@article{venkatesan_al-zawawi_sivasubramanian_rotenberg_2007, title={ZettaRAM: A power-scalable DRAM alternative through charge-voltage decoupling}, volume={56}, ISSN={["1557-9956"]}, DOI={10.1109/TC.2007.37}, abstractNote={ZettaRAMtrade is a nascent memory technology with roots in molecular electronics. It uses a conventional DRAM architecture except that the conventional capacitor is replaced with a new molecular capacitor. The molecular capacitor has a discrete threshold voltage, above which all molecules are charged and below which all molecules are discharged. Thus, while voltage still controls charging/discharging, the fixed charge deposited on the molecular capacitor is voltage-independent. Charge-voltage decoupling makes it possible to lower voltage from one memory generation to the next while still maintaining the minimum critical charge for reliable operation, whereas DRAM voltage scaling is constrained by charge. Voltage can be scaled inexpensively and reliably by engineering new, more favorable molecules. We analyze how three key molecule parameters influence voltage and then evaluate 23 molecules in the literature. Matching DRAM density and speed, the best molecule yields 61 percent energy savings. While the fixed charge is voltage-independent, speed is voltage-dependent. Thus, voltage is padded for competitive latency. We propose dynamically modulating the padding based on criticality of memory requests, further extending ZettaRAM's energy advantage with negligible system slowdown. Architectural management extends the best molecule's energy savings to 77 percent and extracts energy savings from six otherwise uncompetitive molecules}, number={2}, journal={IEEE TRANSACTIONS ON COMPUTERS}, author={Venkatesan, Ravi K. and Al-Zawawi, Ahmed S. and Sivasubramanian, Krishnan and Rotenberg, Eric}, year={2007}, month={Feb}, pages={147–160} }
 @article{venkatesan_al-zawawi_rotenberg_2005, title={Tapping ZettaRAM (TM) for low-power memory systems}, ISBN={["0-7695-2275-0"]}, ISSN={["1530-0897"]}, DOI={10.1109/hpca.2005.35}, abstractNote={ZettaRAM/spl trade/ is a new memory technology under development by ZettaCore/spl trade/ as a potential replacement for conventional DRAM. The key innovation is replacing the conventional capacitor in each DRAM cell with "charge-storage" molecules - a molecular capacitor. We look beyond ZettaRAM's manufacturing benefits, and approach it from an architectural viewpoint to discover benefits within the domain of architectural metrics. The molecular capacitor is unusual because the amount of charge deposited (critical for reliable sensing) is independent of write voltage, i.e., there is a discrete threshold voltage above/below which the device is fully charged/discharged. Decoupling charge from voltage enables manipulation via arbitrarily small bitline swings, saving energy. However, while charge is voltage-independent, speed is voltage-dependent. Operating too close to the threshold causes molecules to overtake peripheral circuitry as the overall performance limiter. Nonetheless, ZettaRAM offers a speed/energy trade-off whereas DRAM is inflexible, introducing new dimensions for architectural management of memory. We apply architectural insights to tap the full extent of ZettaRAM's power savings without compromising performance. Several factors converge nicely to direct focus on L2 writebacks: (i) they account for 80% of row buffer misses in the main memory, thus most of the energy savings potential, and (ii) they do not directly stall the processor and thereby offer scheduling flexibility for tolerating extended molecule latency. Accordingly, slow writes (low energy) are applied to non-critical writebacks and fast writes (high energy) to critical fetches. The hybrid write policy is combined with two options for tolerating delayed writebacks: large buffers with access reordering or L2-cache eager writebacks. Eager writebacks are remarkably synergistic with ZettaRAM: initiating writebacks early in the L2 cache compensates for delaying them at the memory controller. Dual-speed writes coupled with eager writebacks yields energy savings of 34% (out of 41% with uniformly slow writes), with less than 1% performance degradation.}, journal={11TH INTERNATIONAL SYMPOSIUM ON HIGH-PERFORMANCE COMPUTER ARCHITECTURE, PROCEEDINGS}, author={Venkatesan, RK and Al-Zawawi, AS and Rotenberg, E}, year={2005}, pages={83–94} }
 @inproceedings{el-haj-mahmoud_al-zawawi_anantaraman_rotenberg_2005, title={Virtual multiprocessor: An analyzable, high-performance microarchitecture for real-time computing}, ISBN={159593149X}, DOI={10.1145/1086297.1086326}, abstractNote={The design of a real-time architecture is governed by a trade-off between analyzability necessary for real-time formalism and performance demanded by high-end embedded systems. We reconcile this trade-off with a novel Real-time Virtual Multiprocessor (RVMP). RVMP virtualizes a single in-order superscalar processor into multiple interference-free different-sized virtual processors. This provides a flexible spatial dimension. In the time dimension, the number and size of virtual processors can be rapidly reconfigured. A simple real-time scheduling approach concentrates scheduling within a small time interval, producing a simple repeating space/time schedule that orchestrates virtualization. RVMP successfully combines the analyzability (hence real-time formalism) of multiple processors with the flexibility (hence high performance) of simultaneous multithreading (SMT).Worst-case schedulability experiments show that more task-sets are provably schedulable on RVMP than on conventional rigid multiprocessors with equal aggregate resources, and the advantage only intensifies with more demanding task-sets. Run-time experiments show RVMP's statically-controlled coarser-grain space/time configurability is as effective as unsafe SMT. Moreover, RVMP provides a real-time formalism that SMT does not currently provide.}, booktitle={CASES 2005: International Conference on Compilers, Architecture, and Synthesis for Embedded Systems, September 24-27, 2005, San Francisco, California, USA}, publisher={New York: ACM Press}, author={El-Haj-Mahmoud, A. and Al-Zawawi, A. S. and Anantaraman, A. and Rotenberg, E.}, year={2005}, pages={213–224} }