• 4169 Citations
  • 29 h-Index
1900 …2023
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Research Output 1900 2019

2019

Uncontrolled Eating during Pregnancy Predicts Fetal Growth: The Healthy Mom Zone Trial

Savage, J. S., Hohman, E. E., McNitt, K. M., Pauley, A. M., Leonard, K. S., Turner, T., Pauli, J. M., Gernand, A. D., Rivera, D. & Symons Downs, D., Apr 21 2019, In : Nutrients. 11, 4

Research output: Contribution to journalArticle

Open Access
fetal development
Fetal Development
Eating
ingestion
pregnancy
2018
1 Citation (Scopus)

A dynamical systems model of intrauterine fetal growth

Freigoun, M. T., Rivera, D., Guo, P., Hohman, E. E., Gernand, A. D., Symons Downs, D. & Savage, J. S., Nov 2 2018, In : Mathematical and Computer Modelling of Dynamical Systems. 24, 6, p. 641-667 27 p.

Research output: Contribution to journalArticle

Dynamical systems
Dynamical system
Oils and fats
Energy balance
Obesity

A “Model-on-Demand” Methodology For Energy Intake Estimation to Improve Gestational Weight Control Interventions

Guo, P., Rivera, D., Pauley, A. M., Leonard, K. S., Savage, J. S. & Downs, D. S., Jan 1 2018, In : IFAC-PapersOnLine. 51, 15, p. 144-149 6 p.

Research output: Contribution to journalArticle

Weight control
Energy Intake
1 Citation (Scopus)

Development of a Control-Oriented Model of Social Cognitive Theory for Optimized mHealth Behavioral Interventions

Martin, C. A., Rivera, D., Hekler, E. B., Riley, W. T., Buman, M., Adams, M. & Magann, A. B., Jan 1 2018, (Accepted/In press) In : IEEE Transactions on Control Systems Technology.

Research output: Contribution to journalArticle

Health
Engineering technology
mHealth
Identification (control systems)
Dynamical systems

Gestational Weight Gain Intervention Impacts Determinants of Healthy Eating and Exercise in Overweight/Obese Pregnant Women

Pauley, A. M., Hohman, E., Savage, J. S., Rivera, D., Guo, P., Leonard, K. S. & Symons Downs, D., Jan 1 2018, In : Journal of Obesity. 2018, 6469170.

Research output: Contribution to journalArticle

Weight Gain
Pregnant Women
Exercise
Food
Feeding Behavior
3 Citations (Scopus)

Individually tailored, adaptive intervention to manage gestational weight gain: Protocol for a randomized controlled trial in women with overweight and obesity

Downs, D. S., Savage, J. S., Rivera, D., Smyth, J. M., Rolls, B. J., Hohman, E. E., McNitt, K. M., Kunselman, A. R., Stetter, C., Pauley, A. M., Leonard, K. S. & Guo, P., Jun 1 2018, In : Journal of Medical Internet Research. 20, 6, e150.

Research output: Contribution to journalArticle

Weight Gain
Randomized Controlled Trials
Obesity
Exercise
Pregnancy

LPV system identification using the matchable observable linear identification approach

Dos Santos, P. L., Romano, R., Azevedo-Perdicoulis, T. P., Rivera, D. & Ramos, J. A., Jan 18 2018, 2017 IEEE 56th Annual Conference on Decision and Control, CDC 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 4626-4631 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

System Identification
Predictors
Identification (control systems)
Optimal Prediction
Prediction Error
7 Citations (Scopus)

Modeling individual differences: A case study of the application of system identification for personalizing a physical activity intervention

Phatak, S. S., Freigoun, M. T., Martín, C. A., Rivera, D., Korinek, E. V., Adams, M., Buman, M., Klasnja, P. & Hekler, E. B., Mar 1 2018, In : Journal of Biomedical Informatics. 79, p. 82-97 16 p.

Research output: Contribution to journalArticle

Individuality
Identification (control systems)
Reinforcement
Systems engineering
Identification (Psychology)

System Identification Approaches for Energy Intake Estimation: Enhancing Interventions for Managing Gestational Weight Gain

Guo, P., Rivera, D., Savage, J. S., Hohman, E. E., Pauley, A. M., Leonard, K. S. & Symons Downs, D., Jan 1 2018, (Accepted/In press) In : IEEE Transactions on Control Systems Technology.

Research output: Contribution to journalArticle

Identification (control systems)
Weight control
Energy balance
Public health
Energy Intake
1 Citation (Scopus)

System Identification of Just Walk: Using Matchable-Observable Linear Parametrizations

Lopes dos Santos, P., Freigoun, M. T., Martin, C. A., Rivera, D., Hekler, E. B., Romano, R. A. & Azevedo Perdicoulis, T. P., Jan 1 2018, (Accepted/In press) In : IEEE Transactions on Control Systems Technology.

Research output: Contribution to journalArticle

Identification (control systems)
Design of experiments
Dynamical systems
Control systems
Experiments
7 Citations (Scopus)

Tutorial for Using Control Systems Engineering to Optimize Adaptive Mobile Health Interventions

Hekler, E. B., Rivera, D., Martin, C. A., Phatak, S. S., Freigoun, M. T., Korinek, E., Klasnja, P., Adams, M. & Buman, M., Jun 28 2018, In : Journal of medical Internet research. 20, 6, p. e214

Research output: Contribution to journalArticle

Open Access
Telemedicine
Health
Decision Making
Technology
2017
15 Citations (Scopus)

Adaptive step goals and rewards: a longitudinal growth model of daily steps for a smartphone-based walking intervention

Korinek, E. V., Phatak, S. S., Martin, C. A., Freigoun, M. T., Rivera, D., Adams, M., Klasnja, P., Buman, M. & Hekler, E. B., Sep 16 2017, (Accepted/In press) In : Journal of Behavioral Medicine. p. 1-13 13 p.

Research output: Contribution to journalArticle

Reward
Walking
Growth
Nonlinear Dynamics
Telemedicine
2 Citations (Scopus)

A MoliZoft System Identification Approach of the Just Walk Data

dos Santos, P. L., Freigoun, M. T., Rivera, D., Hekler, E. B., Martín, C. A., Romano, R., Perdicoúlis, T. P. & Ramos, J. A., Jul 1 2017, In : IFAC-PapersOnLine. 50, 1, p. 12508-12513 6 p.

Research output: Contribution to journalArticle

Identification (control systems)
Health
Control systems
Experiments

Control-Relevant Design of System Identification Experiments to Improve Behavioral Interventions

Martín, C. A., Rivera, D. & Hekler, E. B., Jul 1 2017, In : IFAC-PapersOnLine. 50, 1, p. 15115-15120 6 p.

Research output: Contribution to journalArticle

Identification (control systems)
Transfer functions
Experiments
Polynomials
Monitoring
1 Citation (Scopus)

Control systems engineering for optimizing behavioral mhealth interventions

Rivera, D., Martín, C. A., Timms, K. P., Deshpande, S., Nandola, N. N. & Hekler, E. B., Jul 12 2017, Mobile Health: Sensors, Analytic Methods, and Applications. Springer International Publishing, p. 455-493 39 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Telemedicine
Systems engineering
Identification (control systems)
Model predictive control
Control systems

Lessons learned in development of a behavior modeling tool for health intervention design: BehaviorSim

Murray, T., Hekler, E., Metz, D. S., Rivera, D. & Raij, A., 2017, Advances in Applied Digital Human Modeling and Simulation - Proceedings of the AHFE International Conference on Digital Human Modeling and Simulation, 2016. Springer Verlag, Vol. 481. p. 279-290 12 p. (Advances in Intelligent Systems and Computing; vol. 481).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Health
Drawing (graphics)
Facings
Dynamical systems
Visualization
1 Citation (Scopus)

Modeling opportunities in mHealth cyber-physical systems

Nilsen, W., Ertin, E., Hekler, E. B., Kumar, S., Lee, I., Mangharam, R., Pavel, M., Rehg, J. M., Riley, W., Rivera, D. & Spruijt-Metz, D., Jul 12 2017, Mobile Health: Sensors, Analytic Methods, and Applications. Springer International Publishing, p. 443-453 11 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Telemedicine
Health
Computer simulation
Research
Robotics
1 Citation (Scopus)

State Estimation Under Correlated Partial Measurement Losses: Implications for Weight Control Interventions

Guo, P., Rivera, D., Savage, J. S. & Downs, D. S., Jul 1 2017, In : IFAC-PapersOnLine. 50, 1, p. 13532-13537 6 p.

Research output: Contribution to journalArticle

Weight control
State estimation
Medical problems
Energy balance
Kalman filters
5 Citations (Scopus)

System identification of Just Walk: A behavioral mHealth intervention for promoting physical activity

Freigoun, M. T., Martin, C. A., Magann, A. B., Rivera, D., Phatak, S. S., Korinek, E. V. & Hekler, E. B., Jun 29 2017, 2017 American Control Conference, ACC 2017. Institute of Electrical and Electronics Engineers Inc., p. 116-121 6 p. 7962940

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Identification (control systems)
mHealth
2016

A control engineering approach for optimizing physical activity behavioral interventions

Martin, C. A., Rivera, D. & Hekler, E. B., Nov 21 2016, 2016 IEEE Ecuador Technical Chapters Meeting, ETCM 2016. Institute of Electrical and Electronics Engineers Inc., 7750851

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Model predictive control
engineering
cognitive theory
Health
predictive model
8 Citations (Scopus)

A decision framework for an adaptive behavioral intervention for physical activity using hybrid model predictive control

Martin, C. A., Rivera, D. & Hekler, E. B., Jul 28 2016, 2016 American Control Conference, ACC 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-July. p. 3576-3581 6 p. 7525468

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Model predictive control
Controllers
Health
34 Citations (Scopus)

Advancing Models and Theories for Digital Behavior Change Interventions

Hekler, E. B., Michie, S., Pavel, M., Rivera, D., Collins, L. M., Jimison, H. B., Garnett, C., Parral, S. & Spruijt-Metz, D., Nov 1 2016, In : American Journal of Preventive Medicine. 51, 5, p. 825-832 8 p.

Research output: Contribution to journalArticle

Research Design
Health
53 Citations (Scopus)

Agile science: creating useful products for behavior change in the real world

Hekler, E. B., Klasnja, P., Riley, W. T., Buman, M., Huberty, J., Rivera, D. & Martin, C. A., Jun 1 2016, In : Translational Behavioral Medicine. 6, 2, p. 317-328 12 p.

Research output: Contribution to journalArticle

Knowledge Bases
Evidence-Based Practice
Software
2 Citations (Scopus)

An enhanced identification test monitoring procedure for MIMO systems relying on uncertainty estimates

Martín, C. A., Rivera, D. & Hekler, E. B., Dec 27 2016, 2016 IEEE 55th Conference on Decision and Control, CDC 2016. Institute of Electrical and Electronics Engineers Inc., p. 2091-2096 6 p. 7798572

Research output: Chapter in Book/Report/Conference proceedingConference contribution

MIMO Systems
Parameter Design
MIMO systems
Monitoring
Uncertainty
5 Citations (Scopus)

An identification test monitoring procedure for MIMO systems based on statistical uncertainty estimation

Martin, C. A., Rivera, D. & Hekler, E. B., Feb 8 2016, 2015 54th IEEE Conference on Decision and Control, CDC 2015. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-February. p. 2719-2724 6 p. 7402627

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Uncertainty Estimation
Statistical Estimation
MIMO Systems
MIMO systems
Monitoring
19 Citations (Scopus)

Development of a dynamic computational model of social cognitive theory

Riley, W. T., Martin, C. A., Rivera, D., Hekler, E. B., Adams, M., Buman, M., Pavel, M. & King, A. C., Dec 1 2016, In : Translational Behavioral Medicine. 6, 4, p. 483-495 13 p.

Research output: Contribution to journalArticle

Health Behavior
Smoking Cessation
Individuality
Social Theory
Technology
51 Citations (Scopus)

Evaluating Digital Health Interventions: Key Questions and Approaches

Murray, E., Hekler, E. B., Andersson, G., Collins, L. M., Doherty, A., Hollis, C., Rivera, D., West, R. & Wyatt, J. C., Nov 1 2016, In : American Journal of Preventive Medicine. 51, 5, p. 843-851 9 p.

Research output: Contribution to journalEditorial

Knowledge Bases
Health
Research
Cost-Benefit Analysis
Insurance Benefits
2 Citations (Scopus)

Formalization of computational human behavior models for contextual persuasive technology

Murray, T., Hekler, E., Spruijt-Metz, D., Rivera, D. & Raij, A., 2016, Persuasive Technology - 11th International Conference, PERSUASIVE 2016, Proceedings. Springer Verlag, Vol. 9638. p. 150-161 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9638).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Persuasive Technology
Human Behavior
Formalization
Terminology
Modeling
3 Citations (Scopus)

ITTSAE: A set of interactive software tools for time series analysis education

Diaz, J. M., Dormido, S. & Rivera, D., Jun 1 2016, In : IEEE Control Systems. 36, 3, p. 112-120 9 p., 7476953.

Research output: Contribution to journalArticle

Time series analysis
Time Series Analysis
Software Tools
Time series
Education
6 Citations (Scopus)

Semi-physical identification and state estimation of energy intake for interventions to manage gestational weight gain

Guo, P., Rivera, D., Downs, D. S. & Savage, J. S., Jul 28 2016, 2016 American Control Conference, ACC 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-July. p. 1271-1276 6 p. 7525092

Research output: Chapter in Book/Report/Conference proceedingConference contribution

State estimation
Identification (control systems)
Energy balance
Public health
Adaptive algorithms
2015
11 Citations (Scopus)

A system identification approach for improving behavioral interventions based on Social Cognitive Theory

Martin, C. A., Deshpande, S., Hekler, E. B. & Rivera, D., Jul 28 2015, Proceedings of the American Control Conference. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-July. p. 5878-5883 6 p. 7172261

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Identification (control systems)
Constrained optimization
Mirrors
Experiments
Health
71 Citations (Scopus)

Building new computational models to support health behavior change and maintenance: new opportunities in behavioral research

Spruijt-Metz, D., Hekler, E., Saranummi, N., Intille, S., Korhonen, I., Nilsen, W., Rivera, D., Spring, B., Michie, S., Asch, D. A., Sanna, A., Salcedo, V. T., Kukakfa, R. & Pavel, M., Sep 17 2015, In : Translational Behavioral Medicine. 5, 3, p. 335-346 12 p.

Research output: Contribution to journalArticle

Behavioral Research
Health Behavior
Maintenance
Theoretical Models
Information Dissemination
7 Citations (Scopus)

Design of Informative Identification Experiments for Behavioral Interventions

Martín, C. A., Rivera, D. & Hekler, E. B., 2015, In : IFAC-PapersOnLine. 48, 28, p. 1325-1330 6 p.

Research output: Contribution to journalArticle

MIMO systems
Transfer functions
Identification (control systems)
Dynamical systems
Experiments

Interactive Education for Time-Domain Time Series Analysis using ITTSAE

DÍaz, J. M., Dormido, S. & Rivera, D., 2015, In : IFAC-PapersOnLine. 48, 28, p. 751-756 6 p.

Research output: Contribution to journalArticle

Time series analysis
Education
Students
MATLAB
Identification (control systems)

Understanding closed-loop identification with ITCLI

Rivera, D., Guzmán, J. L., Berenguel, M. & Dormido, S., 2015, In : IFAC-PapersOnLine. 48, 28, p. 739-744 6 p.

Research output: Contribution to journalArticle

Model structures
Identification (control systems)
Tuning
Students
Controllers
2014
1 Citation (Scopus)

A control-relevant approach to demand modeling for supply chain management

Schwartz, J. D. & Rivera, D., Nov 5 2014, In : Computers and Chemical Engineering. 70, p. 78-90 13 p.

Research output: Contribution to journalArticle

Supply chain management
Model predictive control
Parameter estimation
Supply chains
Industry
12 Citations (Scopus)

A control systems engineering approach for adaptive behavioral interventions: illustration with a fibromyalgia intervention

Deshpande, S., Rivera, D., Younger, J. W. & Nandola, N. N., Sep 1 2014, In : Translational Behavioral Medicine. 4, 3, p. 275-289 15 p.

Research output: Contribution to journalArticle

Fibromyalgia
Behavioral Medicine
Naltrexone
Therapeutics
Uncertainty
18 Citations (Scopus)

A dynamical systems approach to understanding self-regulation in smoking cessation behavior change

Timms, K. P., Rivera, D., Collins, L. M. & Piper, M. E., 2014, In : Nicotine and Tobacco Research. 16, SUPPL2

Research output: Contribution to journalArticle

Smoking Cessation
Systems Analysis
Smoking
Randomized Controlled Trials
Self-Control
32 Citations (Scopus)

A dynamical systems model of Social Cognitive Theory

Martín, C. A., Rivera, D., Riley, W. T., Hekler, E. B., Buman, M., Adams, M. & King, A. C., 2014, Proceedings of the American Control Conference. Institute of Electrical and Electronics Engineers Inc., p. 2407-2412 6 p. 6859463

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Dynamical systems
Health
Systems engineering
Control systems
Fluids
9 Citations (Scopus)

A Hybrid Model Predictive Control strategy for optimizing a smoking cessation intervention

Timms, K. P., Rivera, D., Piper, M. E. & Collins, L. M., 2014, Proceedings of the American Control Conference. Institute of Electrical and Electronics Engineers Inc., p. 2389-2394 6 p. 6859466

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Model predictive control
Drug therapy
Tobacco
Feedback
5 Citations (Scopus)
Cultural Diversity
Anxiety
Language
Color
Parents
2 Citations (Scopus)

Constrained optimal input signal design for data-centric estimation methods

Deshpande, S. & Rivera, D., Nov 1 2014, In : IEEE Transactions on Automatic Control. 59, 11, p. 2990-2995 6 p., 6882811.

Research output: Contribution to journalArticle

9 Citations (Scopus)

Continuous-time system identification of a smoking cessation intervention

Timms, K. P., Rivera, D., Collins, L. M. & Piper, M. E., Jul 3 2014, In : International Journal of Control. 87, 7, p. 1423-1437 15 p.

Research output: Contribution to journalArticle

Continuous time systems
Identification (control systems)
Public health
15 Citations (Scopus)

Control systems engineering for optimizing a prenatal weight gain intervention to regulate infant birth weight

Savage, J. S., Downs, D. S., Dong, Y. & Rivera, D., 2014, In : American Journal of Public Health. 104, 7, p. 1247-1254 8 p.

Research output: Contribution to journalArticle

Birth Weight
Weight Gain
Exercise
Feeding Behavior
Postpartum Period

Data-centric input signal design for highly interactive dynamical systems

Deshpande, S. & Rivera, D., 2014, In : Unknown Journal. 2015-February, February, p. 1023-1028 6 p., 7039516.

Research output: Contribution to journalArticle

Information Systems
Dynamical systems
Dynamical system
Databases
Output
13 Citations (Scopus)

Functional data analysis for dynamical system identification of behavioral processes

Trail, J. B., Collins, L. M., Rivera, D., Li, R., Piper, M. E. & Baker, T. B., 2014, In : Psychological Methods. 19, 2, p. 175-187 13 p.

Research output: Contribution to journalArticle

Substance Withdrawal Syndrome
Smoking Cessation
Nicotine
Tobacco
Dynamical Systems

Guest editorial: Special issue on relaxation methods in identification and estimation problems

Regruto, D., Dabbene, F. & Rivera, D., Nov 1 2014, In : IEEE Transactions on Automatic Control. 59, 11, p. 2869-2870 2 p., 6932564.

Research output: Contribution to journalArticle

7 Citations (Scopus)

Hybrid model predictive control for sequential decision policies in adaptive behavioral interventions

Dong, Y., Deshpande, S., Rivera, D., Downs, D. S. & Savage, J. S., 2014, Proceedings of the American Control Conference. Institute of Electrical and Electronics Engineers Inc., p. 4198-4203 6 p. 6859462

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Model predictive control
Decision making
Sampling

ITCLI: An interactive tool for closed-loop identification

Guzmán, J. L., Rivera, D., Berenguel, M. & Dormido, S., 2014, IFAC Proceedings Volumes (IFAC-PapersOnline). IFAC Secretariat, Vol. 19. p. 12249-12254 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Model structures
Identification (control systems)
Tuning
Controllers
Testing