IAC Center of the Year: 2013
The University of Miami Industrial Assessment Center (MI-IAC) provides free energy, productivity, and waste assessments to small and medium-sized industrial facilities through funding provided by the US Department of Energy.
427 | Assessments |
3,505 | Recommendations |
6.27 | Tbtu Energy Saving* |
$83.93 | million Cost Savings* |
178 | Students Trained |
University of Miami also coordinates
a Satellite IAC Center
at:
University of Turabo



Related Papers & Publications
Ahmed Abdulaal, Ramin Moghaddass, Shihab Asfour,
"
Two-stage discrete-continuous multi-objective load optimization: An industrial consumer utility approach to demand response,
Applied Energy,
|
MI-IAC
Ahmed, A., Asfour, S.,
"
A Fuzzy Genetic Algorithm Classifier: The Impact of Time-Series Load Data Temporal Dimension on Classification Performance,
Machine Learning and Applications (ICMLA), 2016 15th IEEE International Conference on,
Anaheim, CA,
18-20 Dec. 2016 ,
|
MI-IAC
Jaime B., Asfour S.,
"
Short-Term Forecasting of Electric Loads Using Nonlinear Autoregressive Artificial Neural Networks with Exogenous Vector Inputs,
Energies,
|
MI-IAC
Noteworthy Feedback
"At Sun Hydraulics we’ve always had continued efforts to improve upon our use of energy consumption. The assessments provided by the University of Miami Industrial Assessment Center indeed helped us by focusing on how Sun Hydraulics uses energy and what programs/projects would help us better ..."
more
- Source: Jim Bryington, Facility Manager, Sun Hydraulics Corporation, 11/13/2015
- Source: Jim Bryington, Facility Manager, Sun Hydraulics Corporation, 11/13/2015
"Thank you so much for the follow up on the Energy Assessment for our facility. This comprehensive program to reduce waste and reduce energy was extremely helpful to us. We understand the importance of this very well prepared and detailed report. We are in the process of implementing some of the rec..."
more
- Source: Juan Roque, Vice President, Vista Color Corp, 09/11/2015
- Source: Juan Roque, Vice President, Vista Color Corp, 09/11/2015
Center Related News

President Obama toured the Miami Industrial Assessment Center, where engineering graduate student Jason Grant explained the government-supported programs' mission and projects.
February 24, 2012
President Obama visits Miami IAC Center
In February 2012, President Obama highlighted the Industrial Assessment Centers (IAC) as a smart and important piece of the administration's "all-of-the-above" approach to domestic energy sources.
President Obama said, "We're taking a step that will make it easier for companies to save money by investing in energy solutions that have been proven here at the University of Miami -- new lighting systems; advanced heating and cooling systems that can lower a company's energy bills and make them more competitive."
Assessment - Case Studies
Related Papers & Publications
2017
3 Papers / Publications
Ahmed Abdulaal, Ramin Moghaddass, Shihab Asfour,
"
Two-stage discrete-continuous multi-objective load optimization: An industrial consumer utility approach to demand response,
Applied Energy,
|
MI-IAC
Ahmed, A., Asfour, S.,
"
A Fuzzy Genetic Algorithm Classifier: The Impact of Time-Series Load Data Temporal Dimension on Classification Performance,
Machine Learning and Applications (ICMLA), 2016 15th IEEE International Conference on,
Anaheim, CA,
18-20 Dec. 2016 ,
|
MI-IAC
Jaime B., Asfour S.,
"
Short-Term Forecasting of Electric Loads Using Nonlinear Autoregressive Artificial Neural Networks with Exogenous Vector Inputs,
Energies,
|
MI-IAC
2016
2 Papers / Publications
Ahmed A., Cintuglu M., Asfour S., Mohammed O.,
"
Solving the Multi-Variant EV Routing Problem Incorporating V2G and G2V Options,
IEEE Transactions on Transportation Electrification,
September,
|
MI-IAC
Ahmed, A., Asfour, S.,
"
A Linear Optimization Based Controller Method for Real-Time Load Shifting in Industrial and Commercial Buildings,
Energy and Buildings,
January,
|
MI-IAC
2015
4 Papers / Publications
Zahlan, J.,
"
Optimization of Air Compressor Location and Capacity to Improve Energy Efficiency and Performance in Manufacturing Facilities,
Doctoral Dissertation,
Miama, Florida,
|
MI-IAC
Jaime B., Abdulaal A., Asfour S.,
"
ELECTRIC LOAD PATTERN CLASSIFICATION USING PARAMETER ESTIMATION, CLUSTERING AND ARTIFICIAL NEURAL NETWORKS,
nternational Journal of Power and Energy Systems,
|
MI-IAC
Zahlan, J.,
"
A multi-objective approach for determining optimal air compressor location in a manufacturing facility,
Journal of Manufacturing Systems, Vol. 35, 176-190,
April,
|
MI-IAC
Ahmed, A., Buitrago, J.H., Asfour, S.,
"
Load Pattern Classification: A Hybrid Approach,
International Symposium on Advances in Power and Energy Systems,
Marina del Rey, California,
October,
|
MI-IAC
2014
3 Papers / Publications
Zahlan, J., Avci, M., Asfour, S.,
"
A New Approach for Determining Optimal Air Compressor Location in A Manufacturing Facility to Increase Energy Efficiency,
Thirty-Sixth Industrial Energy Technology Conference,
New Orleans, Louisiana,
May,
|
MI-IAC
Grant, J.,
"
Short-term Peak Demand Forecasting Using an Artificial Neural Network with Controlled Peak Demand Through Intelligent Electical Load,
Doctoral Dissertation,
Miama, Florida,
|
MI-IAC
Grant, J., Eltoukhy, M., Asfour, S.,
"
Short-Term Electrical Peak Demand Forecasting in a Large Government Building Using a Developed Real-Time Energy Monitoring System and Artificial Neural Network,
Energies, Vol 7, 1935-1953,
|
MI-IAC
2013
3 Papers / Publications
Avci, M.,
"
Demand Response-Enabled Model Predictive HVAC Load Control in Buildings Using Real-Time Electricity Pricing,
Doctoral Dissertation,
Miama, Florida,
|
MI-IAC
Saenz, J.,
"
Simulation-Based Optimization for Integrated Electric Utility Resource Planning and Deployment,
Doctoral Dissertation,
Miama, Florida,
|
MI-IAC
Avci, M., Erkoc, A., Rahmani, Asfour, S.,
"
Model Predictive HVAC Load Control in Buildings Using Real-Time Electricity Pricing,
Energy and Buildings, Vol 60, 199-209,
|
MI-IAC
2012
2 Papers / Publications
Saenz, J., Celik, N., Asfour, S., Son, Y.,
"
Electric Utility Resource Planning using Continous-Discrete Modular Simulation and Optimization,
Computers and Industrial Engineering, Vol 63, 671-694,
|
MI-IAC
Avci, M., Erkoc, M., Asfour, S.S.,
"
Residential HVAC Load Control Strategy in Real-time Electricity Pricing Environment,
Energytech,
May,
|
MI-IAC
Noteworthy Feedback
"At Sun Hydraulics we’ve always had continued efforts to improve upon our use of energy consumption. The assessments provided by the University of Miami Industrial Assessment Center indeed helped us by focusing on how Sun Hydraulics uses energy and what programs/projects would help us better manage our energy usage. I was impressed with the professional ability of each member of team from Miami. They literally rolled up their sleeves and collected data needed for their assessments. Each assessment was presented with the appropriate analysis. It is now up to Sun Hydraulics to use the data presented.
Thanks again to your team.
"
- Source: Jim Bryington, Facility Manager, Sun Hydraulics Corporation, 11/13/2015
"Thank you so much for the follow up on the Energy Assessment for our facility. This comprehensive program to reduce waste and reduce energy was extremely helpful to us. We understand the importance of this very well prepared and detailed report. We are in the process of implementing some of the recommendations, and prioritizing them as projects for the future. We as a company are always working on continuous improvement. As we check off our list the projects we set forth to complete this year. We will add some of the recommendations you made spilling over to next year.
Once again thank your team for the great job and professionalism in preparing such a practical and comprehensive report. We appreciate you all!
Thank You!
"
- Source: Juan Roque, Vice President, Vista Color Corp, 09/11/2015
Contact Center
Center Website
Center Director | Dr. Ramin Moghaddass |
---|---|
ramin@miami.edu | |
Phone # | +13052849505 |
Fax # | +13052844040 |
Mailing Address |
1251 Memorial Drive 268 McArthur Engineering Building Coral Gables, FL 33146 |
Other | Dr. Amaury Malave |
---|---|
Other | Ibrahim Ahmed |
Assistant Director | Murat Erkoc |
University of Miami has trained 178 students
The following students have participated in IAC assessments with University of Miami since
2003, when student name tracking began.
The 58 students (in BOLD) have also been awarded IAC student certificates for exceptional participation.
The 58 students (in BOLD) have also been awarded IAC student certificates for exceptional participation.
Aaron Tarjan
Abdelrahman Tarek Amer
Abdulkader Hanbazazah
Abdullah Alajmi
Abner M. Vega
Adham Suliman
Adianet Miranda
Adrea Silva Lindsey
Adrian Cartegena
Afshin Asadi
Ahmad Seyfi
Ahmed Abdulaal
Ahmed Alsowayigh
Ahmed Mohamed
Alex D. Santiago-Vargas
Alex Kuestermann
Alexander Limia
Alexandra Bonilla
Alvaro Garcia
Alysia Mendia
Amanda Cruz Nieves
Andre Andrade
Andrea Valenzuela Garcia
Anika Morris
Anthony Rodriguez
Antonio Reyes
Ariel Torres Rivera
Barbara Millet
Beau Stump
Behzad M. Dogahe
Benjamin Santiago
Brandon Charette
Brianne Bunjowski
Bruna Cossengue
Casey Grafstein
Charlotte Bowditch
Christopher Mitja Franceschini
Craig Kronberg
Craig Thompson
Cristian Ruiz
Dalia Benchimol
Daniel Bolis
Daniel Ruggiero
Daniela Martinez
David Cortes
Deger Ozkaramanli
Diego Cusco
Dilara Erkilic
Dylan Azuelos
Eduardo Jarrin Moreno
Edwin Vega Hiraldo
Eeyad Al-Ahmadi
Elias Ealsadi
Elikem Tettey-Tamaklo
Ellie Gaither
Emmanuel Martínez
Enes Erkoc
Enrique Alonso
Eric Rui Chen
Estefan Medina
Faisal Abuljadayel
Fallyn Brody
Feiran Xu
FELIX M CRUZ DE JESUS
Gabriel Rodriguez
Gabriela Cabrera
Gabriela Rodriguez
Gadiel J Matheu Vega
German Rueda
Giro Samale
Hanzala Siddiq
Harry Santiago
Hassan Bitar
Henry Locher
Hiba Benkhye
Hussein Bitar
Ibrahim Ahmed
Idalina L Claudio Rodriguez
Isabel Perna
Isabella Pepdjonovic
Jacobo Saldarriaga
Jaime Buitrago
Jan P. Claudio Rosario
Jason Claudio Vazquez
Jason Grant
Javier Martinez Santiago
Jean Gonzalez
Jeffery Borres Martinez
Jeffry Ortiz Acosta
Jessica Mendez Negrete
Jesus Jimenez
Joel Zahlan
John Gonzalez
Jonathan Hernandez
Jorge Guzman
Jorge Torres
Jose David Rodriguez
Jose Mojica
Jose Pomes
Juan Felipe Ariza
Juan Jose Montanez
Juan Medina
Juan Saenz
Katherine Carrasquillo
Kaustubh Phalak
Keun Lee
Kevin Figueroa
Kevin Roman
Kevin Rosado
Khalid Chaar
Koosha Kiamehr
kyounghee Kim
Lamis Amer
Lara Sophia Pineda
Larisa Thai
Louy Malaikah
Luis Rodriguez
Mariah Szpunar
Maxim Hinds-Hew
Maya Alexander
Melvin Nunez
Mesut Avci
Michael Caballero
Miguel Moreno
Mohamed Madbouly
Molly Marohl
Mortiz Koeppenkastrop-Lueker
Nadia Tanzeem
Neil Johnson
Nicknan Hajjar
Nicolas Oberndorder
Nikesh Kumar
Noor Rifai
Nour Fahmy
Olga Elizabeth Jumbo Sanchez
Olivier Jean-Francois
Omar Howeedy
Omer Erkoc
Oscar de Jesus
Patricia Gomez-Acevedo
Pinaki Chakraborty
Rafael Hernandez
Randall Schwartz
Raymond Perez
Rembo Li
Rhythm Nickybhai Contractor
Ricardo Rodriguez Ramirez
Ricardo Rosa
Ricardo Valentin
Robert Rivera
Roberto Azuaje
Roderick Daniels
Roisin Russell
Saad Asfour
Saleh Shaiban
Sam Mathew Cheruvathoor
Saud Boujarwah
Sayan Maity
Seana Sicher
Shane Kemeny
Simran Babani
Sol Alverio
Sonila Cami
Sophia Acon
Spencer Pearson
Stephany Santana Garcia
Steven Lopez
Tameem Ismail
Tatayanna Cox-Taylor
Thomas Ryba
Tomas Cacicedo
Ulises Perez
Wilantony Vázquez
Xavier Collazo Fernandez
Yang Bai
Yasin Erkilic
Zaid Khammash
Zaid Roushdy