Enhancing Query Optimization in Production: A Microsoft Journey
Explore Microsoft's innovative approach to query optimization in production environments, addressing challenges with general-purpose optimization and introducing specialized cloud-based optimizers. Learn about the implementation details, experiments conducted, and the solution proposed. Discover how
2 views • 27 slides
Introduction to Optimization in Process Engineering
Optimization in process engineering involves obtaining the best possible solution for a given process by minimizing or maximizing a specific performance criterion while considering various constraints. This process is crucial for achieving improved yields, reducing pollutants, energy consumption, an
10 views • 52 slides
Top-Rated Storage Services in Delhi NCR: Secure & Convenient
Declutter your home and find peace of mind with our storage solutions in Delhi NCR. We offer secure, 24\/7 accessible storage units in convenient locations at competitive prices. Whether you're moving, renovating, or just need extra space, our variety of storage unit sizes caters to your needs. Worr
3 views • 2 slides
Unblock your door and store your item with Xtended Space!
Unlock Convenient Space Solutions with Warehouse Storage! Say goodbye to cluttered entrances as we unblock your door and provide secure storage space for your belongings. Whether you need temporary space for seasonal items or a long-term solution for excess possessions, our warehouse storage service
6 views • 3 slides
Hydrogen storage market
Hydrogen Storage Market Size, Share, Forecast, & Trends Analysis by Storage Solution (Tanks, Cylinders), Storage Type (Physical Storage, Material-based Storage), Application (Fuel Cell, Chemical Production, Manufacturing, Oil & Gas), and Geography - Global Forecast to 2031\n
1 views • 4 slides
Energy Storage Systems: Regional Insights and Strategies
Energy Storage Systems Market by Technology (Pumped Hydro Storage, Electro-Chemical Storage, Electro-Mechanical Storage, and Thermal Storage), By Application (Transportation and Grid Management), By End User (Residential, Non-Residential, and Utiliti
2 views • 4 slides
Understanding Swarm Intelligence: Concepts and Applications
Swarm Intelligence (SI) is an artificial intelligence technique inspired by collective behavior in nature, where decentralized agents interact to achieve goals. Swarms are loosely structured groups of interacting agents that exhibit collective behavior. Examples include ant colonies, flocking birds,
1 views • 88 slides
New Storage Requirements for Lithium Batteries in International Fire Code
The International Fire Code (IFC) is being amended to include new storage requirements for lithium batteries due to their high hazard classification. The upcoming 2024 IFC will introduce stricter guidelines for storing lithium batteries, with limitations on indoor and outdoor storage, permit require
0 views • 14 slides
DNN Inference Optimization Challenge Overview
The DNN Inference Optimization Challenge, organized by Liya Yuan from ZTE, focuses on optimizing deep neural network (DNN) models for efficient inference on-device, at the edge, and in the cloud. The challenge addresses the need for high accuracy while minimizing data center consumption and inferenc
0 views • 13 slides
Various Structures for Seed Storage and Improved Rural Storage Methods
Different structures like Bitumen/Coal Tar Drum, Hapur Bin/Kothis, Udaipur Bin, Stone Bin, and Bamboo Bin are highlighted for seed storage. Improved rural-level storage structures including metal bins and clay bins are also discussed, offering cost-effective and efficient options for preserving food
2 views • 21 slides
Understanding Discrete Optimization in Mathematical Modeling
Discrete Optimization is a field of applied mathematics that uses techniques from combinatorics, graph theory, linear programming, and algorithms to solve optimization problems over discrete structures. This involves creating mathematical models, defining objective functions, decision variables, and
0 views • 12 slides
Generalization of Empirical Risk Minimization in Stochastic Convex Optimization by Vitaly Feldman
This study delves into the generalization of Empirical Risk Minimization (ERM) in stochastic convex optimization, focusing on minimizing true objective functions while considering generalization errors. It explores the application of ERM in machine learning and statistics, particularly in supervised
0 views • 11 slides
Optimization Techniques in Convex and General Problems
Explore the world of optimization through convex and general problems, understanding the concepts, constraints, and the difference between convex and non-convex optimization. Discover the significance of local and global optima in solving complex optimization challenges.
0 views • 24 slides
HPE Nimble Storage Solutions: Starter Kits Promotion
Explore HPE Nimble's all-flash and adaptive flash storage starter kits, including the AF20, AF40, and HF20 models with varying capacities and performance levels. Take advantage of the special promotion valid until the end of July 2019 to enhance your storage infrastructure. These kits offer high-qua
0 views • 9 slides
IGU Gas Storage Committee 2022-23 Meeting Highlights
The IGU Gas Storage Committee, Group 3, discussed key topics for 2022-23 including underground storage, evolving market conditions, decarbonized energy storage, and the role of underground hydrogen storage. The committee aims to advocate positions, cooperate with stakeholders, and enhance IGU's visi
0 views • 10 slides
International Workshop on Offshore CO2 Storage: Goals, Expectations, Logistics
The International Workshop held in Texas aimed to foster collaboration and knowledge sharing on offshore CO2 storage. Topics included understanding requirements, sharing best practices, and identifying challenges and opportunities for offshore storage. The event highlighted the global potential for
1 views • 18 slides
Understanding Tape Storage: LTO and LTFS Overview
Delve into the world of Tape Storage with a comprehensive overview of LTO (Linear Tape-Open) and LTFS (Linear Tape File System). Explore the history, generations, features, and physical properties of tape storage technologies. Gain insights into hierarchical storage management, cost considerations,
0 views • 19 slides
Overview of Mass Storage Systems in Computer Engineering
Mass storage in computer engineering involves secondary and tertiary storage devices like magnetic disks and tapes, providing permanent storage for large volumes of data. The structure, performance characteristics, and operating system services for mass storage are discussed, including RAID and HSM.
9 views • 77 slides
Advancing Innovation and Technologies in Gas Storage Operations
Exploring the potential for innovation and new technologies in underground gas storage (UGS) operations led by Fabien Favret. The focus is on promoting best practices, energy-efficient operations, and new opportunities within the storage community. Initiatives include establishing links with other g
0 views • 9 slides
PELICAN: A Building Block for Exascale Cold Data Storage
PELICAN addresses the need for cost-effective storage of cold data in the cloud, offering exabyte-scale storage solutions. By provision resources specifically for cold data workloads, it optimizes storage efficiency and reduces unnecessary resources, resulting in high-density, low-cost storage with
0 views • 30 slides
Effective Storing Techniques for Agricultural Produce
Fruit and vegetable production varies by region, leading to the need for storage to ensure a continual supply. Different storage methods like natural field storage and controlled atmosphere storage enable longer preservation periods. While natural ventilation serves as a simple storage system, it re
2 views • 22 slides
Overview of EGI Online Storage Service Architecture and Interfaces
EGI Online Storage service provided by EOSC-hub under Horizon 2020 program offers File Storage, Block Storage, and Object Storage options. Users can access highly scalable storage with different interfaces. The service allows data access through standard protocols, fault tolerance replication, globa
0 views • 18 slides
Insights into Recent Progress on Sampling Problems in Convex Optimization
Recent research highlights advancements in solving sampling problems in convex optimization, exemplified by works by Yin Tat Lee and Santosh Vempala. The complexity of convex problems, such as the Minimum Cost Flow Problem and Submodular Minimization, are being unraveled through innovative formulas
1 views • 47 slides
Gas Storage Investment Workshop Insights
Explore key insights from the Gas Storage Europe workshop on regional storage investments, the role of gas storage in ensuring security of supply, and its impact as a commercial tool. The workshop covered market challenges, energy sustainability, and the future of underground gas storage, highlighti
0 views • 10 slides
Storage Benchmark Proposal for NFVI Performance Measurement
Proposal for the "STORPERF" project led by Edgar St. Pierre from EMC aims to provide tools to measure block and object storage performance in an NFVI environment. The project includes defining test cases, metrics, and test processes, as well as identifying open-source tools and integration points. I
0 views • 12 slides
Challenges and Opportunities in Scientific Storage of Grains
Globally, significant losses in food grains occur due to inadequate storage facilities, highlighting the urgent need for modernization and investment in grain storage infrastructure. Countries like India, USA, Canada, and China face varying challenges in grain storage practices, emphasizing the impo
0 views • 14 slides
Nicor Gas Supply and Storage Overview
Nicor Gas provides gas supply and storage services effective May 2018 in a service territory covering over 17,000 square miles and serving 640 communities with 2.2 million customers. The gas supply and storage network includes major cities like Rockford, Chicago, and Naperville, serviced by undergro
0 views • 23 slides
Evolution of Ceph's Storage Backends: Lessons Learned
Embedded System Lab explores the challenges of building storage backends on local file systems, focusing on the evolution of Ceph's storage backend over a decade. The presentation delves into the complexities of distributed storage systems like Ceph, highlighting difficulties in leveraging efficient
0 views • 27 slides
Approximation Algorithms for Stochastic Optimization: An Overview
This piece discusses approximation algorithms for stochastic optimization problems, focusing on modeling uncertainty in inputs, adapting to stochastic predictions, and exploring different optimization themes. It covers topics such as weakening the adversary in online stochastic optimization, two-sta
0 views • 33 slides
Exploring Pumped Hydro Energy Storage Technologies
Pumped hydro energy storage systems utilize gravitational potential energy of water to store and generate electricity. They are efficient and versatile, with various types such as electro-chemical, thermal, and lithium-ion battery storage. Applications include energy balancing, load leveling, and em
0 views • 10 slides
Managing Spent Nuclear Fuel Storage at Commercial Power Plants
This article discusses the status of spent fuel storage at various commercial nuclear power plants, including details on dry storage systems, retirements, and future needs for managing spent nuclear fuel. It covers the challenges and considerations in readying to move spent fuel and the implications
0 views • 17 slides
Improving Southern Warehouse: Cold Storage Project Proposal
The Division of Food and Nutrition at agri.nv.gov is proposing a capital improvement project for the Southern warehouse to address challenges with third-party cold storage. The current arrangement has led to food spoilage, delivery delays, and compliance difficulties. The proposal aims to develop on
0 views • 10 slides
Challenges and Solutions in Crop Storage in Tropical Regions
Higher environmental temperatures in tropical regions can assist crop drying but pose challenges to silo storage structures, leading to moisture migration, condensation, and spoilage. Traditional and modern storage structures are used, with domestic structures and rhombus/traditional cribs being com
0 views • 4 slides
Research Insights on IHEP Disk Storage Systems and Cloud Computing Integration
Ms. Wang Lu, Ph.D., an associated researcher at CC-IHEP, specializes in the management and analysis of the IHEP disk storage system, IO behavior analysis of HEP jobs, and the integration of cloud storage with HEP computing. Her research involves software development, evaluation, and problem diagnosi
0 views • 9 slides
Efficient Live Deduplication Storage for VM Images in Open-Source Cloud
Explore the implementation of live deduplication storage for virtual machine images in open-source cloud environments to optimize storage space utilization and enhance performance. The focus is on addressing challenges related to deploying deduplication in VM image storage while maintaining performa
0 views • 30 slides
Understanding Computer Data Storage with Ceph
Delve into the world of computer data storage through an exploration of block storage, file storage, and object storage. Learn about the APIs, protocols, and examples associated with Ceph, a distributed data storage solution. Understand the nuances of physical data storage devices, filesystems, and
0 views • 13 slides
Online Procurement Auctions for Resource Pooling in Client-Assisted Cloud Storage Systems
This study explores the use of online procurement auctions in client-assisted cloud storage systems to improve resource pooling and manage cloud outages. It discusses the benefits of client assistance, cloud storage services, common cloud outages, and potential solutions like Cloud Federation and Cl
0 views • 27 slides
Flower Pollination Algorithm: Nature-Inspired Optimization
Real-world design problems often require multi-objective optimization, and the Flower Pollination Algorithm (FPA) developed by Xin-She Yang in 2012 mimics the pollination process of flowering plants to efficiently solve such optimization tasks. FPA has shown promising results in extending to multi-o
0 views • 15 slides
Storage & Infrastructure Group Overview
The Storage & Infrastructure Group consists of dedicated staff members managing virtualization, container management, central build and configuration, storage services, and IAA services. They are currently involved in various activities such as migrating to OpenShift, upgrading Puppet to support RHE
0 views • 4 slides
Machine Learning Applications for EBIS Beam Intensity and RHIC Luminosity Maximization
This presentation discusses the application of machine learning for optimizing EBIS beam intensity and RHIC luminosity. It covers topics such as motivation, EBIS beam intensity optimization, luminosity optimization, and outlines the plan and summary of the project. Collaborators from MSU, LBNL, and
0 views • 23 slides