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Drain-Induced Barrier Lowering Prediction with Machine Learning Introduction & Motivation Drain-Induced Barrier Lowering Prediction with Machine Learning addresses a central…
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Drain-Induced Barrier Lowering Prediction with Machine Learning Introduction & Motivation Drain-Induced Barrier Lowering Prediction with Machine Learning addresses a central…
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Why Memory Needs an Entirely Different Structure Than Logic: The First Device This Project Has Built for Persistence, Not Speed 1. Why Every Earlier Series Built a Device That…
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Store a Bit as Charge on a Capacitor, Not as a Latch of Transistors: Dennard's Radical Simplification 1. Replace a Circuit That Continuously Defends Its State with One Physical…
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Build the Access Transistor Using the Self-Aligned Gate Process Just Completed: A Direct Reuse of 1967's Silicon-Gate Process 1. The New Memory Architecture Does Not Require a New…
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Build the Storage Capacitor Beside the Transistor: Turn the MOS Capacitor from a Test Structure into the Bit Itself 1. Reuse the Gate-Oxide-Silicon Stack for a Completely…
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Confront Leakage: Why the Charge Does Not Stay Forever 1. The Same Off-State Current That Was Negligible for CMOS Logic Is Now the Central Failure Mechanism The 1963 CMOS series…
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Measure the Retention Time and Set the Refresh Interval 1. Retention Time Is Measured from a Completed Write to the Last Reliable Read Step 5 established that leakage continuously…
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Confront Destructive Readout: Reading the Cell Disturbs the Charge Being Read 1. The Bit Cannot Be Observed Without Connecting It to a Much Larger Electrical Node A 1T1C cell has…
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Measure the Area Advantage Against a Six-Transistor Latch 1. Compare Repeated Cell Footprints, Not Transistor Counts in Isolation The density advantage of Dennard's cell comes…
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Qualify the Trade: Density Against Refresh Complexity 1. The Cell Becomes Simpler by Moving Work into the Array The 1T1C architecture does not eliminate the functions a memory…
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Classify and Release: The Architecture That Makes Large-Scale Memory Possible 1. Classify the Finished Device by What It Stores and What It Requires The completed one-transistor…
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DRAM Capacitor Aspect Ratio Uniformity Prediction with Machine Learning Introduction & Motivation DRAM Capacitor Aspect Ratio Uniformity Prediction with Machine Learning addresses…
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DRAM Capacitor Leakage Drift Prediction with Machine Learning Introduction & Motivation DRAM Capacitor Leakage Drift Prediction with Machine Learning addresses a central problem…
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DRAM ECC: Hamming SECDED Architecture, Reliability Theory, and the Chipkill Application ECC is the layer that stops pretending the physics underneath it is perfect. Every…
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DRAM (dynamic random-access memory) stores each bit as charge on a tiny capacitor, gated by a single access transistor — the '1T1C' cell. It is 'dynamic' because that charge leaks…
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DRAM Refresh Bitmap Repair Prediction with Machine Learning Introduction & Motivation DRAM Refresh Bitmap Repair Prediction with Machine Learning addresses a central problem…
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DRAM Refresh Command Overhead Prediction with Machine Learning Introduction & Motivation DRAM Refresh Command Overhead Prediction with Machine Learning addresses a central problem…
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DRAM Refresh Controller: Row-Scheduling Architecture, the Refresh-Tax Theory, and Per-Bank Refresh Application The refresh controller is the part of DRAM that never gets to rest.…
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DRAM Refresh Cycle Optimization Prediction with Machine Learning Introduction & Motivation DRAM Refresh Cycle Optimization Prediction with Machine Learning addresses a central…
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DRAM: Dynamic Random-Access Memory — Architecture, Retention Physics, and 1T1C Scaling Dynamic Random-Access Memory (DRAM) is the fundamental working memory of computing: it…
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DRAM Refresh Interval Drift Prediction with Machine Learning Introduction & Motivation DRAM Refresh Interval Drift Prediction with Machine Learning addresses a central problem…
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DRAM Refresh Overhead and Capacity Trade-Offs Introduction & Motivation DRAM Refresh Overhead and Capacity Trade-Offs addresses a central problem in memory process control…
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DRAM Refresh Rate Optimization with Machine Learning Introduction & Motivation DRAM Refresh Rate Optimization with Machine Learning addresses a central problem in DRAM refresh…
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DRAM Memory: Optimizing refresh rates in DRAM to balance power and data retention Introduction & Motivation DRAM Memory: Optimizing refresh rates in DRAM to balance power and data…
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Optimizing refresh rates in DRAM to balance power and data retention Introduction & Motivation Optimizing refresh rates in DRAM to balance power and data retention addresses…
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DRAM Refresh Row Hammer Prediction with Machine Learning Introduction & Motivation DRAM Refresh Row Hammer Prediction with Machine Learning addresses a central problem in DRAM…
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Next-Generation DRAM Technology Introduction & Motivation Next-Generation DRAM Technology addresses a central problem in memory process control and capacity-per-die prediction…
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DRAM Row Hammer: Disturbance Architecture, the Activation-Threshold Theory, and Target Row Refresh Application Row hammer is what happens when the same electrical margins this…
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High-bandwidth memory (HBM) is DRAM stacked vertically and connected to its host through an interface thousands of bits wide, running beside the processor on an interposer rather…
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DRAM Sense Amplifier: Cross-Coupled Latch Architecture, Regenerative Feedback Theory, and the Folded-Bitline Application The sense amplifier is where a DRAM read actually becomes…
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DRAM STI: Shallow Trench Isolation Architecture, Corner-Leakage Theory, and the Cell-to-Cell Isolation Moat Shallow trench isolation (STI) is the etched, oxide-filled moat that…
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DRAM Storage Capacitor Aspect Ratio Prediction with Machine Learning Introduction & Motivation DRAM Storage Capacitor Aspect Ratio Prediction with Machine Learning addresses…
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DRAM Technology Roadmap Introduction & Motivation DRAM Technology Roadmap addresses a central problem in memory process control and capacity prediction: how to Predict capacity…
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High-bandwidth memory (HBM) is DRAM stacked vertically and connected to its host through an interface thousands of bits wide, running beside the processor on an interposer rather…
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DRAM Twin-Cell Reference: Differential Sensing Architecture, Common-Mode Cancellation Theory, and the Reliability-Density Trade-Off A twin-cell reference replaces the sense…
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DRAM Voltage and Timing Drift Prediction with Machine Learning Introduction & Motivation DRAM Voltage and Timing Drift Prediction with Machine Learning addresses a central problem…
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DRAM Word Line Resistance Variation Prediction with Machine Learning Introduction & Motivation DRAM Word Line Resistance Variation Prediction with Machine Learning addresses…
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Tell the Chip Which Half of the Address It Is Looking At 1. Add the Signal the Multiplexing Scheme Was Missing Step 1 showed that the same 8 pins can carry a row address and then…
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One Strobe Touches Every Cell in a Row, Whether You Asked It To or Not 1. Follow RAS Past Addressing Into What It Actually Does to the Array Step 2 treated as an addressing…
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Choose the Array's Shape, and the Refresh Count Falls Out of That Choice 1. Turn Step 3's Row-Wide Refresh Into a Concrete Cycle Count Step 3 established that one -only cycle…
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Let the Chip Remember Which Row Comes Next, So the System Does Not Have To 1. State What Manual Row-Stepping Would Demand of the Host System Step 4 established that a complete…
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Classify and Close: What Every Later DRAM Keeps, and What Was Only 64K's Own Arithmetic 1. Separate the Enduring Mechanism From This Generation's Particular Numbers Every step…
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Why a Shrinking Cell Forces the Capacitor Off the Plane: Planar Charge Storage Collapses Under Scaling 1. State the Constraint the 1968 Cell Never Had to Face The 1T1C cell fixes…
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Step 2 — Choose Between Etching Down (Trench) and Building Up (Stacked): Two Geometries for the Third Dimension 1. The Fundamental Fork: Substrate Etching vs. Over-Gate…
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Step 3 — Build the Trench: Etch Depth as the New Area Budget 1. Sidewall Area Replaces Planar Pitch By cutting a high-aspect-ratio vertical cavity into the silicon substrate…
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Step 4 — Build the Stacked Capacitor: Rising Above the Transistor 1. Climbing Vertically into the Free Space Above the Gate Rather than excavating deep into the fragile silicon…
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Step 5 — Compare the Two Geometries on the Same Electrical Terms: Why the Industry Forked 1. Equalizing the Electrical Baseline: The 35 fF Target When trench and stacked…