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      •        Title: Wearable Embedded Computing for Multimodal Health Monitoring
  •        Authors: Kunal Mankodiya and Matthias Klostermann
  •        Publisher: LAP Lambert Academic Publishing
  •        ISBN: 978-3-8465-3026-9
Blurb: The book constructs the concept of wearable health monitoring and thoroughly describes its design based on the dual-core OMAP3530 processor. One half of the book is a first-hand guide for using OMAP3530 and its development board–BeagleBoard. The book ends with easy-to-understand tutorials for BME students to program both cores of OMAP3530; ARM Cortex-A8 and DSP C64x+.   



Mohammadreza Abtahi, Nicholas P. Constant, Joshua V. Gyllinsky, Brandon Paesang, Susan D’Andrea, Umer Akbar, and Kunal Mankodiya. WearUp: Wearable E-Textiles for Telemedicine Intervention of Movement Disorders. In the Elsevier Book of Wearable Technology for Medicine and Healthcare.
Barik, Rabindra K., Rakesh Kumar Lenka, Harishchandra Dubey, and Kunal Mankodiya. "TCloud: Cloud SDI Model for Tourism." GIS Applications in the Tourism and Hospitality Industry (2018): 116.

Barik, Rabindra K., Harishchandra Dubey, Chinmaya Misra, Debanjan Borthakur, Nicholas Constant, Sapana Ashok Sasane, Rakesh K. Lenka, Bhabani Shankar Prasad Mishra, Himansu Das, and Kunal Mankodiya. "Fog Assisted Cloud Computing in Era of Big Data and Internet-of-Things: Systems, Architectures, and Applications." In Cloud Computing for Optimization: Foundations, Applications, and Challenges, pp. 367-394. Springer, Cham, 2018.

Barik, Rabindra K., Ankita Tripathi, Harishchandra Dubey, Rakesh K. Lenka, Tanjappa Pratik, Suraj Sharma, Kunal Mankodiya, Vinay Kumar, and Himansu Das. "Mistgis: Optimizing geospatial data analysis using mist computing." In Progress in Computing, Analytics and Networking, pp. 733-742. Springer, Singapore, 2018.

Dubey, Harishchandra, Admir Monteiro, Nicholas Constant, Mohammadreza Abtahi, Debanjan Borthakur, Leslie Mahler, Yan Sun, Qing Yang, Umer Akbar, and Kunal Mankodiya. "Fog Computing in Medical Internet-of-Things: Architecture, Implementation, and Applications." In Handbook of Large-Scale Distributed Computing in Smart Healthcare, pp. 281-321. Springer, Cham, 2017.


Firouzi, Farshad, Amir M. Rahmani, K. Mankodiya, M. Badaroglu, G. V. Merrett, P. Wong, and Bahar Farahani. "Internet-of-Things and big data for smarter healthcare: From device to architecture, applications and analytics." (2018): 583-586.


Saikia, M.J., Besio, W., Mankodiya, K.(2018). WearLight: Towards a Wearable, Configurable Functional NIR Spectroscopy System for Noninvasive Neuroimaging. IEEE transactions on biomedical circuits and systems [in printing].

Aras Dargazany, Paolo Stegagno, and Kunal Mankodiya. WearableDL: Wearable Internet of Things and Deep Learning for Big Data Analytics - Concept, Literature, and Future. In the special issue of Artificial Intelligence for Mobile Health Data Analysis and Processing, In the journal of Mobile Information Systems. Hindawi [in printing]

Barik, R. K., Priyadarshini, R., Dubey, H., Kumar, V., & Mankodiya, K. (2018). FogLearn: leveraging fog-based machine learning for smart system big data analytics. International Journal of Fog Computing (IJFC), 1(1), 15-34.

Mohammadreza Abtahi, Joshua V. Gyllinsky, Brandon Paesang, Scott Barlow, Matthew Constant, Nicholas Gomes, Oliver Tully, Susan E. D’Andrea, Kunal Mankodiya, MagicSox: An E-textile IoT system to quantify gait abnormalities, Smart Health, 2017, ISSN 2352-6483,

Dubey, Harishchandra, Ramdas Kumaresan, and Kunal Mankodiya. "Harmonic sum-based method for heart rate estimation using ppg signals affected with motion artifacts." Journal of Ambient Intelligence and Humanized Computing 9, no. 1 (2018): 137-150.

Farahani, Bahar, Farshad Firouzi, Victor Chang, Mustafa Badaroglu, Nicholas Constant, and Kunal Mankodiya. "Towards fog-driven IoT eHealth: Promises and challenges of IoT in medicine and healthcare." Future Generation Computer Systems 78 (2018): 659-676.

Barik, Rabindra Kumar, Harishchandra Dubey, Kunal Mankodiya, Sapana Ashok Sasane, and Chinmaya Misra. "GeoFog4Health: a fog-based SDI framework for geospatial health big data analysis." Journal of Ambient Intelligence and Humanized Computing (2018): 1-17.

Abtahi, Mohammadreza, Amir Mohammad Amiri, Dennis Byrd, and Kunal Mankodiya. "Hand Motion Detection in fNIRS Neuroimaging Data." In Healthcare, vol. 5, no. 2, p. 20. Multidisciplinary Digital Publishing Institute, 2017.

Amiri, Amir Mohammad, Mohammadreza Abtahi, Nicholas Constant, and Kunal Mankodiya. "Mobile phonocardiogram diagnosis in newborns using support vector machine." In Healthcare, vol. 5, no. 1, p. 16. Multidisciplinary Digital Publishing Institute, 2017.

Amiri, Amir Mohammad, Nicholas Peltier, Cody Goldberg, Yan Sun, Anoo Nathan, Shivayogi V. Hiremath, and Kunal Mankodiya. "WearSense: detecting autism stereotypic behaviors through smartwatches." In Healthcare, vol. 5, no. 1, p. 11. Multidisciplinary Digital Publishing Institute, 2017.

Sharma, Vinod, Kunal Mankodiya, Fernando De La Torre, Ada Zhang, Neal Ryan, Thanh GN Ton, Rajeev Gandhi, and Samay Jain. "SPARK: personalized parkinson disease interventions through synergy between a smartphone and a smartwatch." In International Conference of Design, User Experience, and Usability, pp. 103-114. Springer, Cham, 2014.

Mankodiya, Kunal, Rolando Martins, Jonathan Francis, Elmer Garduno, Rajeev Gandhi, and Priya Narasimhan. "Interactive shopping experience through immersive store environments." In International Conference of Design, User Experience, and Usability, pp. 372-382. Springer, Berlin, Heidelberg, 2013.

Chamadiya, B., Mankodiya, K., Wagner, M., & Hofmann, U. G. (2013). Textile-based, contactless ECG monitoring for non-ICU clinical settings. Journal of Ambient Intelligence and Humanized Computing, 4(6), 791-800.


Borthakur, D.,  Peltier, A., Dubey, H., Gyllinsky, J., and Mankodiya, K.. "SmartEAR: Smartwatch-based Unsupervised Learning for Multi-modal Signal Analysis in Opportunistic Sensing Framework" In Connected Health: Applications, Systems and Engineering Technologies (CHASE), 2018 IEEE/ACM International Conference on, IEEE, 2018.

Saikia, M. J., Manjappa, R., Mankodiya, K., & Kanhirodan, R. (2018, June). Depth Sensitivity Improvement of Region-of-Interest Diffuse Optical Tomography from Superficial Signal Regression. In Computational Optical Sensing and Imaging (pp. CM3E-5). Optical Society of America.

Barik, Rabindra K., Amaresh Chandra Dubey, Ankita Tripathi, T. Pratik, Sapna Sasane, Rakesh K. Lenka, Harishchandra Dubey, Kunal Mankodiya, and Vinay Kumar. "Mist Data: Leveraging Mist Computing for Secure and Scalable Architecture for Smart and Connected Health." Procedia Computer Science 125 (2018): 647-653. [BEST PAPER AWARD]

Debanjan Borthakur, Harishchandra Dubey, Nicholas Constant, Leslie Mahler, Kunal Mankodiya. SMART FOG: FOG COMPUTING FRAMEWORK FOR UNSUPERVISED CLUSTERING ANALYTICS IN WEARABLE INTERNET OF THINGS. In the Proceedings of the 2017 fifth IEEE Global Conference on Signal and Information Processing (GlobalSIP), Montreal, Canada

Barik, R. K., Dubey, H., & Mankodiya, K. (2017, November). Soa-fog: Secure service-oriented edge computing architecture for smart health big data analytics. In Signal and Information Processing (GlobalSIP), 2017 IEEE Global Conference on (pp. 477-481). IEEE.

Mandal, Indrani, Terry Ferguson, Gabriel De Pace, and Kunal Mankodiya. "An Emotional Expression Monitoring Tool for Facial Videos." In International Conference on Ubiquitous Computing and Ambient Intelligence, pp. 796-807. Springer, Cham, 2017.

Dubey, Harishchandra, Nicholas Constant, and Kunal Mankodiya. "RESPIRE: A Spectral Kurtosis-based Method to Extract Respiration Rate from Wearable PPG Signals." In Connected Health: Applications, Systems and Engineering Technologies (CHASE), 2017 IEEE/ACM International Conference on, pp. 84-89. IEEE, 2017.

Frink, T. M., Gyllinsky, J. V., & Mankodiya, K. (2017, November). Visualization of multidimensional clinical data from wearables on the web and on apps. In Undergraduate Research Technology Conference (URTC), 2017 IEEE MIT (pp. 1-4). IEEE.

Constant, Matthew, Leslie Brick, Nicole Nugent, Michael Armey, and Kunal Mankodiya. "Smartwatch-driven multisensory recorder: Design and testing of a smartwatch-based framework to support psychiatric disorders." In MIT Undergraduate Research Technology Conference (URTC), 2016 IEEE, pp. 1-4. IEEE, 2016.

Abtahi, Mohammadreza, Gozde Cay, Manob Jyoti Saikia, and Kunal Mankodiya. "Designing and testing a wearable, wireless fNIRS patch." In Engineering in Medicine and Biology Society (EMBC), 2016 IEEE 38th Annual International Conference of the, pp. 6298-6301. IEEE, 2016.

Smith, Daniel M., Mohammadreza Abtahi, Amir Mohammad Amiri, and Kunal Mankodiya. "Bivariate autoregressive state-space modeling of psychophysiological time series data." In Engineering in Medicine and Biology Society (EMBC), 2016 IEEE 38th Annual International Conference of the, pp. 5335-5338. IEEE, 2016.

Dubey, Harishchandra, Matthias R. Mehl, and Kunal Mankodiya. "Bigear: Inferring the ambient and emotional correlates from smartphone-based acoustic big data." In Connected Health: Applications, Systems and Engineering Technologies (CHASE), 2016 IEEE First International Conference on, pp. 78-83. IEEE, 2016.

Amiri, Amir Mohammad, Mohammadreza Abtahi, Anna Rabasco, Michael Armey, and Kunal Mankodiya. "Emotional reactivity monitoring using electrodermal activity analysis in individuals with suicidal behaviors." In Medical Information and Communication Technology (ISMICT), 2016 10th International Symposium on, pp. 1-5. IEEE, 2016.

A. Golrou, K. Maghooli, A. M. Amiri, K. Mankodiya and K. Ghaemi, "Automatic Sleep Apnea Detection Using Fuzzy Logic", the conference proceedings of the 2015 IEEE Signal Processing in Medicine and Biology Symposium (SPMB15). 

R. K. Almajidy, Y. Boudria, U. G. Hofmann, W. Besio, K. Mankodiya, “A Multimodal 2D Brain Computer Interface.” Engineering in Medicine and Biology Society, EMBC, 2015 Annual International Conference of the IEEE. IEEE, 2015. 

Shivayogi Hiremath, Geng Yang, and Kunal Mankodiya. "Wearable Internet of Things: Concept, architectural components and promises for person-centered healthcare." In Wireless Mobile Communication and Healthcare (Mobihealth), 2014 EAI/IEEE 4th International Conference on, pp. 304-307. 

Gia, T.N., Jiang, M., Rahmani, A., Westerlund, T., Mankodiya, K., Liljeberg, P., and Tenhunen, H. “Fog Computing in Body Sensor Networks: An Energy Efficient Approach”. In Wearable and Implantable Body Sensor Networks (BSN), 2015 12th International Conference on, IEEE, 2015.

Amir Mohammad Amiri, Amir Mohammad Rahmanisane and Kunal Mankodiya. "PhonoSys: Mobile Phonocardiography Diagnostic System for Newborns" In Wireless Mobile Communication and Healthcare (Mobihealth), 2015 EAI/ACM 5th International Conference on, 2015. 

Harishchandra Dubey, Jon C. Goldberg, Mohammadreza Abtahi, Leslie Mahler, and Kunal Mankodiya. 2015. EchoWear: smartwatch technology for voice and speech treatments of patients with Parkinson's disease. In Proceedings of the conference on Wireless Health (WH '15). ACM, New York, NY, USA, Article 15, 8 pages. DOI: [Acceptance Rate: 26%]

Harishchandra Dubey, Jing Yang, Nick Constant, Amir Mohammad Amiri, Qing Yang, and Kunal Mankodiya. 2015. Fog Data: Enhancing Telehealth Big Data Through Fog Computing. In Proceedings of the ACM/ASE BigData & SocialInformatics 2015 (ASE BD&SI '15). ACM, New York, NY, USA, Article 14, 6 pages. DOI: [Acceptance Rate: 29%]

Mankodiya, K., Sharma, V., Martins, R., Pande, I., Jain, S., Ryan, N., & Gandhi, R. (2013, December). Understanding User's Emotional Engagement to the Contents on a Smartphone Display: Psychiatric Prospective. In Ubiquitous Intelligence and Computing, 2013 IEEE 10th International Conference on and 10th International Conference on Autonomic and Trusted Computing (UIC/ATC) (pp. 631-637). IEEE.  [Acceptance Rate: 21%] 

J. Francis, U. Drolia, K. Mankodiya, R. Martins, R. Gandhi and P. Narasimhan, "MetaBot: Automated and dynamically schedulable robotic behaviors in retail environments," 2013 IEEE International Symposium on Robotic and Sensors Environments (ROSE), Washington, DC, 2013, pp. 148-153.  doi: 10.1109/ROSE.2013.6698434

U. Drolia, K. Mankodiya, N. Mickulicz and P. Narasimhan, "Panoptes: Crowd-sourced Cars with a Cause," 2012 International Conference on Connected Vehicles and Expo (ICCVE), Beijing, 2012, pp. 148-153. DOI: 10.1109/ICCVE.2012.35 [Acceptance Rate: 30%]

U. Drolia, S. P. Kavulya, K. Mankodiya, P. Narasimhan and T. E. Fuhrman, "Diagnostic Fusion for Time-Triggered Automotive Networks," 2012 IEEE 14th International Symposium on High-Assurance Systems Engineering, Omaha, NE, 2012, pp. 1-8. DOI: 10.1109/HASE.2012.11. [Acceptance Rate: 22%]

Mankodiya, K., Gandhi, R., & Narasimhan, P. (2012, June). Challenges and opportunities for embedded computing in retail environments. In International Conference on Sensor Systems and Software (pp. 121-136). Springer, Berlin, Heidelberg.

B. Chamadiya, K. Mankodiya, M. Wagner, R. B. Nasreddine and U. G. Hofmann, "Non-contact, non-obtrusive electrocardiography in clinical environments," 2011 5th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth) and Workshops, Dublin, 2011, pp. 101-106. DOI: 10.4108/icst.pervasivehealth.2011.246051 [Acceptance Rate: 30%]

Mankodiya, K., Opp, A., et al. (2011). “Incorporating a pulse oximeter sensor into daily life devices.” 4th German AAL-Congress, Ambient Assisted Living (AAL) 2011, Berlin, Germany.

Mohammedani, A. G., Mankodiya, K., et al. "An Approach to a Multiple Channel Oximetry System." 15th Nordic-Baltic Conference on Biomedical Engineering and Medical Physics (NBC 2011). Springer Berlin Heidelberg, 2011. 

Mankodiya, K., Mohammedani, A. G., et al. (2010). A Miniaturized Regional Cerebral Oximeter based on Smartphone Processor. Proceedings of the International Biosignal Processing Conference. Berlin, Germany, 2010: 109:1-3. [BEST POSTER PRIZE]

Mankodiya, K., Vogt, S., et al. (2010). Near Patient Sensor Integration with Smart Phone Processors. In proceedings of the 44th Annual Conference of the German Society for Biomedical Engineering (BMT2010).

Mankodiya, K., Klostermann, M., et al. (2010). An audible display integrating patient monitors. In proceedings of the 44th Annual Conference of the German Society for Biomedical Engineering (BMT2010).

Mankodiya, Kunal, et al. "Teaching signal processing with a dual-core embedded platform."Education and Research Conference (EDERC), 2010 4th European. IEEE, 2010.

Mankodiya, K., Krapohl, et al. (2009). A Simplified Production Method for Multimode Multisite Neuroprobes. 4th International IEEE EMBS Neural Engineering Conference (pp. 5-8), Antalya, Turkey.

K. Mankodiya et al., "Portable electrophysiologic monitoring based on the OMAP-family processor from a beginners' prospective," 2009 16th International Conference on Digital Signal Processing, Santorini-Hellas, 2009, pp. 1-8. doi: 10.1109/ICDSP.2009.5201222 

M. Klostermann, O. Christ, K. Mankodiya, S. Vogt and U. G. Hofmann, "OMAP 3 based signal processing for biomedical engineering teaching," 2009 17th European Signal Processing Conference, Glasgow, 2009, pp. 495-499.


Barik, Rabindra, Harishchandra Dubey, Sapana Sasane, Chinmaya Misra, Nicholas Constant, and Kunal Mankodiya. "Fog2Fog: Augmenting Scalability in Fog Computing for Health GIS Systems." In Connected Health: Applications, Systems and Engineering Technologies (CHASE), 2017 IEEE/ACM International Conference on, pp. 241-242. IEEE, 2017.

N. Constant , D. Borthakur, M. Abtahi, H. Dubey, K. Mankodiya, "Fog-Assisted wIoT: A Smart Fog Gateway for End-to-End Analytics in Wearable Internet of Things", The 23rd IEEE Symposium on High Performance Computer Architecture HPCA 2017, (Feb. 4, 2017 âA ¸S Feb. 8, 2017), Austin, Texas, USA.

Monteiro, Admir, Harishchandra Dubey, Leslie Mahler, Qing Yang, and Kunal Mankodiya. "Fit: A fog computing device for speech tele-treatments." In Smart Computing (SMARTCOMP), 2016 IEEE International Conference on, pp. 1-3. IEEE, 2016.

Amiri, Amir Mohammad, Mohammadreza Abtahi, Cara Nunez, and Kunal Mankodiya. "Human motion identification using functional near-infrared spectroscopy and smartwatch." In Medical Information and Communication Technology (ISMICT), 2016 10th International Symposium on, pp. 1-2. IEEE, 2016.

Mahler, Leslie, Harishchandra Dubey, C. Goldberg, and Kunal Mankodiya. "Use of smartwatch technology for people with dysarthria." In Motor Speech Conference at. Madonna Rehabilitation Hospital, Newport Beach, CA, USA. 2016.

Abhinav, Kunal Mankodiya, "BEAT: A Low-Cost, Point-of-Care, Real-time Arrhythmia Monitor". IN THE PROCEEDINGS OF NIH-IEEE 2015 Strategic Conference on Healthcare Innovations and Point-of-Care Technologies for Precision Medicine, 2015. 

Lennon, Thomas, Trevor Bernier, Daniel Tamayo, Cody Goldberg, and Kunal Mankodiya. "Multi-sensory system for monitoring dyskinesia in movement disorders." In Biomedical Engineering Conference (NEBEC), 2015 41st Annual Northeast, pp. 1-2. IEEE, 2015.

Hofmann, U. G., Joshi, S., Mankodiya, K. et al. (2012). Biosignal analysis implemented on state of the art smartphone dual-core processors, 46th annual conference of the German society for Biomedical Engineering, Jena, Germany. 

Mankodiya, K., Ali Hassan, Y., et al. (2010). A Wearable ECG Module for Long-term Recordings using a Smartphone Processor. 5th International Workshop on Ubiquitous Health and Wellness, UbiComp’10, Sept. 2010, Copenhagen, Denmark. 

Mankodiya, K., Ali Hassan, Y., et al. (2010). Textile-based ECG Collection with Portable Dual-core Embedded System. 7th International Conference on Wearable Micro and Nano Technologies for Personalized Health, Berlin, Germany. 

Ramrath, L., Pohl, M., Loeffler, S., Mankodiya, K., et al. (2008). Single fibre Optical Coherence Tomography for Brain Imaging - A preliminary in vitro study. Proceedings - CURAC 2008, pp. 179-180, Leipzig, Germany. 

Mankodiya, K., Ayoub, et al. (2007). A design study on a Multisensory Cerebral Monitor. In proceedings of the 41st Annual Conference of the German Society for Biomedical Engineering (BMT2007).