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Relevant bibliographies by topics / Deep Relaxation Technique

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Academic literature on the topic 'Deep Relaxation Technique'

Author: Grafiati

Published: 5 June 2025

Last updated: 1 August 2025

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Journal articles on the topic "Deep Relaxation Technique"

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Risma Fajrina Summasalisa, Widiharti Widiharti, and Wiwik Widiyawati. "Pengaruh Teknik Relaksasi Nafas dalam terhadap Tekanan Darah pada Penderita Hipertensi di Puskesmas Industri." JURNAL RISET RUMPUN ILMU KESEHATAN 4, no. 2 (2025): 420–27. https://doi.org/10.55606/jurrikes.v4i2.5650.

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The prevalence of hypertension in Indonesia has increased, in 2013 the prevalence of hypertension was 25.8% while in 2018 the prevalence of hypertension increased by 34.1%. In addition to pharmacological techniques, hypertension management can use non-pharmacological techniques, one of which is deep breathing relaxation techniques. The purpose of this study was to analyze the effect of deep breathing relaxation techniques on blood pressure in hypertension patients at the Industrial Health Center. This study used the Pre-Experiment one group pretest and posttest method. The sampling technique w

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Hayati, Teti, Rika Harini, Amikarois Amikarois, Veronika Ace Jelatu, and Fenska Narli Makualaina. "Teknik Relaksasi Napas Dalam Dapat Meningkatkan Status Hemodinamik Pasien Hipertensi." Journal of Telenursing (JOTING) 5, no. 2 (2023): 2705–12. http://dx.doi.org/10.31539/joting.v5i2.7534.

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This study aims to determine whether deep breathing relaxation techniques can improve the hemodynamic status of hypertensive patients. This research method uses a cross-sectional design. The results of this study show that the p-value = 0.000 is smaller than the α = 0.05, which means that there is an influence of deep breathing relaxation techniques in improving the hemodynamic status of hypertensive patients. Conclusion The patient's deep breathing relaxation technique increases the patient's oxygen saturation before and after deep breathing relaxation.  Keywords: Hemodynamics, Hy

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Hanifah, Astin Nur, Ana Sapitri, Karnely Karnely, Lidia Fitri, Wulan Citra Sari, and Adisty Dwi Treasa. "The Effect of Deep Breathing Relaxation Techniques on Intensity Mother's Pain in Labor the Initial Phase of Contractions in Midwifery Practice." International Journal of Health Sciences 2, no. 3 (2024): 1180–89. http://dx.doi.org/10.59585/ijhs.v2i3.492.

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Deep breathing relaxation therapy is a breathing in the abdomen with a slow frequency and slowly, rhythmically, and comfortably by closing the eyes while breathing. The purpose of this study was to determine the effect of deep breathing relaxation techniques on the intensity of pain in mothers in labor at the Midwife Practice. Pre-experimental design method. The population in this study were mothers giving birth at the Midwife Practice. Purposive sampling technique. The analysis used was univariate and bivariate analysis using the Wilcoxon test. The results of the study showed that before the

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Lailiyah, Siti Rochimatul. "Efektifitas Teknik Relaksasi Nafas Dalam dan Pijatan Effleurage terhadap penurunan skala nyeri pada post sectio caesarea." NURSING UPDATE : Jurnal Ilmiah Ilmu Keperawatan P-ISSN : 2085-5931 e-ISSN : 2623-2871 1, no. 1 (2019): 61–69. http://dx.doi.org/10.36089/nu.v1i1.37.

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Deep breathing relaxation techniques and massagetechniques is an act that can reduce the pain inpostpartum mother sectio caesarea. The purpose ofthis study was to determine the difference in theintensity of post operative pain sectio caesarea withthe technique of deep breathing relaxation andmassage at irna C RSUD Syarifah Ambami RatoEbu Bangkalan. This study uses an experimental quasiapproach. The population is patients who havesevere pain, moderate pain, and mild pain aftersurgery sectio caesarea in irna C RSUD SyarifahAmbami Rato Ebu Bangkalan as many as 57patients. 10-19 year old girls. th

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Yunica Astriani, Ni Made Dwi, Aditha Angga Pratama, and Putu Wahyu Sri Juniantari Sandy. "Teknik Relaksasi Nafas Dalam terhadap Peningkatan Saturasi Oksigen pada Pasien PPOK." Jurnal Keperawatan Silampari 5, no. 1 (2021): 59–66. http://dx.doi.org/10.31539/jks.v5i1.2368.

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This study aims to determine the effect of deep breathing relaxation techniques on oxygen saturation in COPD patients. The research design used a pre-experimental one-group pre-post test design. The results showed that the average oxygen saturation value before being given deep breath relaxation was 90.19, and the average oxygen saturation after being given deep breath relaxation was 93.27. Based on the results of the paired t-test showed that the results of pre and post (0.000) < (0.05). In conclusion, there is an effect of deep breathing relaxation techniques on increasing oxygen saturati

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Bakar, Abu, Faishol Roni, and Nanang Bagus Sasmito. "THE EFFECT OF BREATH THERAPY ON HYPERTENSION REDUCTION IN UPT PSLU JOMBANG." Well Being 2, no. 2 (2017): 44–51. http://dx.doi.org/10.51898/wb.v2i2.141.

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Hypertension is a disorder of the circulatory system and is a problem for the elderly. One easy therapy is deep breathing relaxation techniques that can calm and calm muscles. The purpose of this study was to determine the effect of breath relaxation techniques on changes in blood pressure in the elderly with hypertension. The type of research used was the pre-experimental One Group Pre-Post Test Design, the elderly who had their blood pressure measured first were then given a deep relaxation breathing technique and after giving breath relaxation techniques the elderly were re-measured their b

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Jindal, Parineeta, and Anuradha Sharma. "Effect of Yoga Relaxation Techniques on Mental Efficiency." Journal of Multidisciplinary Research in Healthcare 10, no. 2 (2024): 32–41. https://doi.org/10.15415/jmrh.2024.102005.

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Background: An elderly person in the age group of 60 years or above usually faces challenges related to mental efficiency. Due to their problems with physical movements, yoga relaxation techniques are easy to follow and may facilitate enhancing mental efficiency. Purpose: To compare the significant effect of the Mind Sound Resonance Technique and Deep Relaxation Technique among the elderly on mental efficiency and its dimensions vis-à-vis mental functions, mental status, percept and motion equity, and depression. Methods: The present study was an experimental design and used a non-probability

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Multazam Multazam, Umi Eliawati, and Sri Muharni. "Pengaruh Teknik Relaksasi Nafas Dalam Terhadap Penurunan Nyeri Pada Pasien Post Operasi Sedang Di Rumah Sakit Umum Daerah Tanjungpinang." An-Najat 1, no. 4 (2023): 167–83. http://dx.doi.org/10.59841/an-najat.v1i4.531.

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Surgery is a treatment procedure that involves opening the part of the body to be treated through an incision and ending with the closure of the stitches in the incision wound. Undergoing surgery is a difficult experience for patients. As a result of the surgical procedure, the patient will experience discomfort and pain. This research was conducted to determine the effect of deep breathing relaxation techniques on reducing pain in moderate post-operative patients at the Tanjungpinang Regional General Hospital in 2023. The research method was Pre-Experimental Design, with a pre-test and post-t

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Setiyono, Agus, Yeni Kartika Sari, and Yohanes Kusuma Pribadi. "The Effect of Benson Relaxation on Anxiety Levels In Major Surgical Preoperative Patients in the Dahlia Room Mardi Waluyo Blitar Hospital." Health Gate 1, no. 4 (2023): 135–40. http://dx.doi.org/10.70111/hg1404.

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Surgery can cause excessive fear and anxiety and can lead to complications. To reduce anxiety, non-pharmacological techniques is Benson Relaxation Therapi which is carried out by deep breathing and accompanied by beliefs held by the patient to achieve a relaxed state. Population on this research is preoperative major surgery patients. Sampling technique with Purposive Sampling 22 respondent. This research method : Quasy Experimental with One Group Pre-Test Post-Test, using questionnaire sheets, Standard Operating Procedures of Benson’s Relaxations, and Wilcoxon Sign Rank Test analysis. The pur

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Setiyono, Agus, Yeni Kartika Sari, and Yohanes Kusuma Pribadi. "The Effect of Benson Relaxation on Anxiety Levels In Major Surgical Preoperative Patients in the Dahlia Room Mardi Waluyo Blitar Hospital." Health Gate 1, no. 4 (2023): 135–40. http://dx.doi.org/10.33846/hg1404.

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Surgery can cause excessive fear and anxiety and can lead to complications. To reduce anxiety, non-pharmacological techniques is Benson Relaxation Therapi which is carried out by deep breathing and accompanied by beliefs held by the patient to achieve a relaxed state. Population on this research is preoperative major surgery patients. Sampling technique with Purposive Sampling 22 respondent. This research method : Quasy Experimental with One Group Pre-Test Post-Test, using questionnaire sheets, Standard Operating Procedures of Benson’s Relaxations, and Wilcoxon Sign Rank Test analysis. The pur

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Dissertations / Theses on the topic "Deep Relaxation Technique"

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Elms, Henrietta. "Effects of the Deep Meditative Relaxation Technique (DMRT) On Nocturnal Self-Awakening Sleep/Wake Quality Among University Students." University of Cincinnati / OhioLINK, 2012. http://rave.ohiolink.edu/etdc/view?acc_num=ucin1353950254.

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Books on the topic "Deep Relaxation Technique"

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Lesney, Mickey. Deep Relaxation Technique : Overview of the Deep Relaxation and Meditation Technique Yoga Nidra: Deep Relaxation Yoga Nidra. Independently Published, 2021.

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Grace, Hannah. Guided Meditations for Deep Sleep, Anxiety, Self Healing and Relaxation: Relaxation Technique for Anxiety, Mindfulness-Based Cognitive Therapy, How to Breath, Meditation for Health and Self-Compassion. Independently Published, 2019.

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Meditation for Deep Relaxation. Callisto Media Inc., 2020.

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Temple-Thurston, Leslie. Deep Relaxation and Expansion: A Guided Meditation. CoreLight Publications, 2002.

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Temple-Thurston, Leslie. Deep Relaxation and Expansion: A Guided Meditation. CoreLight Publications, 2002.

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Miles, Dr Linda. Train Your Brain: Deep Relaxation Techniques, to Be Heart Smart. Miles and Associates, 2005.

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Therapy, Guided Meditation. Deep Sleep Meditation: Ultimate Relaxation Techniques to Quiet Your Mind and Fall Asleep Instantly. Independently Published, 2019.

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Albor, Lane. Deep Breathing Relaxation : the Secrets of Yoga Nidra and Its Practical Applications: Meditation Advanced Techniques. Independently Published, 2021.

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Sherpa, Noah. Guided Meditation for Relaxation and Deep Sleep: Relax Your Body and Mind, Overcome Depression, Anxiety and Insomnia with Relaxation Techniques. Movement Publishing, 2021.

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Gates, Nappy. Ancient Yoga Breathing and Meditating: Deep Relaxation and Awakened Clarity and Breathing Techniques for Balance, Healing and Peace. Independently Published, 2022.

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Book chapters on the topic "Deep Relaxation Technique"

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Cahyati, Ai, Kusmiyati, and Sofia Februanti. "Deep Breathing Relaxation Techniques Can Improve Oxygen Saturation Value, a Decrease in Blood Pressure and Pulse Rate in Patients with Congestive Heart Failure." In Advances in Social Science, Education and Humanities Research. Atlantis Press SARL, 2023. http://dx.doi.org/10.2991/978-2-38476-022-0_109.

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Parker, Stephen. "Yoga Nidra, A State of Mind, Not a Technique." In Health Benefits of Yoga [Working Title]. IntechOpen, 2023. http://dx.doi.org/10.5772/intechopen.1002361.

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Since its introduction to the West in 1969 by Swāmī Rāma through experiments conducted at the U.S. Menninger Foundation, yoga-nidrā has become a popular practice among yoga teachers from many traditions. The result is a patchwork of techniques incorporating a variety of practices and procedures. It has come to be thought of primarily as technique and the variability of techniques across traditions has engendered debate about which technique is right. In fact, yoga-nidrā is defined by Swāmī Rāma, as well as by textual sources, as a state of mind where the practitioner consciously enters a state

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Burgio, Louis D., and Matthew J. Wynn. "Risk Area 3: Caregiver Emotional Well-Being." In The REACH OUT Caregiver Support Program. Oxford University Press, 2021. http://dx.doi.org/10.1093/med-psych/9780190855949.003.0005.

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This chapter describes one of the five risk areas, namely, caregiver emotional well-being. Caregiving for a person with dementia often is associated with increased levels of depression, stress, anxiety, and anger. This chapter focuses on two strategies designed to improve caregiver emotional well-being: relaxation to reduce stress and increasing engagement in pleasant events. Clinicians are given instructions to teach caregivers the Signal Breath technique, a deep breathing skill to help increase alertness and reduce stress. The chapter also includes worksheets designed to be filled out with t

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Weersing, V. Robin, Araceli Gonzalez, and Michelle Rozenman. "Session 2: Relax Your Self and Your World." In Brief Behavioral Therapy for Anxiety and Depression in Youth. Oxford University Press, 2021. http://dx.doi.org/10.1093/med-psych/9780197541432.003.0003.

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Chapter 2 (Session 2) will help youth understand how and why the body responds to stress in certain ways. Youth will learn about the fight or flight response, how it can keep us safe in dangerous situations, and how sometimes our bodies and minds may react strongly even when we are not in situations that are truly dangerous. Youth learn different ways of dealing with the body’s response to stress, including ways to Relax Your Self (i.e., relax your body using deep breaths and by tensing and relaxing the muscles, and relax your mind using a technique called guided imagery) and Relax Your World

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von Garnier, Sophie, Shauna L. Shapiro, and Jason C. Ong. "Mind–Body Interventions and Sleep: Dealing with Stress and Improving Emotional Wellness." In Integrative Sleep Medicine, edited by Valerie Cacho and Esther Lum. Oxford University Press, 2021. http://dx.doi.org/10.1093/med/9780190885403.003.0011.

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Research has shown that sleep is essential to our physical and mental well-being. In this chapter, the authors discuss the relationships between psychological functioning, stress, and sleep, demonstrating that sleep plays a key role in cognitive and emotional processes and mental health. They also illustrate how various psychological factors contribute to sleep disturbance and explore different relaxation techniques shown to improve sleep quality, including deep breathing, guided imagery, progressive muscle relaxation, and mindfulness meditation. Finally, the authors examine Mindfulness-Based

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Weersing, V. Robin, Araceli Gonzalez, and Michelle Rozenman. "Session 2: Relax Your Self and Your World." In Brief Behavioral Therapy for Anxiety and Depression in Youth. Oxford University Press, 2021. http://dx.doi.org/10.1093/med-psych/9780197541470.003.0003.

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Chapter 2 (Session 2) focuses on understanding and managing physical responses to stress. Youth and their families will learn about how the body responds to stress to keep us safe, and how sometimes our bodies and minds may react strongly in situations that are not actually unsafe. Youth learn a variety of skills to manage the body’s response to stress, including ways to Relax Your Self (i.e., relax your body using deep breathing and progressive muscle relaxation, and relax your mind using guided imagery) and Relax Your World (i.e., pleasant activity scheduling). This chapter provides the ther

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Thayer, Robert E. "Moods at Different Times of Day." In The Origin Of Everyday Moods. Oxford University PressNew York, NY, 1995. http://dx.doi.org/10.1093/oso/9780195087918.003.0016.

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Abstract People, consciously or not, self-regulate their bad moods (tense tiredness) by means of various activities, from exercise and specific methods of reducing tension to smoking, eating, and drinking alcohol. Self-regulating everyday moods is at once both a simple and a complex process. In some cases, moods can be changed by un complicated activities such as taking a walk, chatting with a friend, or eating something if a meal is missed. A bit more complicated are the various stress management techniques such as meditation or deep muscle relaxation.

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Bhattacharjee, Barnali. "The Role of Pranayama." In Advances in Medical Diagnosis, Treatment, and Care. IGI Global, 2025. https://doi.org/10.4018/979-8-3693-8267-7.ch003.

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Pranayama, a controlled breathing exercise integral to yoga, has shown significant benefits for cardiopulmonary health. This review compiles recent studies on pranayama's effects on cardiovascular function, highlighting its role in reducing resting heart rate and blood pressure, thereby decreasing heart strain and helping prevent cardiovascular disorders. These benefits are driven by autonomic nervous system modulation, which promotes parasympathetic dominance, fostering relaxation and stress relief. Pranayama techniques, like alternate nostril breathing and deep-breathing exercises, demonstra

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Umili, Elena, Francesco Argenziano, and Roberto Capobianco. "Neural Reward Machines." In Frontiers in Artificial Intelligence and Applications. IOS Press, 2024. http://dx.doi.org/10.3233/faia240847.

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Non-markovian Reinforcement Learning (RL) tasks are very hard to solve, because agents must consider the entire history of state-action pairs to act rationally in the environment. Most works use symbolic formalisms (as Linear Temporal Logic or automata) to specify the temporally-extended task. These approaches only work in finite and discrete state environments or continuous problems for which a mapping between the raw state and a symbolic interpretation is known as a symbol grounding (SG) function. Here, we define Neural Reward Machines (NRM), an automata-based neurosymbolic framework that ca

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Bennett, Peggy D. "Just breathe." In Teaching with Vitality. Oxford University Press, 2017. http://dx.doi.org/10.1093/oso/9780190673987.003.0046.

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“Just breathe.” Two very potent words. We may hear them when we are anxious or fretting. We may silently speak them when we yearn for tranquility. In and out . . . the power of that simple practice of breathing is palpable. Breathe in slowly through your nose to gather strength, wisdom, and calm. Breathe out slowly through your mouth to release weakness, confusion, and threat. The power of breath offers calm and restores vigor in ways large and small. • Breathing can dissipate and dissolve apprehension. • Breathing can muster our best intentions. • Breathing can project our voices without har

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Conference papers on the topic "Deep Relaxation Technique"

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Gurevin, Deniz, Mikhail Bragin, Caiwen Ding, et al. "Enabling Retrain-free Deep Neural Network Pruning Using Surrogate Lagrangian Relaxation." In Thirtieth International Joint Conference on Artificial Intelligence {IJCAI-21}. International Joint Conferences on Artificial Intelligence Organization, 2021. http://dx.doi.org/10.24963/ijcai.2021/344.

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Network pruning is a widely used technique to reduce computation cost and model size for deep neural networks. However, the typical three-stage pipeline, i.e., training, pruning and retraining (fine-tuning) significantly increases the overall training trails. In this paper, we develop a systematic weight-pruning optimization approach based on Surrogate Lagrangian relaxation (SLR), which is tailored to overcome difficulties caused by the discrete nature of the weight-pruning problem while ensuring fast convergence. We further accelerate the convergence of the SLR by using quadratic penalties. M

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Zhu, Jie, An Yan Du, Bing Hai Liu, Eddie Er, Si Ping Zhao, and Jeffrey Lam. "Observation of Channel Strain Release in pMOS Device with Low Idsat Using Energy-Filtered Nano-Beam Diffraction Technique." In ISTFA 2014. ASM International, 2014. http://dx.doi.org/10.31399/asm.cp.istfa2014p0246.

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Abstract In this work, energy-filtered TEM nano-beam diffraction (NBD) technique was used to evaluate channel strain profile in pMOS transistors suffering low Idsat issue. TEM and EDX analysis showed nickel deep diffusion into embedded SiGe source/drain. Such defect not only led to leakage current from S/D to substrate but might also reduce compressive strain induced to channel by eSiGe. Comparison of channel-direction strain between bad and good samples using NBD confirmed strain relaxation in bad sample which explained low Idsat as a result of reduced holes mobility.

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Serasli, Karim, Remi Romac, and Douglas Cave. "Measurements of Residual Stresses Using Mechanical Strain Relaxation Methods and Mapping in a Thin-Walled Girth Welded Pipe Mock-Up." In ASME 2016 Pressure Vessels and Piping Conference. American Society of Mechanical Engineers, 2016. http://dx.doi.org/10.1115/pvp2016-63880.

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Girth welded pipes such as those located offshore on platforms in the North Sea are subjected to highly corrosive environment. The need to consider welding residual stresses in the assessment of the fitness for service and damages to these pipes when investigating local corrosion damages across a welded region is therefore important for the operators of the platforms and the manufacturers of the pipes. This paper presents a review of work carried out to ascertain the welding residual stresses present within a thin-walled girth welded pipe mock-up made from steel API 5LX Grade 52. The mock-up w

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Chowdhury, Tajbeed A., Sebastian Gratz-Kelly, Eric Wagner, Paul Motzki, and Martina Lehser. "A Novel Approach for Optimizing Muscle Activation Level and Localization With Vibro-Acoustic DEA Feedback Capability." In ASME 2024 Conference on Smart Materials, Adaptive Structures and Intelligent Systems. American Society of Mechanical Engineers, 2024. http://dx.doi.org/10.1115/smasis2024-139090.

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Abstract Thermal imaging is progressively being used nowadays to investigate a wide range of muscle disorders or irregularities causing increased or decreased blood flow. Furthermore, the activation of the muscle tissue can accurately be detected using electromyography technique by measuring the electrical activity produced during muscular contraction and relaxation. In combination with smart material-based actuators and sensors, which are versatile and appropriate for integration, a multisensor feedback unit for human interaction can be developed. This research presents a novel approach for i

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Ficquet, Xavier, Vincent Robin, Ed Kingston, Stéphan Courtin, and Miguel Yescas. "Residual Stress Measurements and Modelling for Temper Bead Qualification." In ASME 2013 Pressure Vessels and Piping Conference. American Society of Mechanical Engineers, 2013. http://dx.doi.org/10.1115/pvp2013-97073.

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This paper presents results from a programme of through thickness residual stress measurements and finite element analysis (FEA) modelling carried out on a temper bead mock-up. Emphasis is placed on results comparison rather than the measurement technique and procedure, which is well documented in the accompanying references. Temper bead welding processes have been developed to simulate the tempering effect of post-weld heat treatment and are used to repair reactor pressure vessel components to alleviate the need for further heat-treatment. The Temper Bead Mock-up comprised of a rectangular bl

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Ayres, K. R., P. R. Hurrell, C. M. Gill, et al. "Development of Reduced Pressure Electron Beam Welding Process for Thick Section Pressure Vessel Welds." In ASME 2010 Pressure Vessels and Piping Division/K-PVP Conference. ASMEDC, 2010. http://dx.doi.org/10.1115/pvp2010-25957.

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A reduced pressure electron beam (RPEB) process is being developed in the UK by ‘The Welding Institute’ (TWI) for the manufacture of thick section plate, forging and pipe welds. Potential gains include minimal distortion, fewer weld defects and rapid production times, compared to conventional arc welding processes. To date, RPEB welding equipment and parameters have been successfully developed and applied in a sealed chamber under partial vacuum (∼1mbar), to produce 1-pass seam welds in low alloy steel plates and forgings. Rolls-Royce commissioned TWI to produce RPEB welds in SA508 Grade 3 Cla

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Orth, K., G. Grad, and J. Friedrich. "Nuclear spin conversion relaxation processes in dimethyl-s-tetrazine doped n-octane measured by spectral hole burning techniques." In Spectral Hole-Burning and Luminescence Line Narrowing: Science and Applications. Optica Publishing Group, 1992. http://dx.doi.org/10.1364/shbl.1992.wa5.

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Rotational tunnel systems provide deep insight into the basic laws of quantum mechanics. For a review, see [1]. Let us take the -CH3 entity as a prototype. A rotation by 2π/3 around the symmetry axis perpendicular to the plane of the protons leaves the relevant Hamiltonian invariant. The spatial wave functions have A- and E-type symmetries. Since such a rotation is equivalent with a double permutation of two protons, the total wave function (space ⊗ spin) has to be totally symmetric because of Pauli’s principle. That is, the Pauli principle puts a strong symmetry restriction onto the wave func

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Ogawa, K., L. O. Chidwick, E. J. Kingston, R. Dennis, D. Bray, and N. Yanagida. "The Measurement and Modelling of Residual Stresses in a Stainless Steel Pipe Girth Weld." In ASME 2008 Pressure Vessels and Piping Conference. ASMEDC, 2008. http://dx.doi.org/10.1115/pvp2008-61542.

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This paper presents results from a program of residual stress measurements and modelling carried out for a pipe girth weld of 369 mm outer diameter and 40 mm thickness. The component consisted of two 316 stainless steel pipe sections joined together using a “single-V” nickel base alloy (alloy 82) weld. The residual stresses were measured using the Deep-Hole Drilling (DHD) technique and modelled using ABAQUS. Biaxial, through-thickness residual stresses were measured through the weld centreline at a total of 6 different locations around the component. At three of the measurement locations the D

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CIOBICA, Adrian. "Ways to manage stress and emotions." In "Învăţare activă pentru dezvoltare durabilă", conferinţă ştiinţifică. Ion Creangă Pedagogical State University, 2024. https://doi.org/10.46727/c.15-11-2024.p277-286.

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This article is based on a synthesis of specialized literature in the fields of psychology and mental health, including studies and research articles published in reputable academic journals. In the contemporary world, stress has become an omnipresent issue, affecting individuals of all ages. Emotions, whether positive or negative, play a crucial role in how we perceive and react to stress. Effective management of these factors is essential for maintaining overall health and well-being. Stress and emotions are integral parts of human life, influencing both mental and physical health. We aim to

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Wang, Zhilu, Chao Huang, and Qi Zhu. "Efficient Global Robustness Certification of Neural Networks via Interleaving Twin-Network Encoding (Extended Abstract)." In Thirty-Second International Joint Conference on Artificial Intelligence {IJCAI-23}. International Joint Conferences on Artificial Intelligence Organization, 2023. http://dx.doi.org/10.24963/ijcai.2023/727.

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The robustness of deep neural networks in safety-critical systems has received significant interest recently, which measures how sensitive the model output is under input perturbations. While most previous works focused on the local robustness property, the studies of the global robustness property, i.e., the robustness in the entire input space, are still lacking. In this work, we formulate the global robustness certification problem for ReLU neural networks and present an efficient approach to address it. Our approach includes a novel interleaving twin-network encoding scheme and an over-app

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