that TRM cells and circulating memory CD8+ T (TCIRCM) cells arise from a memory precursor population, where and when these cells receive specific instructions to initiate their respective memory programming is not completely understood. Here, we delineated siIEL-TRM-precursor cells and TCIRCM-precursor cells in the mesenteric lymph node, prior to the peak of CD8+ T cell response, as CCR9hiCD62Llo and CD62LhiCCR9lo respectively, and demonstrated that the two populations are phenotypically distinct. While the DNA-binding protein inhibitor Id3 was previously shown to be required for the formation and survival of memory cells, we found that Id3 promotes formation of siIEL-TRM-precursor cells and represses formation of TCIRCM-precursor cells. Thus, these data suggest that the fates of siIEL-TRM cells and TCIRCM cells diverge in the mesenteric lymph node at an early effector timepoint and clarify the role of Id3 in the formation of siIEL-TRM-precursor and TCIRCM-precursor precursor populations.
- Published
- 2023
18. Intracellular pH dynamics regulates intestinal stem cell lineage specification.
- Author
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Liu, Yi and Liu, Yi
- Abstract
Intracellular pH dynamics is increasingly recognized to regulate myriad cell behaviors. We report a finding that intracellular pH dynamics also regulates adult stem cell lineage specification. We identify an intracellular pH gradient in mouse small intestinal crypts, lowest in crypt stem cells and increasing along the crypt column. Disrupting this gradient by inhibiting H+ efflux by Na+/H+ exchanger 1 abolishes crypt budding and blocks differentiation of Paneth cells, which are rescued with exogenous WNT. Using single-cell RNA sequencing and lineage tracing we demonstrate that intracellular pH dynamics acts downstream of ATOH1, with increased pH promoting differentiation toward the secretory lineage. Our findings indicate that an increase in pH is required for the lineage specification that contributes to crypt maintenance, establishing a role for intracellular pH dynamics in cell fate decisions within an adult stem cell lineage.
- Published
- 2023
19. Understanding the Role of Global Meridional Overturning Circulation in the Ocean Carbon Sink
- Author
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Liu, Yi and Liu, Yi
- Abstract
The oceans play an important role in regulating atmospheric CO2 levels and the climate system. Since the beginning of the Industrial Revolution, the ocean has absorbed more than 25% of anthropogenic CO2 emissions, and the carbon sink is expected to grow over the next several centuries as atmospheric CO2 concentrations rise. Multiple ocean processes, however, affect the amount of anthropogenic carbon that the ocean absorbs from the atmosphere. This thesis combines Earth System Models (ESM) from the sixth phase Coupled Model Intercomparison Project (CMIP6) with an offline inverse biogeochemical model to answer a fundamental question: What mechanisms control the size of the ocean carbon sink in a warming climate?First, I use the CMIP6 models to investigate the role of meridional overturning circulation in ocean carbon uptake (Chapter 2). Slowing MOC reduces anthropogenic carbon uptake by the solubility pump while increasing deep ocean carbon and nutrient storage by the biological pump. The net effect is a reduction in the ocean carbon sink. I then used an offline inverse biogeochemical model to conduct a series of sensitivity experiments to better understand how changes in circulation affect the ocean carbon sink (Chapter 3). The results show that slowing MOC reduces anthropogenic carbon uptake by decreasing biological productivity. The slowing MOC sequesters more nutrients in the deep ocean, reducing nutrient replenishment to the upper ocean and thus lowering biological productivity. This increases ocean surface CO2 saturation and reduces the ocean's ability to absorb anthropogenic CO2 from the atmosphere. However, without taking into account changes in biological productivity, the slowing MOC contributes little to the ocean carbon sink. In Chapter 4, I examine the ocean ventilation timescales and patterns in a time-evolving circulation in the context of climate change. I found that slowing meridional overturning circulation causes a 110-year increase in global-averag
- Published
- 2023
20. Three Essays in Experimental Economics with a focus on Psychology
- Author
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Liu, Yi and Liu, Yi
- Abstract
This dissertation exams how psychology theory can be implemented into experimentaleconomics and studies the effects of human cognitive activities on their economics behaviors. It also studies how people react to job applicants with misdemeanor records and how economics outcomes can affect lying behaviors. The data used for this dissertation include self-collected data from laboratory experiments and publicly available data from U.S. government agencies. In the first chapter, I show that people with anxious attachment style tend to make economics decisions appealing to others yet people with avoidant attachment style care more about their own economics well-beings. In the second chapter, I show that marijuana possession-related misdemeanor significantly hinders one’s employment outcomes and expungement could help the situation. Although the legalization of marijuana is still an on-going process, without expunging the previous misdemeanor records related to marijuana, the legalization itself is not enough to improve the employment outcomes. In the third chapter, I show that constant moral reminders decrease dishonest behaviors whereas higher rewards lead to more deception. Moral reminders can only work to certain extent and as the rewards go higher, the effect of moral reminders gradually diminish.
- Published
- 2023
21. A study of mathematical modelling and signal processing of cerebral autoregulation
- Author
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Liu, Yi
- Subjects
612 ,Arterial blood pressure - Abstract
Cerebral autoregulation is the process by which blood flow to the brain is maintained despite changes in arterial blood pressure (ABP) assuming other physiological condition changes to be small. The detection of cerebral autoregulation plays an increasingly important role in diagnosis, monitoring and prognosis of cerebrovascular disease clinically. ABP was measured using infrared plethysmography device (Finapres) and middle cerebral artery flow velocity (MCAv) data were obtained by two approaches: simulation and measurement. In the simulation approach, Ursino's multi-compartmental, nonlinear, physiological model was used to simulate MCAv with measured ABP as an input. The physiological model provides an ideal platform in order to analyse the relationship between the simple, linear model (ARX model) order choices, noise level and ABP variability while maintaining the constant state of cerebral autoregulation. In comparison, an ARX was validated in cerebral autoregulation assessment, fitted by the measured data. In this approach, MCAv and end-tidal pCO₂ were simultaneously measured using transcranial Doppler ultrasound and capnography, respectively. One baseline and two ABP manipulation experiments under both normocapnia and hypercapnia conditions were carried out. It has shown been that the setting of the ARX model orders in the range of 1 < na < 2 and 3 < nb < 5 is a reasonable trade-off between prediction accuracy of the model, parameter parsimony, and reliability of step response according to the simulation results. Step responses of ARX models trained by three kinds of datasets are not significantly different, suggesting that cerebral autoregulation may not be directly related to ABP-stimulating techniques. Moreover, the ARX model enables not only sinusoidal data but also spontaneous and step-like changes to be used to estimate the phase difference between ABP and MCAv.
- Published
- 2003
22. Optical studies using tunable solid state lasers
- Author
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Liu, Yi-Wei
- Subjects
535 ,OPTICAL PROPERTIES ,SOLID STATE LASERS ,TITANIUM ,SAPPHIRE ,SPECTROSCOPY ,MUONIUM ,THALLIUM - Published
- 1999
23. Change-point Detection for Modern Data
- Author
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Liu, Yi-Wei and Liu, Yi-Wei
- Abstract
Change-point detection investigates whether there are abrupt changes in distributions in sequences of observations. The goal is to partition a sequence of observations into homogeneous subsequences, which provides essential screening information for follow-up studies. As we enter the era of big data, it is commonplace to encounter sequences of high-dimensional/non-Euclidean observations. Parametric methods are often limited to those data where the parametric assumptions are reasonable. Nonparametric methods are usually more broadly applicable, but it is often hard to conduct theoretical analysis on them, such as to provide an analytic $p$-value approximation to facilitate the application to large datasets. The graph-based framework, which utilizes the edge-count information on the similarity graphs constructed on the observations, is the first kind that can be applied to these data with analytic $p$-value approximates. In this dissertation, we work out three advancements of the graph-based framework to meet the needs for modern data analysis. First, we improve the time efficiency of the algorithms by incorporating the approximate directed $k$-Nearest Neighbor ($k$-NN) graphs into the framework. Our new method is many folds faster to run and has power higher than or competitive with state-of-the-art nonparametric methods under various settings. The effectiveness of the new method is illustrated by real applications to fMRI and Neuropixels data sequences. Second, when data are autocorrelated, existing methods that assume independence could result in a higher false discovery rate. Therefore, we use the circular block permutation (CBP) framework that preserves the locally dependent structure among observations. The new framework provides proper controls on the false discovery rate when data have weak serial correlations. Third, we investigate the problem of multiple sequences of high-dimensional/non-Euclidean observations. We propose a new scan statistic that is powerfu
- Published
- 2022
24. Demystifying the Craft Production: A Case Study of the Craft-made Guitar Industry in the Global Economy
- Author
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Liu, Yi-Chen and Liu, Yi-Chen
- Abstract
Despite the rise of social studies to address craft economy or production in modern society, how the value can be added to a craft-made product is poorly explained. By exploring the global context of the guitar-making industry in the 1960s and interviewing guitar makers in four different countries, in this dissertation, I argue that the rise of the craft-made guitar industry since the 1980s resulted from the invented tradition of "vintage" and the dependence on advanced technology. Additionally, by exploring various guitar builders' life stories, labor processes, and business networks, I create a concept, the ladder towards luthiers, to describe how an inexperienced apprentice may become an independent luthier in a hierarchical structure in the industry. Furthermore, I argue that the traditional definition of craft overvalues male luthiers' role in adding value to a craft-made guitar and overlooks female workers' contributions in the craft industry. In order to highlight different actors' contributions in the craft industry, we need a new definition of craft to help consumers understand that the value of a craft product is also made in a social process rather than by an independent luthier. Finally, this study also sheds light on the relationship between craft production and mass production and figures out that the rise of craft production could reflect a reskilling process of industrial capitalism rather than the opposite of the deskilled mass production.
- Published
- 2021
25. Coding Techniques to Extend the Lifetime of Flash Memories
- Author
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Liu, Yi and Liu, Yi
- Abstract
NAND flash memory has become a widely used data storage technology. It uses rectangular arrays, or blocks of floating-gate transistors (commonly referred to as cells) to store information. The flash memory cells gradually wear out with repeated writing and erasing, referred to as program/erase (P/E) cycling, but the damage caused by P/E cycling is dependent on the programmed cell level. For example, in SLC flash memory, each cell has two different states, erased and programmed, represented by 1 and 0, respectively. Storing 1 in a cell causes less damage, or wear, than storing 0. More generally, in multilevel flash memories, the cell wear is an increasing function of the programmed cell level. The main research goal of this dissertation is to design new coding techniques that can extend the lifetime of flahs memories. The damage caused by programming the cell is usually modeled as a cost, and increasing the lifetime of flash memories can be converted to the problem of encoding information for use on channels with a cost constraint. This type of code is often referred to as a shaping code. Therefore in this dissertation we study rate-constrained shaping codes for noiseless costly channels. We systematically investigate the fundamental performance limits of fixed-to-variable length shaping codes from a rate and distribution perspective for a memoryless channel. Then, we study a recently proposed rate-1 direct shaping code and study its error propagation property. In addition, we consider shaping codes for finite-state noiseless costly channels. One observation from the above analysis is that an optimal shaping code for a memoryless channel generates a codeword sequence that approximates an i.i.d. process, and an optimal shaping code for a finite-state channel generates a codeword sequence that approximates a stationary Markov process. In this dissertation, we study the connection between shaping codes and distribution matching codes that map a sequence of i.i.d. source
- Published
- 2020
26. Genomic and Transcriptomic Evidence Supports Methane Metabolism in Archaeoglobi.
- Author
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Liu, Yi-Fan and Liu, Yi-Fan
- Abstract
Euryarchaeal lineages have been believed to have a methanogenic last common ancestor. However, members of euryarchaeal Archaeoglobi have long been considered nonmethanogenic and their evolutionary history remains elusive. Here, three high-quality metagenomic-assembled genomes (MAGs) retrieved from high-temperature oil reservoir and hot springs, together with three newly assembled Archaeoglobi MAGs from previously reported hot spring metagenomes, are demonstrated to represent a novel genus of Archaeoglobaceae, "Candidatus Methanomixophus." All "Ca Methanomixophus" MAGs encode an M methyltransferase (MTR) complex and a traditional type of methyl-coenzyme M reductase (MCR) complex, which is different from the divergent MCR complexes found in "Ca Polytropus marinifundus." In addition, "Ca Methanomixophus dualitatem" MAGs preserve the genomic capacity for dissimilatory sulfate reduction. Comparative phylogenetic analysis supports a laterally transferred origin for an MCR complex and vertical heritage of the MTR complex in this lineage. Metatranscriptomic analysis revealed concomitant in situ activity of hydrogen-dependent methylotrophic methanogenesis and heterotrophic fermentation within populations of "Ca Methanomixophus hydrogenotrophicum" in a high-temperature oil reservoir.IMPORTANCE Current understanding of the diversity, biology, and ecology of Archaea is very limited, especially considering how few of the known phyla have been cultured or genomically explored. The reconstruction of "Ca Methanomixophus" MAGs not only expands the known range of metabolic versatility of the members of Archaeoglobi but also suggests that the phylogenetic distribution of MCR and MTR complexes is even wider than previously anticipated.
- Published
- 2020
27. Feasibility of Using High-Contrast Grating as a Point-of-Care Sensor for Therapeutic Drug Monitoring of Immunosuppressants.
- Author
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Liu, Yi-Cheng and Liu, Yi-Cheng
- Abstract
Point-of-care (POC) testing has demonstrated great transformative potential in personalized medicine. In particular, patients undergoing transplantation require POC testing to ensure appropriate serum immunosuppressant levels so as to maintain adequate graft function and survival. However, no suitable POC device for monitoring immunosuppressant levels is currently available. Exploiting the latest advances in metamaterials can lead to a breakthrough in POC testing. A high-contrast grating (HCG) biosensor is a low-cost, compact, simple-to-fabricate, and easy-to-operate structure. It is highly sensitive and robust in surface-based biomarker detection, which is favorable for the efficiency of a POC device. In this study, the feasibility of using an HCG as a POC sensor for therapeutic drug monitoring of immunosuppressants was evaluated. The detection efficiency of the most commonly prescribed immunosuppressive medication cyclosporine A by using this sensor was demonstrated to be comparable to those of conventional commercial kits, suggesting that the sensor has the potential to be used as a rapid detection and feedback platform for increasing drug compliance and improving new organ transplant survival.
- Published
- 2020
28. Intracellular pH Regulates Cancer and Stem Cell Behaviors: A Protein Dynamics Perspective.
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Liu, Yi and Liu, Yi
- Abstract
The International Society of Cancer Metabolism (ISCaM) meeting on Cancer Metabolic Rewiring, held in Braga Portugal in October 2019, provided an outstanding forum for investigators to present current findings and views, and discuss ideas and future directions on fundamental biology as well as clinical translations. The first session on Cancer pH Dynamics was preceded by the opening keynote presentation from our group entitled Intracellular pH Regulation of Protein Dynamics: From Cancer to Stem Cell Behaviors. In this review we introduce a brief background on intracellular pH (pHi) dynamics, including how it is regulated as well as functional consequences, summarize key findings included in our presentation, and conclude with perspectives on how understanding the role of pHi dynamics in stem cells can be relevant for understanding how pHi dynamics enables cancer progression.
- Published
- 2020
29. In-Situ/Operando X-ray Characterization of Metal Hydrides.
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Liu, Yi-Sheng and Liu, Yi-Sheng
- Abstract
In this article, the capabilities of soft and hard X-ray techniques, including X-ray absorption (XAS), soft X-ray emission spectroscopy (XES), resonant inelastic soft X-ray scattering (RIXS), X-ray photoelectron spectroscopy (XPS), and X-ray diffraction (XRD), and their application to solid-state hydrogen storage materials are presented. These characterization tools are indispensable for interrogating hydrogen storage materials at the relevant length scales of fundamental interest, which range from the micron scale to nanometer dimensions. Since nanostructuring is now well established as an avenue to improve the thermodynamics and kinetics of hydrogen release and uptake, due to properties such as reduced mean free paths of transport and increased surface-to-volume ratio, it becomes of critical importance to explicitly identify structure-property relationships on the nanometer scale. X-ray diffraction and spectroscopy are effective tools for probing size-, shape-, and structure-dependent material properties at the nanoscale. This article also discusses the recent development of in-situ soft X-ray spectroscopy cells, which enable investigation of critical solid/liquid or solid/gas interfaces under more practical conditions. These unique tools are providing a window into the thermodynamics and kinetics of hydrogenation and dehydrogenation reactions and informing a quantitative understanding of the fundamental energetics of hydrogen storage processes at the microscopic level. In particular, in-situ soft X-ray spectroscopies can be utilized to probe the formation of intermediate species, byproducts, as well as the changes in morphology and effect of additives, which all can greatly affect the hydrogen storage capacity, kinetics, thermodynamics, and reversibility. A few examples using soft X-ray spectroscopies to study these materials are discussed to demonstrate how these powerful characterization tools could be helpful to further understand the hydrogen storage systems.
- Published
- 2019
30. Effect of Micro-Steps on Twinning and Interfacial Segregation in Mg-Ag Alloy.
- Author
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Liu, Yi and Liu, Yi
- Abstract
Twinning structures and their interfacial segregation play a key role in strengthening of magnesium alloys. Micro-steps are frequently existed in the incoherent twin boundaries, while the effect of them on interface and interfacial segregation is still not clear. In this work, we performed an atomic-scale microstructure analysis using high-angle annular dark field scanning transmission electron microscopy (HAADF-STEM) to explore the effect of micro-steps on twin and its interfacial segregation in Mg-Ag alloy. Diffraction pattern of the incoherent {10 1 ¯ 1} twin shows that the misorientation has a slight tilt of 5° from its theoretical angle of 125° due to the accumulated effects of the micro-steps and their misfit dislocations in twin boundaries. Most of the micro-steps in {10 1 ¯ 1} twin boundary are in the height of 2 d ( 10 1 ¯ 1 ) and 4 d ( 10 1 ¯ 1 ) , respectively, and both of them have two types according to whether there are dislocations on the micro-steps. The twin boundary is interrupted by many micro-steps, which leads to a step-line distributed interfacial segregation. Moreover, the Ag tends to segregate to dislocation cores, which results in the interruption of interfacial segregation at the micro-steps with dislocations.
- Published
- 2019
31. Studies of the CMS Level 1 Trigger and Tracker Upgrade
- Author
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Liu, Yi and Liu, Yi
- Abstract
The Large Hadron Collider (LHC) is the world’s largest and most powerful particle accelerator. It found the Higgs particle in 2012. In order to fully exploit the potential of the LHC, it is planned to upgrade to the High-Luminosity LHC (HL-LHC), reaching a peak luminosity of 5−7.5×1034 cm−2s−1. The Compact Muon Solenoid (CMS) detector, as one of four detectors at the LHC, will be upgraded to operate at the HL-LHC. One of the most important aspects of this upgrade will be the addition of track information in the Level-1 trigger system. In this thesis, we will present the concept of the CMS tracker and trigger system upgrade including the limitations of the current trigger system. The implementation ofthetracktriggerviaaHoughtransformwillbediscussed. Simulationsofthetrack trigger system show that more than 90% of tracking particles can be reconstructed over the full acceptance. We also discuss the relationship between the tracker layout and the number of reconstructed tracks. The performance of the track trigger for tracks generated at different positions in the z-direction is shown. By changing the cell size of the Hough transform, the performance of the track trigger system changes. The best performance is obtained with a granularity of 32x64 cells per sector. The effect in the performance of the Hough transform due to dense track environments will be discussed last.
- Published
- 2019
32. Analysis of Cloud-Resolving Model Simulations for Scale Dependence of Convective Momentum Transport.
- Author
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Liu, Yi-Chin and Liu, Yi-Chin
- Abstract
We use 3-D cloud-resolving model (CRM) simulations of two mesoscale convective systems at mid-latitudes and a simple statistical ensemble method to diagnose the scale dependency of convective momentum transport (CMT) and CMT-related properties, and evaluate a parameterization scheme for convection-induced pressure gradient (CIPG) developed by Gregory et al. (GKI97). GKI97 relates CIPG to a constant coefficient multiplied by mass flux and vertical mean wind shear. CRM results show that mass fluxes and CMT exhibit strong scale dependency in temporal evolution and vertical structure. The prevalent understandings of CMT characteristics in terms of upgradient/downgradient transport are applicable to updrafts but not downdrafts across a wide range of grid spacings (4-512 km). For the small-to-median grid spacings (4~64 km), GKI97 reproduces some aspects of CIPG scale dependency except for underestimating the variations of CIPG as grid spacing decreases. However, for large grid spacings (128~512 km), GKI97 might even less adequately parameterize CIPG because it omits the contribution from either the nonlinear shear or buoyancy forcings. Further diagnosis of CRM results suggests that inclusion of nonlinear shear forcing in GKI97 is needed for the large grid spacings, and use of the three-updraft and one downdraft approach proposed in an earlier study may help a modified GKI97 capture more variations of CIPG as grid spacing decreases for the small-to-median grid spacings. Further, the optimal coefficients used in GKI97 seems insensitive to grid spacings, but they might be different for updrafts and downdrafts, for different MCS types, and for zonal and meridional components.
- Published
- 2018
33. Metabolic capability and in situ activity of microorganisms in an oil reservoir.
- Author
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Liu, Yi-Fan and Liu, Yi-Fan
- Abstract
BackgroundMicroorganisms have long been associated with oxic and anoxic degradation of hydrocarbons in oil reservoirs and oil production facilities. While we can readily determine the abundance of microorganisms in the reservoir and study their activity in the laboratory, it has been challenging to resolve what microbes are actively participating in crude oil degradation in situ and to gain insight into what metabolic pathways they deploy.ResultsHere, we describe the metabolic potential and in situ activity of microbial communities obtained from the Jiangsu Oil Reservoir (China) by an integrated metagenomics and metatranscriptomics approach. Almost complete genome sequences obtained by differential binning highlight the distinct capability of different community members to degrade hydrocarbons under oxic or anoxic condition. Transcriptomic data delineate active members of the community and give insights that Acinetobacter species completely oxidize alkanes into carbon dioxide with the involvement of oxygen, and Archaeoglobus species mainly ferment alkanes to generate acetate which could be consumed by Methanosaeta species. Furthermore, nutritional requirements based on amino acid and vitamin auxotrophies suggest a complex network of interactions and dependencies among active community members that go beyond classical syntrophic exchanges; this network defines community composition and microbial ecology in oil reservoirs undergoing secondary recovery.ConclusionOur data expand current knowledge of the metabolic potential and role in hydrocarbon metabolism of individual members of thermophilic microbial communities from an oil reservoir. The study also reveals potential metabolic exchanges based on vitamin and amino acid auxotrophies indicating the presence of complex network of interactions between microbial taxa within the community.
- Published
- 2018
34. Essays in Financial Crisis and Capital Regulations
- Author
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Liu, Yi and Liu, Yi
- Abstract
This dissertation studies the US housing market, banks' behavior under regulations and effects of bank capital constraint on the monetary transmission mechanism. It revolves around understanding the determination of the capital regulations on banks' optimal behavior, as well as quantifying the impact of these regulations on the effectiveness of the monetary policy. The first chapter, “The Impact of Local School Quality on Housing Price Volatility”, studies the effects of local school quality on housing-price booms and busts under the impact of exogenous credit-supply shocks, using school-district-level data in California between 2000 and 2012. The analysis shows that school quality, as an important amenity and utility dividend, reduces the impact of the exogenous shocks and anchors local housing values. The empirical work verifies that better schools make housing prices less volatile. The findings match the analysis of previous research in financial markets, in which there is a similarly negative association between share prices volatility and dividend yields. The second chapter, “How Do the Minimum Capital Requirements Affect Banking Competition and Profitability?”, examines the effect of the Minimum Capital Requirements (MCR) on banks' competition and profitability. The theoretical model shows that, in competitive market, banks trade off the costs and benefits of capital to maximize their profits. The MCR are thus likely to be an important factor on the bank's optimal choice and the target ratios increase with the MCR and decrease with banks' size. This paper also adopts the Industrial Organization (IO) approach to analyze the competitive effects of MCR on the oligopolistic market. Banks may collude to hold even higher capital ratios in the oligopolistic market since the capacity constraints caused by MCR reduce the competition. Using a sample of US banks from 2002 to 2015, the empirical works reveals that the relation between capital and profitability is nonlinea
- Published
- 2017
35. Dynamic Covalent Chemistry for Synthetic Molecular Machines
- Author
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Liu, Yi and Liu, Yi
- Abstract
The first and only exhaustive review of the theory, thermodynamic fundamentals, mechanisms, and design principles of dynamic covalent systems Dynamic Covalent Chemistry: Principles, Reactions, and Applications presents a comprehensive ...
- Published
- 2017
36. Self-assembly: Supramolecular basketry.
- Author
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Liu, Yi and Liu, Yi
- Published
- 2017
37. The molecular basis of Htm1-mediated commitment of misfolded glycoproteins to endoplasmic reticulum-associated degradation
- Author
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Liu, Yi-Chang and Liu, Yi-Chang
- Abstract
In eukaryotes, nascent proteins that are destined for the secretory pathway enter the endoplasmic reticulum (ER) in unfolded states and generally leave only after they have reached their native conformation. Protein folding in the ER is challenging and often error-prone. To prevent accumulation of misfolded proteins, the ER uses the ER-associated protein degradation (ERAD) machinery to detect and commit these defective proteins for retrotranslocation to cytosol for degradation via the ubiquitin-proteasome system. Previously, our group and others discovered an ERAD pathway that requires the generation of a specific N-glycan structure on misfolded luminal N-glycoproteins to permit their degradation. This N-glycan degradation signal can potentially serve as a mark to flag the defective states of the attached protein, but whether the generation of this N-glycan degradation signal is directly connected to the folding state of the attached protein has remained unknown.My thesis research work is focused on characterization of Htm1p, the mannosidase that is responsible for generating this N-glycan signal in Saccharomyces cerevisiae. Utilizing an in vitro reconstitution system of Htm1p in complex with its interacting partner, Pdi1p, and glycoprotein substrates whose structures can be closely manipulated, I find that unlike other members of the same mannosidase family, Htm1p-Pdi1p is a glycoprotein-specific mannosidase that has little activity against free glycan. I find that Htm1p-Pdi1p targets intrinsically and artificially misfolded proteins but not their native counterparts. Most importantly, I find that Htm1p-Pdi1p differentiates detailed folding states of misfolded proteins and preferentially acts on partially folded proteins to globally unfolded species. I further find that by forming a tight complex with Pdi1p, Htm1p blocks the intrinsic oxidoreductase function of Pdi1p but keeping the chaperone activity, suggesting a potential mechanism of how the Htm1p-Pdi1p complex
- Published
- 2016
38. SOX4 Promotes Progression in OLP-Associated Squamous Cell Carcinoma.
- Author
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Liu, Yi and Liu, Yi
- Abstract
BackgroundThe development of oral squamous cell carcinoma (OSCC) is a multistep process that involves in both genetic alterations and epigenetic modifications. Previous studies suggest SOX4 might function as an oncogene or a tumor suppressor in different types of cancers. However, whether SOX4 involves in promoting the progression of oral precancer to cancer is unknown.MethodsLiquid chromatography with tandem mass spectrometry (LC-MS/MS) was used to identify the proteins that may be differentially expressed between oral lichen planus (OLP) and OLP-associated OSCC (OLP-OSCC) formalin-fixed paraffin-embedded (FFPE) tissues. Immunohistochemistry (IHC) and Western blotting were performed to evaluate SOX4 expression between OLP and OLP-OSCC tissues and among oral cancer cell lines and normal human oral keratinocytes (NHOKs). SOX4 siRNA was used to knock down the expression of SOX4 in UM1 oral cancer cells. MTT, cell counting, migration and Matrigel invasion assays were utilized to examine the effect of SOX4 down-regulation on proliferation, migration and invasion capacity of UM1 cells.ResultsLC-MS/MS analysis showed that 88 proteins including SOX4 were only identified in OLP-OSCC FFPE tissues when compared to OLP FFPE tissues. IHC confirmed that SOX4 expression was significantly higher in OLP-OSCC than OLP and Western blot analysis indicated that SOX4 was over-expressed in UM1/UM2 cells when compared to NHOKs. Knockdown of SOX4 significantly inhibited the proliferation, migration and invasion of UM1 cells (P<0.01).ConclusionsOur study indicated that SOX4 is significantly upregulated in OLP-OSCC versus OLP tissues. In addition, down-regulation of SOX4 led to significantly reduced proliferation, migration and invasion capability of oral cancer cells. These findings suggest that SOX4 might be actively involved in the progression of OLP to OSCC.
- Published
- 2016
39. Predictability in Strategic Air Traffic Flow Management
- Author
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Liu, Yi and Liu, Yi
- Abstract
This dissertation investigates predictability in strategic air traffic management with a focus on ground delay programs (GDPs). Through a survey of flight operators, we confirm the proposition that flight operators care about predictability. We then develop models that incorporate predictability into GDP cost optimization after failing in finding an existing model that can serve this purpose. This is accomplished by modifying traditional GDP delay cost functions so that they incorporate predictability, and determining the sensitivities of the optimal planned capacity recovery time and associated cost to the unpredictability premiums included in the cost functions. To do this, we develop two stochastic GDP models: a GDP no-revision, or static, model; and a GDP revision, or dynamic, model considering one GDP revision. GDP scope, which matters only in the revision model, is also considered. The optimization results from the case study show that the cost of unpredictability clearly matters, particularly in the more realistic case where GDP revision is allowed. Of the two unpredictability cost parameters, the one for unplanned delay has a stronger impact than the one for planned un-incurred delay. The insights from this analysis might eventually be used to develop a decision support tool that air traffic managers could use in determining what the planned end time should be for a GDP in a manner that reflects the importance of predictability to flight operators.
- Published
- 2015
40. Mechanosensitive TRPM7 mediates shear stress and modulates osteogenic differentiation of mesenchymal stromal cells through Osterix pathway.
- Author
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Liu, Yi-Shiuan and Liu, Yi-Shiuan
- Abstract
Microenvironments that modulate fate commitments of mesenchymal stromal cells (MSCs) are composed of chemical and physical cues, but the latter ones are much less investigated. Here we demonstrate that intermittent fluid shear stress (IFSS), a potent and physiologically relevant mechanical stimulus, regulates osteogenic differentiation of MSCs through Transient receptor potential melastatin 7 (TRPM7)-Osterix axis. Immunostaining showed the localization of TRPM7 near or at cell membrane upon IFSS, and calcium imaging analysis demonstrated the transient increase of cytosolic free calcium. Expressions of osteogenic marker genes including Osterix, but not Runx2, were upregulated after three-hour IFSS. Phosphorylation of p38 and Smad1/5 was promoted by IFSS as well. TRPM7 gene knockdown abolished the promotion of bone-related gene expressions and phosphorylation. We illustrate that TRPM7 is mechanosensitive to shear force of 1.2 Pa, which is much lower than 98 Pa pressure loading reported recently, and mediates distinct mechanotransduction pathways. Additionally, our results suggest the differential roles of TRPM7 in endochondral and intramembranous ossification. Together, this study elucidates the mechanotransduction in MSCs fate commitments and displays an efficient mechano-modulation for MSCs osteogenic differentiation. Such findings should be taken into consideration when designing relevant scaffolds and microfluidic devices for osteogenic induction in the future.
- Published
- 2015
41. Nonzero degree maps between three dimensional manifolds
- Author
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Liu, Yi and Liu, Yi
- Abstract
The main result of this dissertation shows that every orientable closed 3-manifold admits a nonzero degree map onto at most finitely many homeomorphically distinct non-geometric prime 3-manifolds. Furthermore, for any integer d > 0, every orientable closed 3-manifold admits a map of degree d onto only finitely many homeomorphically distinct 3-manifolds. This answers a question of Yongwu Rong. The finiteness of JSJ piece of the targets under nonzero degree maps was known earlier by the results of Soma and Boileau–Rubinstein–Wang, and a new proof is provided is this dissertation. We also prove analogous results for dominations rela-tive to boundary. As an application, we describe the degree set of dominations onto integral homology 3-spheres.
- Published
- 2012
42. Using temporal patterns in medical records to discern adverse drug events from indications.
- Author
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Liu, Yi and Liu, Yi
- Abstract
Researchers estimate that electronic health record systems record roughly 2-million ambulatory adverse drug events and that patients suffer from adverse drug events in roughly 30% of hospital stays. Some have used structured databases of patient medical records and health insurance claims recently-going beyond the current paradigm of using spontaneous reporting systems like AERS-to detect drug-safety signals. However, most efforts do not use the free-text from clinical notes in monitoring for drug-safety signals. We hypothesize that drug-disease co-occurrences, extracted from ontology-based annotations of the clinical notes, can be examined for statistical enrichment and used for drug safety surveillance. When analyzing such co-occurrences of drugs and diseases, one major challenge is to differentiate whether the disease in a drug-disease pair represents an indication or an adverse event. We demonstrate that it is possible to make this distinction by combining the frequency distribution of the drug, the disease, and the drug-disease pair as well as the temporal ordering of the drugs and diseases in each pair across more than one million patients.
- Published
- 2012
43. Good performance of local governance without democracy? : a case study of a farmers' specialized cooperatives and public goods provision in rural China
- Author
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Liu, Yi and Liu, Yi
- Abstract
Includes bibliographical references (leaves 189-204)., Includes abstract and appendices.
- Published
- 2012
44. Dual Selectivity Expressed in [2+2+1] Dynamic Clipping of Unsymmetrical [2]Catenanes
- Author
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Liu, Yi and Liu, Yi
- Published
- 2010
45. Linear pi-Acceptor-Templated Dynamic Clipping to Macrobicycles and [2]Rotaxanes
- Author
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Liu, Yi and Liu, Yi
- Published
- 2009
46. Three-Dimensional Elastodynamic Modeling of Frictional Sliding with Application to Intersonic Transition
- Author
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Liu, Yi and Liu, Yi
- Abstract
Spontaneous slip on frictional interfaces involves both short-lived inertially-driven events and long-term quasi-static sliding. An example of considerable practical importance is the response of faults in the Earth's crust to tectonic loading. The response combines earthquakes that cause destructive ground motions and aseismic slip. Numerical models are needed to study the physics and mechanics of such complex behavior. In part, the models can help understand the observed slip patterns and interpret them in terms of constitutive properties of rocks determined in the lab. This thesis contains two main contributions. The first one is the development and implementation of a 3D methodology for simulations of spontaneous long-term interface slip punctuated by rapid inertially driven ruptures. Our approach is the first one to combine long-term deformation histories and the resulting stress redistribution on faults with full inclusion of inertial effects during simulated earthquakes in the context of 3D models. It reproduces all stages of earthquake cycles, from accelerating slip before dynamic instability, to rapid inertially driven propagation of earthquake rupture, to post-seismic slip, and to interseismic creep, including aseismic transients. The second main contribution is the discovery of the potentially dominating effect of favorable heterogeneity on intersonic transition in earthquakes, in both 2D models of single dynamic ruptures and 3D models of long-term fault slip. Studies of intersonic ruptures are practically important as they have the potential to cause strong ground motion farther from the fault than subsonic ruptures. Our conclusion that rheological boundaries promote transition to intersonic speeds in 3D rupture models is completely unexpected, as the neighboring stably slipping regions inhibit fast, inertially driven slip. The result could not be established in earlier studies, as it requires the computational methodology developed here that c
- Published
- 2009
47. The complexity of the consistency and N-representability problems for quantum states
- Author
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Liu, Yi-Kai and Liu, Yi-Kai
- Abstract
Quantum mechanics has important consequences for machines that store and manipulate information. In particular, quantum computers might be more powerful than classical computers; examples of this include Shor's algorithm for factoring and discrete logarithms, and Grover's algorithm for black-box search. Because of these theoretical results, and the possibility that we may eventually succeed in building scalable quantum computers, it is interesting to study complexity classes based on quantum computation. QMA (Quantum Merlin-Arthur) is the quantum analogue of the class NP. There are a few QMA-complete problems, most of which are variants of the "Local Hamiltonian" problem introduced by Kitaev. In this dissertation we show some new QMA-complete problems which are very different from those known previously, and have applications in quantum chemistry. The first one is "Consistency of Local Density Matrices" : given a collection of density matrices describing different subsets of an n-qubit system (where each subset has constant size), decide whether these are consistent with some global state of all n qubits. This problem was first suggested by Aharonov. We show that it is QMA-complete, via an oracle reduction from Local Hamiltonian. Our reduction is based on algorithms for convex optimization with a membership oracle, due to Yudin and Nemirovskii. Next we show that two problems from quantum chemistry, "Fermionic Local Hamiltonian" and "N- representability," are QMA-complete. These problems involve systems of fermions, rather than qubits; they arise in calculating the ground state energies of molecular systems. N-representability is particularly interesting, as it is a key component in recently developed numerical methods using the contracted Schrodinger equation. Although these problems have been studied since the 1960's, it is only recently that the theory of quantum computation has provided the right tools to properly characterize their complexity. Finally, we study
- Published
- 2007
48. From Cyclophanes to Molecular Machines
- Author
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Liu, Yi and Liu, Yi
- Abstract
Thus, this is not only an extremely valuable source of information for synthetic organic chemists, but also a ready reference for scientists working in related fields of arene chemistry, stereoselective synthesis, material science, and ...
- Published
- 2006
49. Folate and Depression: The Role of Nutritional Folate Supplementation in Antidepressant Therapy
- Author
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Liu, Yi Wen and Liu, Yi Wen
- Abstract
The significant economic, social, and emotional costs of depression would bestow much value on a cost-effective nutritional therapy such as supplementation. Recently, a relationship between folate and depression has been observed in clinical studies and inferred from increased understanding of the role of folate in neural mechanisms involved in mood regulation. Current studies suggest that a subpopulation of depressed patients may benefit from treatment with folate supplementation. However, further studies are needed to replicate and extend these findings and to clarify the circumstances under which folate supplementation may effect a role in antidepressant therapy; only then can any routine screening criteria or treatment protocols be established.
- Published
- 1998
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