Academic literature on the topic 'ADMM schemes'

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Journal articles on the topic "ADMM schemes"

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Manss, Christoph, and Dmitriy Shutin. "Global-Entropy Driven Exploration with Distributed Models under Sparsity Constraints." Applied Sciences 8, no. 10 (2018): 1722. http://dx.doi.org/10.3390/app8101722.

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This paper focuses on exploration when using different data distribution schemes and ADMM as a solver for swarms. By exploration, we mean the estimation of new measurement locations that are beneficial for the model estimation. In particular, the different distribution schemes are splitting-over-features or heterogeneous learning and splitting-over-examples or homogeneous learning. Each agent contributes a solution to solve the joint optimization problem by using ADMM and the consensus algorithm. This paper shows that some information is unknown to the individual agent, and thus, the estimatio
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Wang, Shuai, Yanqing Xu, Zhiguo Wang, Tsung-Hui Chang, Tony Q. S. Quek, and Defeng Sun. "Beyond ADMM: A Unified Client-Variance-Reduced Adaptive Federated Learning Framework." Proceedings of the AAAI Conference on Artificial Intelligence 37, no. 8 (2023): 10175–83. http://dx.doi.org/10.1609/aaai.v37i8.26212.

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As a novel distributed learning paradigm, federated learning (FL) faces serious challenges in dealing with massive clients with heterogeneous data distribution and computation and communication resources. Various client-variance-reduction schemes and client sampling strategies have been respectively introduced to improve the robustness of FL. Among others, primal-dual algorithms such as the alternating direction of method multipliers (ADMM) have been found being resilient to data distribution and outperform most of the primal-only FL algorithms. However, the reason behind remains a mystery sti
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Zhang, Qin, Yutong Guan, Hai Li , and Zhengyu Song. "Distributed Cooperative Automatic Modulation Classification Using DWA-ADMM in Wireless Communication Networks." Electronics 12, no. 14 (2023): 3002. http://dx.doi.org/10.3390/electronics12143002.

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Automatic modulation classification (AMC) is an important component in non-cooperative wireless communication networks to identify the modulation schemes of the received signals. In this paper, considering the multipath effect in practical propagation environments, a distributed cooperative AMC (Co-AMC) network based on machine learning is proposed to identify the modulation scheme in non-cooperative wireless communication networks. Specifically, feature vectors are first obtained by applying a cyclic spectrum to facilitate the feature extraction of the received signal. Then, a classifier base
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Binfet, Philipp, Janis Adamek, Nils Schlüter, and Moritz Schulze Darup. "Towards privacy-preserving cooperative control via encrypted distributed optimization." at - Automatisierungstechnik 71, no. 9 (2023): 736–47. http://dx.doi.org/10.1515/auto-2023-0082.

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Abstract Cooperative control is crucial for the effective operation of dynamical multi-agent systems. Especially for distributed control schemes, it is essential to exchange data between the agents. This becomes a privacy threat if the data are sensitive. Encrypted control has shown the potential to address this risk and ensure confidentiality. However, existing approaches mainly focus on cloud-based control and distributed schemes are restrictive. In this paper, we present a novel privacy-preserving cooperative control scheme based on encrypted distributed optimization. More precisely, we foc
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Ma, Shuli, Youchen Fan, Shengliang Fang, Weichao Yang, and Li Li. "Low Tensor Rank Constrained Image Inpainting Using a Novel Arrangement Scheme." Applied Sciences 15, no. 1 (2024): 322. https://doi.org/10.3390/app15010322.

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Employing low tensor rank decomposition in image inpainting has attracted increasing attention. This study exploited novel tensor arrangement schemes to transform an image (a low-order tensor) to a higher-order tensor without changing the total number of pixels. The developed arrangement schemes enhanced the low rankness of images under three tensor decomposition methods: matrix SVD, tensor train (TT) decomposition, and tensor singular value decomposition (t-SVD). By exploiting the schemes, we solved the image inpainting problem with three low-rank constrained models that use the matrix rank,
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Liu, Ruixia, Minglei Shu, and Changfang Chen. "ECG Signal Denoising and Reconstruction Based on Basis Pursuit." Applied Sciences 11, no. 4 (2021): 1591. http://dx.doi.org/10.3390/app11041591.

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The electrocardiogram (ECG) is widely used for the diagnosis of heart diseases. However, ECG signals are easily contaminated by different noises. This paper presents efficient denoising and compressed sensing (CS) schemes for ECG signals based on basis pursuit (BP). In the process of signal denoising and reconstruction, the low-pass filtering method and alternating direction method of multipliers (ADMM) optimization algorithm are used. This method introduces dual variables, adds a secondary penalty term, and reduces constraint conditions through alternate optimization to optimize the original
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Costantini, Giuliano, and Daniel Görges. "Fast distributed model predictive control combining ADMM, IPM and Riccati iteration." at - Automatisierungstechnik 69, no. 2 (2021): 97–110. http://dx.doi.org/10.1515/auto-2020-0106.

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Abstract In model predictive control, the control action is found at each sampling time by solving an online optimization problem. Computationally, this step is very demanding, especially if compared to the evaluation of traditional control laws. This has limited the application of model predictive control to systems with slow dynamics for many years. Recently, several methods have been proposed in the literature which promise a substantial reduction of the computation time by either running the computation in parallel (distributed model predictive control) or exploiting the problem structure
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Xue, Feng, Xia Ai, and Jiaqi Liu. "On the convergence of recursive SURE for total variation minimization." Journal of Inverse and Ill-posed Problems 29, no. 2 (2021): 203–17. http://dx.doi.org/10.1515/jiip-2018-0012.

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Abstract Recently, total variation (TV) regularization has become a standard technique for image recovery. The mean squared error (MSE) of the reconstruction can be reliably estimated by Stein’s unbiased risk estimate (SURE). In this work, we develop two recursive evaluations of SURE, based on Chambolle’s projection method (CPM) for TV denoising and alternating direction method of multipliers (ADMM) for TV deconvolution, respectively. In particular, from the proximal point perspective, we provide the convergence analysis for both iterative schemes and the corresponding Jacobian recursions, in
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Calcan, Andrew, and Scott B. Lindstrom. "The ADMM algorithm for audio signal recovery and performance modification with the dual Douglas-Rachford dynamical system." AIMS Mathematics 9, no. 6 (2024): 14640–57. http://dx.doi.org/10.3934/math.2024712.

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<abstract><p>Practitioners employ operator splitting methods—such as alternating direction method of multipliers (ADMM) and its "dual" Douglas-Rachford method (DR)—to solve many kinds of optimization problems. We provide a gentle introduction to these algorithms, and illustrations of their duality-like relationship in the context of solving basis pursuit problems for audio signal recovery. Recently, researchers have used the dynamical systems associated with the iterates of splitting methods to motivate the development of schemes to improve performance. These developments include a
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Wang, Jinpeng, Wenyu Jiang, Kaizhi Huang, and Xiaoli Sun. "A Communication Anti-Jamming Scheme Assisted by RIS with Angular Response." Entropy 25, no. 12 (2023): 1638. http://dx.doi.org/10.3390/e25121638.

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By optimizing the reconfigurable intelligent surface (RIS) reflection coefficients, the channel capacity of legitimate users can be increased, thereby enhancing the anti-jamming performance of communication systems. However, existing studies on RIS-assisted anti-jamming assume that there is no coupling between the RIS reflection coefficients and the incident angle of electromagnetic (EM) waves, which is quite unreasonable. Therefore, we consider the effect of the incident angle of EM waves on the reflection coefficients of the RIS and propose a communication anti-jamming scheme assisted by an
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Dissertations / Theses on the topic "ADMM schemes"

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Nielsen, Adam [Verfasser]. "Computation Schemes for Transfer Operators : Reasons to believe in your computational results / Adam Nielsen." Berlin : Freie Universität Berlin, 2016. http://d-nb.info/1096221209/34.

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Santos, Patrícia Borges dos 1986. "Matrizes comutantes e o esquema de Hilbert de pontos." [s.n.], 2010. http://repositorio.unicamp.br/jspui/handle/REPOSIP/306016.

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Orientador: Marcos Benevenuto Jardim<br>Dissertação (mestrado) - Universidade Estadual de Campinas, Instituto de Matematica, Estatistica e Computação Cientifica<br>Made available in DSpace on 2018-08-15T01:41:17Z (GMT). No. of bitstreams: 1 Santos_PatriciaBorgesdos_M.pdf: 505981 bytes, checksum: 9ca0829d764a16d8fca0b3e0ebcd0e9b (MD5) Previous issue date: 2010<br>Resumo: Exibiremos uma bijeção entre o esquema de Hilbert de c pontos no espaço afim de dimensão n e uma variedade algébrica quase projetiva dada pela variedade das n matrizes c por c que comutam duas a duas e satisfazem uma condição
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Syben, Christopher [Verfasser], Andreas [Akademischer Betreuer] Maier, Andreas [Gutachter] Maier, and Adam [Gutachter] Wang. "Known Operator Learning for a Hybrid Magnetic Resonance/X-ray Imaging Acquisition Scheme / Christopher Syben ; Gutachter: Andreas Maier, Adam Wang ; Betreuer: Andreas Maier." Erlangen : Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), 2021. http://d-nb.info/1237499151/34.

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Books on the topic "ADMM schemes"

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Toye, John. Evolutionary social progress, 1762–1848. Oxford University Press, 2017. http://dx.doi.org/10.1093/oso/9780198723349.003.0002.

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Early travellers’ accounts of the lifestyles of native Americans inspired Adam Smith to create the first model of human socioeconomic progress. Each of the four stages of progressive change were based on a distinctive mode of subsistence, but the transaction between stages was explained poorly. The advent of the Industrial Revolution provoked Karl Marx to update this model by drawing on Guizot’s history of medieval class conflict as the mechanism of transition in a universal scheme of evolutionary stages of the mode of production and their distinctive methods of labour exploitation. This was t
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Collins, Jeffrey. The Early Modern Foundations of Classic Liberalism. Edited by George Klosko. Oxford University Press, 2011. http://dx.doi.org/10.1093/oxfordhb/9780199238804.003.0016.

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The term “liberalism” is of nineteenth-century vintage, but only the most pedantic historian would limit its use to that period. By then, David Hume and the utilitarians had undermined traditional accounts of rights and contract, and “liberalism” largely denoted a reforming mode of political economy. Nineteenth-century liberals were heirs more of Adam Smith than of John Locke, and in this sense the term “liberalism” post-dated the development of “classic,” natural-rights liberalism. Two schemas have tended to structure the historical interpretation of the seventeenth century. “Proto-liberalism
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Beck, Joachim, Jürgen Stember, and Andreas Lasar, eds. Gleichwertigkeit der Lebensverhältnisse. Nomos Verlagsgesellschaft mbH & Co. KG, 2020. http://dx.doi.org/10.5771/9783748923411.

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The debate on the equality of living conditions is on the agenda not only in Germany but throughout Europe. Thematic and/or functional aspects such as centre-periphery models, demographic change, consequences of digitisation, financing aspects, innovation aspects, regional funding - Europe of the Regions, regional funds, always also raise to the structural question of how to maintain the efficiency of public administration in all regions of Europe and Germany. What challenges for the design and performance of public administration and services of general interest arise in the context of increa
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Leible, Stefan, and Jörg Philipp Terhechte, eds. Europäisches Rechtsschutz- und Verfahrensrecht. Nomos Verlagsgesellschaft mbH & Co. KG, 2021. http://dx.doi.org/10.5771/9783748908586.

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&lt;b&gt;Rechtsschutz und Verfahren&lt;/b&gt; sind zentrale Bausteine der unionalen Rechtsordnung. Nur derjenige, der die strukturellen Parallelen und Gemeinsamkeiten der verschiedenen Verfahrensordnungen kennt, kann konkrete Lösungen für unionsrechtlich gelagerte Fälle anbieten. &lt;b&gt;Das Handbuch zum EU-Rechtsschutz&lt;/b&gt; entwickelt diese notwendige Gesamtperspektive. Aus einer Hand werden sämtliche wichtigen Rechtsschutzoptionen und Verfahrensarten vor dem EuGH, dem EUGMR sowie aus den Bereichen des europäischen Zivil-, Verwaltungs- und Strafverfahrensrechts dargestellt und in überge
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Johansen, Bruce, and Adebowale Akande, eds. Nationalism: Past as Prologue. Nova Science Publishers, Inc., 2021. http://dx.doi.org/10.52305/aief3847.

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Nationalism: Past as Prologue began as a single volume being compiled by Ad Akande, a scholar from South Africa, who proposed it to me as co-author about two years ago. The original idea was to examine how the damaging roots of nationalism have been corroding political systems around the world, and creating dangerous obstacles for necessary international cooperation. Since I (Bruce E. Johansen) has written profusely about climate change (global warming, a.k.a. infrared forcing), I suggested a concerted effort in that direction. This is a worldwide existential threat that affects every living t
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Book chapters on the topic "ADMM schemes"

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"Epicurean vs. Stoic schemes." In Self-Interest before Adam Smith. Cambridge University Press, 2003. http://dx.doi.org/10.1017/cbo9780511490538.003.

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Yi, Xinning, Tianguang Lu, Zhifan Liu, Lei Shi, Xiaotong Xu, and Hao Liu. "Demand Response Analysis of Distributed Optimal Dispatch in the Regional Power Grid." In Frontiers in Artificial Intelligence and Applications. IOS Press, 2024. http://dx.doi.org/10.3233/faia231285.

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To analyze the effect of demand response (DR) in the regional power grid, a day-ahead optimal dispatching model of the regional power system considering the DR is established by using the elasticity matrix of electricity price, and a real-time rolling dispatching optimization model considering the renewable energy power prediction errors in different time scales is established. For the privacy of information in different regions, the alternate direction multiplier method (ADMM) is used for a distributed solution to obtain an optimal scheduling scheme. Taking a regional power grid in China as a
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Mahmoud, Mohamed. "Beginning and End: Exploring the Qur͗anic ‘Grand Story’." In Studying Modern Arabic Literature. Edinburgh University Press, 2015. http://dx.doi.org/10.3366/edinburgh/9780748696628.003.0006.

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This chapter discusses the Qur'anic ‘grand story’, which refers to the underlying, basic conceptual scheme that informs Qur'anic stories and bestows meaning and coherence on them. Ths basic conceptual scheme is predicated on a relationship between humankind and God that leads to either salvation or damnation. In expressing this relationship, the Qur'anic narrative form turns God into a person with a dramatic presence and human attributes. The chapter reflects on the beginnings as expressed by the creation story and on the eschatological future. It cites the cosmic beginning as the seed of the
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Follis, Bryan A. "Preparing for Self.-Govemment." In A State Under Siege. Oxford University PressOxford, 1995. http://dx.doi.org/10.1093/oso/9780198203056.003.0003.

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Abstract In tackling the problems relating to the creation of Northern Ireland, and in making preparations for the establishment of self-government, Clark had to work from scratch. His efforts to build a suitable administrative service for Northern Ireland were further handicapped in that the existing all-Ireland system was bureaucratic, cumbersome, and quite unsuited to modem needs. Consequently, it did not provide Clark with a sound basis on which to work nor could it simply be conveniently divided into two parts to serve the new governments. Among the more important measures which Clark car
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HE, Chuan. "Fugitive Ethics with Adam Smith in Beijing." In Globalization and Education: Ethical Implications. Institute of Cross Cultural Studies and Academic Exchange, 2024. http://dx.doi.org/10.5840/gec20243.

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This paper lays out the parameters of the term “ethical” itself, distinguishing the ethical from the moral. I then construe ethical experience by reflecting upon interviews with workers and student at a Beijing high school. Ethical life is the degree of recognition of the life these subjects gain through participating in a sociocultural life with other free and equal selves. Such recognition fails in the ideal, engendering the ethical experience of performative contradictions. I attend closely to the interviewees’ rational transitions—their ways of reasoning and understanding experiences—not a
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MacKechnie, Aonghus. "William Adam’s Public Buildings." In The Architecture of Scotland, 1660-1750. Edinburgh University Press, 2020. http://dx.doi.org/10.3366/edinburgh/9781474455268.003.0025.

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William Adam was Scotland’s foremost architect during the second quarter of the eighteenth century.A supporter of the Whig ascendancy, he is primarily celebrated for his country houses, but Scotland’s civic leaders commissioned him to design many public buildings, often very ambitious in their style and scale, to cement the 1707 union and reflect their aspirations for the Scottish people, particularly those least fortunate.Adam drew inspiration from visits to England and the Low Countries, and publications by his fellow Scots, James Gibbs’ Book of Architecture and Colen Campbell’s Vitruvius Br
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"Die Seele des Ersten Adam vor dem Fall – zu Kap.II.8.6.1." In Tausend Jahre Ba‘ale Schem. Jüdische Heiler, Helfer, Magier. Harrassowitz Verlag, 2017. http://dx.doi.org/10.2307/j.ctv11qdvgb.23.

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Johnson, Loch K. "The Huston Plan." In America’s Secret Power. Oxford University PressNew York, NY, 1991. http://dx.doi.org/10.1093/oso/9780195069440.003.0007.

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Abstract In the aftermath of the Iran-contra affair (1985-86), Lt. Col. Oliver L. North of the Reagan administration received widespread notoriety as the “action-officer” who guided the controversial operations. North served as an aide to President Reagan’s assistant for national security affairs, Vice Adm. John M. Poindexter, on the NSC staff. In this capacity, he became deeply involved in the White House scheme to sell arms secretly to Iran in exchange for that country’s help in gaining the release of American hostages held in the Middle East.
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Haynes, Nick. "William Adam and Antiquity: an Arcadian Retreat at Arniston?" In The Architecture of Scotland, 1660-1750. Edinburgh University Press, 2020. http://dx.doi.org/10.3366/edinburgh/9781474455268.003.0020.

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In May 1725 Robert Dundas (1685–1753) was forced to resign his post as Lord Advocate, the government’s chief legal officer in Scotland, for his opposition to Sir Robert Walpole’s controversial Malt Tax. This turbulent event seems to have prompted thoughts of retirement from politics and retreat to his ailing father’s estate at Arniston in Midlothian. With the prospect of spending more time with his expanding family, Dundas commissioned William Adam to carry out an extensive classical remodelling of the Arniston towerhouse and its surrounding designed landscape in the manner of a Roman villa. T
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"Die Geschichten von Rabbi Adam Baʾal Schem und den Wormser Meistern in ihrem Verhältnis zu den Erzählungen vom christlichen Dr. Johannes Faust und Johannes Trithemius." In Tausend Jahre Ba‘ale Schem. Jüdische Heiler, Helfer, Magier. Harrassowitz Verlag, 2017. http://dx.doi.org/10.2307/j.ctv11qdvgb.12.

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Conference papers on the topic "ADMM schemes"

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Aghazadeh, Amirali, Andrew Lan, Anshumali Shrivastava, and Richard Baraniuk. "RHash: Robust Hashing via L_infinity-norm Distortion." In Twenty-Sixth International Joint Conference on Artificial Intelligence. International Joint Conferences on Artificial Intelligence Organization, 2017. http://dx.doi.org/10.24963/ijcai.2017/192.

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Hashing is an important tool in large-scale machine learning. Unfortunately, current data-dependent hashing algorithms are not robust to small perturbations of the data points, which degrades the performance of nearest neighbor (NN) search. The culprit is the minimization of the L_2-norm, average distortion among pairs of points to find the hash function. Inspired by recent progress in robust optimization, we develop a novel hashing algorithm, dubbed RHash, that instead minimizes the L_1-norm, worst-case distortion among pairs of points. We develop practical and efficient implementations of RH
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Quan, Ning, and Harrison Kim. "Iteration Complexity of the Alternating Direction Method of Multipliers for Quasi-Separable Problems in Multi-Disciplinary Design Optimization." In ASME 2014 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. American Society of Mechanical Engineers, 2014. http://dx.doi.org/10.1115/detc2014-35066.

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The Alternating Direction Method of Multipliers (ADMM) is a distributed algorithm suitable for quasi-separable problems in Multi-disciplinary Design Optimization. Previous authors have studied the convergence and complexity of the ADMM algorithm by treating it as an instance of the proximal point algorithm. In this paper, those previous results are extended to an alternate form of the ADMM algorithm applied to the quasi-separable problem. Secondly, a dynamic penalty parameter updating heuristic for the ADMM algorithm is introduced and compared against a previously proposed updating heuristic.
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Tsitsimelis, Achilleas, Javier Matamoros, and Carles Anton-Haro. "An ADMM-based regularized state estimation scheme for the distribution grid." In 2017 IEEE International Conference on Communications Workshops (ICC Workshops). IEEE, 2017. http://dx.doi.org/10.1109/iccw.2017.7962773.

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Yan, Bicheng, Zhen Xu, Manojkumar Gudala, Zeeshan Tariq, and Thomas Finkbeiner. "Reservoir Modeling and Optimization Based on Deep Learning with Application to Enhanced Geothermal Systems." In SPE Reservoir Characterisation and Simulation Conference and Exhibition. SPE, 2023. http://dx.doi.org/10.2118/212614-ms.

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Abstract With the energy demand arising globally, geothermal recovery by Enhanced Geothermal Systems (EGS) becomes a promising option to bring a sustainable energy supply and mitigate CO2 emission. However, reservoir management of EGS primarily relies on reservoir simulation, which is quite expensive due to the reservoir heterogeneity, the interaction of matrix and fractures, and the intrinsic multi-physics coupled nature. Therefore, an efficient optimization framework is critical for the management of EGS. We develop a general reservoir management framework with multiple optimization options.
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Liu, H., H. M. Nielsen, M. Kargo, et al. "445. Simulation of animal crossbreeding schemes using ADAM software." In World Congress on Genetics Applied to Livestock Production. Wageningen Academic Publishers, 2022. http://dx.doi.org/10.3920/978-90-8686-940-4_445.

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Belghait, Fodil, Beatriz Kanzki, and Alain April. "ADAM Genomics Schema - Extension for Precision Medicine Research*." In DH'18: International Digital Health Conference. ACM, 2018. http://dx.doi.org/10.1145/3194658.3194669.

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"Creep Analysis of Structures with Variable Statistical Scheme-Unified Approach." In SP-194: The Adam Neville Symposium: Creep and Shrinkage-Structural Design Effects. American Concrete Institute, 2000. http://dx.doi.org/10.14359/9893.

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Patangia, H. "Amplitude division multiplexing (ADM) scheme in analog signal processing." In 48th Midwest Symposium on Circuits and Systems, 2005. IEEE, 2005. http://dx.doi.org/10.1109/mwscas.2005.1594443.

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Weng, Bowen, Huaqing Xiong, Yingbin Liang, and Wei Zhang. "Analysis of Q-learning with Adaptation and Momentum Restart for Gradient Descent." In Twenty-Ninth International Joint Conference on Artificial Intelligence and Seventeenth Pacific Rim International Conference on Artificial Intelligence {IJCAI-PRICAI-20}. International Joint Conferences on Artificial Intelligence Organization, 2020. http://dx.doi.org/10.24963/ijcai.2020/422.

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Existing convergence analyses of Q-learning mostly focus on the vanilla stochastic gradient descent (SGD) type of updates. Despite the Adaptive Moment Estimation (Adam) has been commonly used for practical Q-learning algorithms, there has not been any convergence guarantee provided for Q-learning with such type of updates. In this paper, we first characterize the convergence rate for Q-AMSGrad, which is the Q-learning algorithm with AMSGrad update (a commonly adopted alternative of Adam for theoretical analysis). To further improve the performance, we propose to incorporate the momentum restar
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Liu, Ko-Fei, and Ming-Chun Huang. "Numerical Simulation of Debris Flows." In ASME 2009 28th International Conference on Ocean, Offshore and Arctic Engineering. ASMEDC, 2009. http://dx.doi.org/10.1115/omae2009-79197.

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A numerical program developed for field application is presented in this paper. We use the generalized Julien and Lan (1991) rheological model to simulate debris flows. Due to the derivative discontinuous nature of the constitutive law, flow is separated into plug region and bottom region (with stress greater than yield stress). The program solves the plug flow layer solution first and then corrects the solution with the bottom layer approximation. Numerical scheme with upwind method and central difference in space and Adam-Bashforth 3rd order scheme in time is used for both layers. The scheme
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