My research interest is in the design of
large-scale distributed sensing systems with emphasis on
sustainability applications in civil infrastructure systems and
natural environments. I address problems in sensor placement,
sampling, information processing, and control and coordination of
sensor actuation. I am interested in theory as well as
implementation of sensing systems in application areas such as
mapping plumes of pollutants and hazardous gases, monitoring water
distribution systems, electricity metering in buildings, thermal
imaging of buildings, and minimalistic sampling for macro and micro
traffic predictions. I use theoretical tools from sampling theory,
estimation theory, cooperative control, optimization, probability
theory and computational geometry.
Teaching Experience
In Spring'09, I was an instructor for 2.003. I TA'ed this class in Fall'06, Fall'07 and Spring'08. Besides this, I have mentored a number of undergraduate students in past as part of UROP.
Publications
Journal Papers
A. Deshpande and S. E. Sarma. "Error-tolerant arrangements of sensors for sampling band-limited fields," in preparation.
A. Deshpande, S. Kumar and S. E. Sarma. "Error-tolerant sampling of fields modeled using proper orthogonal decomposition," in preparation.
A. Deshpande, S. E. Sarma and V. K. Goyal. "Generalized regular sampling of trigonometric polynomials and optimal
estimation error," accepted in the IEEE Signal Processing Letters, available upon request.
Conference Papers
A. Deshpande and D. Rus. "Coverage and connectivity of naturally
mobile sensor networks in rivers," ready for submission, available upon request.
S. Poduri, A. Deshpande, D. Rus and G. S. Sukhatme, "Distributed 1D coverage control for a reconfigurable camera network," ImageSense'08, Workshop on Applications, Systems, and Algorithms for Image Sensing, a part of Sensys'08, Rayleigh, North Carolina, November 2008.
A. Deshpande, T. Kim, E. D. Demaine, and S. E. Sarma, "A pseudopolynomial time O(log n)-approximation algorithm for art gallery problems," in Proceedings of the 10th Workshop on Algorithms and Data Structures (WADS 2007), Lecture Notes in Computer Science, volume 4619, Halifax, Nova Scotia, Canada, August 15–-17, 2007, pages 163--174.
A. A. Deshpande. "Coverage problems in mobile sensing," Ph.D. Thesis, Department of Mechanical Engineering, Massachusetts Institute of Technology, 2008.
A. A. Deshpande. "Intelligent CNC machining," Dual Degree (B.Tech and M.Tech) Thesis, Department of Mechanical Engineering, Indian Institute of Technology Bombay, 2001.