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- research-articleNovember 2024
Invited: Neuromorphic Architectures Based on Augmented Silicon Photonics Platforms
- Matej Hejda,
- Federico Marchesin,
- George Papadimitriou,
- Dimitris Gizopoulos,
- Benoit Charbonnier,
- Regis Orobtchouk,
- Peter Bienstman,
- Thomas Van Vaerenbergh,
- Fabio Pavanello
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 359, Pages 1–4https://doi.org/10.1145/3649329.3665347In this work, we discuss our vision for neuromorphic accelerators based on integrated photonics within the framework of the Horizon Europe NEUROPULS project. Augmented integrated photonic architectures that leverage phase-change and III-V materials for ...
- research-articleNovember 2024
Invited: Challenges and Opportunities of Quantum Optimization in Finance
- Zichang He,
- Shouvanik Chakrabarti,
- Dylan Herman,
- Niraj Kumar,
- Changhao Li,
- Pierre Minssen,
- Pradeep Niroula,
- Ruslan Shaydulin,
- Yue Sun,
- Shree Hari Sureshbabu,
- Romina Yalovetzky,
- Marco Pistoia
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 362, Pages 1–4https://doi.org/10.1145/3649329.3664193In recent years, immense progress have been made in quantum optimization techniques. In this position paper, we share our opinion on some of the challenges facing the quantum optimization community and highlight opportunities which we believe would ...
- research-articleNovember 2024
Late Breaking Results: Coulomb Force-Based Routability-Driven Placement Considering Global and Local Congestion
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 352, Pages 1–2https://doi.org/10.1145/3649329.3663501Placement is a critical stage for VLSI routability optimization. A placement engine without considering the layout congestion might lead to poor solutions with routing failures. This paper introduces a Coulomb force-based global placement framework that ...
- research-articleNovember 2024
Late Breaking Results: Mixed-Cell-Height Detailed Placement under Multi-Cell Spacing Constraints
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 350, Pages 1–2https://doi.org/10.1145/3649329.3663499As technology scales down, multi-cell spacing constraints are imposed by modern circuit designs. Previous works compromise solution quality to address the problem by transforming it into two-cell spacing constraints. In this paper, we propose a detailed ...
- research-articleNovember 2024
Late Breaking Results: Modern Automatic PCB Placement with Complex Constraints
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 346, Pages 1–2https://doi.org/10.1145/3649329.3663495Existing printed circuit board (PCB) placement often fails to address complex constraints (e.g., diverse wire widths and intricate spacing rules) arising from heterogeneous components in modern designs. Manual placement requires expertise and is time-...
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- research-articleNovember 2024
Late Breaking Results: Power Rail Routing for Advanced Multi-Layered Printed Circuit Boards
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 345, Pages 1–2https://doi.org/10.1145/3649329.3663494This paper proposes a power rail routing flow for advanced multi-layered printed circuit boards (PCBs) to optimize segment area and via usage while satisfying IR drop requirements. With increasing current/voltage demands in modern PCBs, ultra-wide power ...
- research-articleNovember 2024
SAS - A Framework for Symmetry-based Approximate Synthesis
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 278, Pages 1–6https://doi.org/10.1145/3649329.3658495Approximate Computing is a design paradigm that trades off computational accuracy for gains in non-functional aspects such as reduced area, increased computation speed, or power reduction. The latter is of special interest in the field of Internet of ...
- research-articleNovember 2024
Engineering an Efficient Preprocessor for Model Counting
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 108, Pages 1–6https://doi.org/10.1145/3649329.3658489Given a formula F, the problem of model counting is to compute the number of solutions (also known as models) of F. Over the past decade, model counting has emerged as key building block of quantitative reasoning in design automation and artificial ...
- research-articleNovember 2024
Unleashing the Potential of AQFP Logic Placement via Entanglement Entropy and Projection
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 280, Pages 1–6https://doi.org/10.1145/3649329.3658467Adiabatic quantum-flux-parametron (AQFP) logic, known for its energy efficiency, has emerged as a prominent superconductor-based logic family, surpassing traditional rapid single flux quantum (RSFQ) logic. In AQFP circuits, each cell operates on AC power,...
- research-articleNovember 2024
Net Resource Allocation: A Desirable Initial Routing Step
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 234, Pages 1–6https://doi.org/10.1145/3649329.3658463In modern IC design, routing significantly impacts chip performance, power, area, and design iteration count. Critical challenges in routing include generating a rectilinear Steiner minimum tree (RSMT) for each net and handling routing resources among ...
- research-articleNovember 2024
Enhancing 3-D Random Walk Capacitance Solver with Analytic Surface Green's Functions of Transition Cubes
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 149, Pages 1–6https://doi.org/10.1145/3649329.3658263The complicated dielectric profile under advanced process technologies challenges the accuracy of floating random walk (FRW) based capacitance extraction, as the latter pre-computes the surface Green's functions for a finite set of multi-dielectric ...
- research-articleNovember 2024
Toward Controllable Hierarchical Clock Tree Synthesis with Skew-Latency-Load Tree
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 244, Pages 1–6https://doi.org/10.1145/3649329.3658243Clock tree synthesis (CTS) constructs an efficient clock tree, meeting design constraints and minimizing resource usage. It serves as a bridge between placement and routing, facilitating concurrent optimization of multiple design objectives. To construct ...
- research-articleNovember 2024
PMP: Pattern Morphing-based Memory Partitioning in High-Level Synthesis
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 205, Pages 1–6https://doi.org/10.1145/3649329.3658239Memory partitioning is a widely used technique to reduce access conflicts on multi-bank memory in high-level synthesis. Previous memory partitioning methods mainly focus on a given access pattern extracted from stencil applications. Restricted by the ...
- research-articleNovember 2024
MASC: A Memory-Efficient Adjoint Sensitivity Analysis through Compression Using Novel Spatiotemporal Prediction
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 289, Pages 1–6https://doi.org/10.1145/3649329.3657393Adjoint sensitivity analysis is critical in modern integrated circuit design and verification, but its computational intensity grows significantly with the circuit size, the number of objective functions, and the accumulation of time points. This growth ...
- research-articleNovember 2024
KATO: Knowledge Alignment And Transfer for Transistor Sizing Of Different Design and Technology
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 161, Pages 1–6https://doi.org/10.1145/3649329.3657380Automatic transistor sizing in circuit design continues to be a formidable challenge. Despite that Bayesian optimization (BO) has achieved significant success, it is circuit-specific, limiting the accumulation and transfer of design knowledge for broader ...
- research-articleNovember 2024
PDRC: Package Design Rule Checking via GPU-Accelerated Geometric Intersection Algorithms for Non-Manhattan Geometry
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 119, Pages 1–6https://doi.org/10.1145/3649329.3657367With the emergence of chiplet technology, the scale of IC packaging design has been steadily increasing, making the utilization of traditional design rule checking (DRC) methods more time-consuming. In this paper, we propose PDRC, a package-level design ...
- research-articleNovember 2024
Thermal Resistance Network Derivative (TREND) Model for Efficient Thermal Simulation and Design of ICs and Packages
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 113, Pages 1–6https://doi.org/10.1145/3649329.3657366In the thermal design of 3-D integrated circuits (ICs) and packages, numerical simulation is extensively employed to investigate the impact of model parameters on hotspot temperature. However, conventional simulation approaches usually require plenty of ...
- research-articleNovember 2024
QuGeo: An End-to-end Quantum Learning Framework for Geoscience --- A Case Study on Full-Waveform Inversion
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 100, Pages 1–6https://doi.org/10.1145/3649329.3657363The rapid advancement of quantum computing has generated considerable anticipation for its transformative potential. However, harnessing its full potential relies on identifying "killer applications". In this regard, QuGeo emerges as a groundbreaking ...
- research-articleNovember 2024
PowPrediCT: Cross-Stage Power Prediction with Circuit-Transformation-Aware Learning
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 36, Pages 1–6https://doi.org/10.1145/3649329.3657349Accurate and efficient power analysis at early VLSI design stages is critical for effective power optimization. It is a promising yet challenging task to model the circuit power at early design stages, especially during placement with the clock tree and ...
- research-articleNovember 2024
Execution Sequence Optimization for Processing In-Memory using Parallel Data Preparation
DAC '24: Proceedings of the 61st ACM/IEEE Design Automation ConferenceArticle No.: 33, Pages 1–6https://doi.org/10.1145/3649329.3657348Processing in-memory (PIM) promises to unleash unprecedented computing capabilities for high-data-rate applications. Computation using PIM is performed by breaking down computationally expensive operations into in-memory kernels that can be efficiently ...