There is, I think, something ethereal about i —the square root of minus one. I remember first hearing about it at school. It seemed an odd beast at that time—an intruder hovering on the edge of reality.

Usually familiarity dulls this sense of the bizarre, but in the case of i it was the reverse: over the years the sense of its surreal nature intensified. It seemed that it was impossible to write mathematics that described the real world in …

I and i

다중혈관 관상동맥 환자에서 y-문합을 이용하여 양쪽 내흉동맥만을 사용한 우회술의 조기 성적

THE DESIGN AND ANALYSIS OF EXPERIMENTS. By Oscar Kempthorne. New York, John Wiley and Sons, Inc., 1952. 631 pp. $8.50. This book by a teacher of statistics (as well as a consultant for \"experimenters\") is a comprehensive study of the philosophical background for the statistical design of experiment. It is necessary to have some facility with algebraic notation and manipulation to be able to use the volume intelligently. The problems are presented from the theoretical point of view, without such practical examples as would be helpful for those not acquainted with mathematics. The mathematical justification for the techniques is given. As a somewhat advanced treatment of the design and analysis of experiments, this volume will be interesting and helpful for many who approach statistics theoretically as well as practically. With emphasis on the \"why,\" and with description given broadly, the author relates the subject matter to the general theory of statistics and to the general problem of experimental inference. MARGARET J. ROBERTSON

The Design and Analysis of Experiments

Probability Distributions.- Linear Models for Regression.- Linear Models for Classification.- Neural Networks.- Kernel Methods.- Sparse Kernel Machines.- Graphical Models.- Mixture Models and EM.- Approximate Inference.- Sampling Methods.- Continuous Latent Variables.- Sequential Data.- Combining Models.

Pattern Recognition and Machine Learning

Data Mining - Concepts and Techniques.

Test access mechanisms (TAMs) and test wrappers are integral parts of a system-on-chip (SoC) test architecture. Prior research has concentrated on only one aspect of the TAM/wrapper design problem at a time, i.e., either optimizing the TAMs for a set of pre-designed wrappers, or optimizing the wrapper for a given TAM width. In this paper, we address a more general problem, that of carrying out TAM design and wrapper optimization in conjunction. We present an efficient algorithm to construct wrappers that reduce the testing time for cores. Our wrapper design algorithm improves on earlier approaches by also reducing the TAM width required to achieve these lower testing times. We present new mathematical models for TAM optimization that use the core testing time values calculated by our wrapper design algorithm. We further present a new enumerative method for TAM optimization that reduces execution time significantly when the number of TAMs being designed is small. Experimental results are presented for an academic SoC as well as an industrial SoC.

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Test wrapper and test access mechanism co-optimization for system-on-chip

We present a new test-data compression method and decompression architecture based on variable-to-variable-length Golomb codes. The proposed method is especially suitable for encoding precomputed test sets for embedded cores in a system-on-a-chip (SoC). The major advantages of Golomb coding of test data include very high compression, analytically predictable compression results, and a low-cost and scalable on-chip decoder. In addition, the novel interleaving decompression architecture allows multiple cores in an SoC to be tested concurrently using a single automatic test equipment input-output channel. We demonstrate the effectiveness of the proposed approach by applying it to the International Symposium on Circuits and Systems' benchmark circuits and to two industrial production circuits. We also use analytical and experimental means to highlight the superiority of Golomb codes over run-length codes.

/pdf/system-on-a-chip-test-data-compression-and-decompression-3ey9wzu1ua.pdf

System-on-a-chip test-data compression and decompression architectures based on Golomb codes

We present a resource-bounded optimization framework for sensor resource management under the constraints of sufficient grid coverage of the sensor field We offer a unique "minimalistic" view of distributed sensor networks in which sensors transmit/report a minimum amount of sensed data The proposed theory is aimed at optimizing the number of sensors and determine their placement to support such minimalistic sensor networks We represent the sensor field as a grid (two- or three-dimensional) of points The optimization framework is inherently probabilistic due to the uncertainty associated with sensor detections The proposed algorithm addresses coverage optimization under constraints of imprecise detections and terrain properties The issue of preferential coverage of grid points (based on relative measures of security and tactical importance) is also modeled Experimental results for an example sensor field with obstacles demonstrate the application of our approach

/pdf/sensor-placement-for-grid-coverage-under-imprecise-3bcajm8h2p.pdf

Sensor placement for grid coverage under imprecise detections

One of the challenges for 3D technology adoption is the insufficient understanding of 3D testing issues and the lack of DFT solutions. This article describes testing challenges for 3D ICs, including problems that are unique to 3D integration, and summarizes early research results in this area. Researchers are investigating various 3D IC manufacturing processes that are particularly relevant to testing and DFT. In terms of the process and the level of assembly that 3D ICs require, we can broadly classify the techniques as monolithic or as die stacking.

/pdf/test-challenges-for-3d-integrated-circuits-2qgvnz30wv.pdf

Test Challenges for 3D Integrated Circuits

This paper presents the ITC'02 SOC test benchmarks. The purpose of this new benchmark set is to stimulate research into new methods and tools for modular testing of SOCs and to enable the objective comparison of such methods and tools with respect to effectiveness and efficiency. The paper defines the benchmark format and naming scheme, and presents the benchmark SOCs. In addition, it provides an overview of the research problems that can be addressed and evaluated by means of this benchmark set. These research problems include the design of optimized test access infrastructures and test schedules.

Krishnendu Chakrabarty

Papers

Test wrapper and test access mechanism co-optimization for system-on-chip

System-on-a-chip test-data compression and decompression architectures based on Golomb codes

Sensor placement for grid coverage under imprecise detections

Test Challenges for 3D Integrated Circuits

A set of benchmarks for modular testing of SOCs