This a compilation of the overall process in conducting energy audit based on my personal experiences, training that I attended in Malaysia, India and Japan and information sharing between fellow EE practitioners.Not to forget references from books and internet.
I believe this would benefit to those who wants to understand what is energy audit all about for beginners to become an energy auditor and to facilities owners to assess the need to conduct energy audit and energy audit proposals submitted by consultants
This a compilation of the overall process in conducting energy audit based on my personal experiences, training that I attended in Malaysia, India and Japan and information sharing between fellow EE practitioners.Not to forget references from books and internet.
I believe this would benefit to those who wants to understand what is energy audit all about for beginners to become an energy auditor and to facilities owners to assess the need to conduct energy audit and energy audit proposals submitted by consultants
The judicious and effective use of energy to maximize profits (minimize
costs) and enhance competitive positions”
The strategy of adjusting and optimizing energy, using systems and procedures so as to reduce energy requirements per unit of output while holding constant or reducing total costs of producing the output from these systems”
Energy auditing and energy efficiency indicatorsCETN
Principles of Energy Auditing
Auditing process summary
Undertaking an Energy Audit in house
Commissioning a commercial Audit
Equipment for auditing
Results and dissemination
Barriers to implementation of energy efficiency
Questions and answer session
Research identifying common issues affecting the effectiveness of Energy Recovery Ventilation in Minnesota buildings and developing a protocol to optimize their performance.
The judicious and effective use of energy to maximize profits (minimize
costs) and enhance competitive positions”
The strategy of adjusting and optimizing energy, using systems and procedures so as to reduce energy requirements per unit of output while holding constant or reducing total costs of producing the output from these systems”
Energy auditing and energy efficiency indicatorsCETN
Principles of Energy Auditing
Auditing process summary
Undertaking an Energy Audit in house
Commissioning a commercial Audit
Equipment for auditing
Results and dissemination
Barriers to implementation of energy efficiency
Questions and answer session
Research identifying common issues affecting the effectiveness of Energy Recovery Ventilation in Minnesota buildings and developing a protocol to optimize their performance.
Student information management system project report ii.pdfKamal Acharya
Our project explains about the student management. This project mainly explains the various actions related to student details. This project shows some ease in adding, editing and deleting the student details. It also provides a less time consuming process for viewing, adding, editing and deleting the marks of the students.
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Immunizing Image Classifiers Against Localized Adversary Attacksgerogepatton
This paper addresses the vulnerability of deep learning models, particularly convolutional neural networks
(CNN)s, to adversarial attacks and presents a proactive training technique designed to counter them. We
introduce a novel volumization algorithm, which transforms 2D images into 3D volumetric representations.
When combined with 3D convolution and deep curriculum learning optimization (CLO), itsignificantly improves
the immunity of models against localized universal attacks by up to 40%. We evaluate our proposed approach
using contemporary CNN architectures and the modified Canadian Institute for Advanced Research (CIFAR-10
and CIFAR-100) and ImageNet Large Scale Visual Recognition Challenge (ILSVRC12) datasets, showcasing
accuracy improvements over previous techniques. The results indicate that the combination of the volumetric
input and curriculum learning holds significant promise for mitigating adversarial attacks without necessitating
adversary training.
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
CW RADAR, FMCW RADAR, FMCW ALTIMETER, AND THEIR PARAMETERSveerababupersonal22
It consists of cw radar and fmcw radar ,range measurement,if amplifier and fmcw altimeterThe CW radar operates using continuous wave transmission, while the FMCW radar employs frequency-modulated continuous wave technology. Range measurement is a crucial aspect of radar systems, providing information about the distance to a target. The IF amplifier plays a key role in signal processing, amplifying intermediate frequency signals for further analysis. The FMCW altimeter utilizes frequency-modulated continuous wave technology to accurately measure altitude above a reference point.
Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
NUMERICAL SIMULATIONS OF HEAT AND MASS TRANSFER IN CONDENSING HEAT EXCHANGERS...ssuser7dcef0
Power plants release a large amount of water vapor into the
atmosphere through the stack. The flue gas can be a potential
source for obtaining much needed cooling water for a power
plant. If a power plant could recover and reuse a portion of this
moisture, it could reduce its total cooling water intake
requirement. One of the most practical way to recover water
from flue gas is to use a condensing heat exchanger. The power
plant could also recover latent heat due to condensation as well
as sensible heat due to lowering the flue gas exit temperature.
Additionally, harmful acids released from the stack can be
reduced in a condensing heat exchanger by acid condensation. reduced in a condensing heat exchanger by acid condensation.
Condensation of vapors in flue gas is a complicated
phenomenon since heat and mass transfer of water vapor and
various acids simultaneously occur in the presence of noncondensable
gases such as nitrogen and oxygen. Design of a
condenser depends on the knowledge and understanding of the
heat and mass transfer processes. A computer program for
numerical simulations of water (H2O) and sulfuric acid (H2SO4)
condensation in a flue gas condensing heat exchanger was
developed using MATLAB. Governing equations based on
mass and energy balances for the system were derived to
predict variables such as flue gas exit temperature, cooling
water outlet temperature, mole fraction and condensation rates
of water and sulfuric acid vapors. The equations were solved
using an iterative solution technique with calculations of heat
and mass transfer coefficients and physical properties.
Tutorial for 16S rRNA Gene Analysis with QIIME2.pdf
05 - IEC 61400-15 Update, Jason Fields (NREL).pptx
1. NREL is a national laboratory of the U.S. Department of Energy, Office of Energy Efficiency and Renewable Energy, operated by the Alliance for Sustainable Energy, LLC.
IEC 61400-15 WG Update
Assessment of Wind Resource, Energy Yield,
and Site Suitability Input Conditions for
Wind Power Plants
Jason Fields, Secretary
2. 2
IEC 61400-15
• CD Expected to be issued late 2017/early 2018
• Intended to compliment other IEC standards
– 61400-1 (Design)
– 61400-12 (Power Performance Testing)
• Committee has 55 members (2nd largest wind standard)
• Next Meeting: Porto, Portugal June 2017
Broad Engagement
OEM’s
Owner/Operators
Consultancies
Research Institutes
3. 3
Foundational Work
• IEC 61400-1,3 Wind
Turbine: Design
Requirements
• IEC 61400-12-1 Power
Performance Testing
• IEC 61400-26 Availability:
Technical Specification
• MEASNET “Evaluation of
site specific winds”
• Consortium Loss &
Uncertainty definitions
• Wind Resource Assessment: A
Practical Guide to Developing
a Wind Project
• IEA Wind Task 32 Remote
Sensing
• IEA Wind Task 31 Windbench
and Wakebench
• IEA Task 11 75th meeting on
complex terrain
• Power Curve Working Group
Existing related standards &
best practices
Other documents/collaborations
4. 4
Goals – Normative (Required)
• Define standards for reporting
– A checklist of items that must be considered in an assessment
– Report must cover the checklist and explain how each item was
considered
– Example: Wind speed predictions at turbine locations
• Define IEC uncertainty model
– Explicit calculation of uncertainty
– Provides benchmark for readers
– Organizations can still use their own uncertainty calculation but would
need to also report the IEC calculation and explain differences
– Used as a tool to show what activities can reduce uncertainty
• Met towers
• High quality anemometers
• Define turbine suitability load calculation inputs
– Each manufacturer asks for different datasets to run their loads model
– Standardize the data to improve quality and transparency
5. 5
Goals – informative (Recommended)
• Provide industry consensus best
practices, including multiple
approaches to common problems
– Measurement (Local Site Conditions)
• Measurement strategy
• Measurement parameters
• Measurement Devices
– Meteorological Towers and
Instrumentation
– Remote Sensing
• Data Management
• Production data from
nearby projects
• Alternative valid
measurements
– Data Analysis
• Traceability and Calibration
• Quality control of data
– Wind Resource Modeling
• Gap Filling
• Long-Term
• Vertical Extrapolation
• Horizontal Extrapolation
• Validation (all of the above)
– Wind Plant Energy Yield Modeling
• Ideal Energy Yield
• Wake
• Losses
– Statistical description of
measurements
• Frequency Distributions
• Wind Roses
• 8760
6. 6
Current status
Loss factor
reporting tables
ready for
external review.
Uncertainty
reporting
categories
ready for
external review
Uncertainty
calculation
methods in
progress
Document
components
being
aggregated
now for CD
6
Document available that outlines all this in detail – contact your local shadow committee, or
me (jason.fields@nrel.gov), for a copy
12. 12
Scope of Standard - Approved
The scope of this standard is to define a framework for assessment and reporting of the wind resource, energy
yield and site suitability input conditions for both onshore and offshore wind power plants. This includes:
• 1. Definition, measurement, and prediction of the long-term meteorological and wind flow characteristics at
the site
• 2. Integration of the long-term meteorological and wind flow characteristics with wind turbine and balance of
plant characteristics to predict net energy yield
• 3. Characterizing environmental extremes and other relevant plant design drivers
• 4. Assessing the uncertainty associated with each of these steps
• 5. Addressing documentation and reporting requirements to help ensure the traceability of the assessment
processes
The framework will be defined such that applicable national norms are considered and industry best practices are
utilized.
The meteorological and wind flow characteristics addressed in this document relate to wind conditions, where
parameters such as wind speed, wind direction, air density or air temperature are included to the extent that they
affect the operation and structural integrity of a wind turbine (WTGS) and energy production analysis.
According to IEC 61400-1 and 61400-3 the site specific conditions can be broken down into wind conditions, other
environmental conditions, soil conditions, ocean/lake conditions and electrical conditions. All of these site
conditions other than site specific wind conditions and related documents are out of scope for this standard.
This standard is framed to complement and support the scope of related IEC 61400 series standards by defining
environmental input conditions. It is not intended to supersede the design and suitability requirements presented
in those standards. Specific analytical and modeling procedures as described in IEC 61400-1, 61400-2, and 61400-3
are excluded from this scope.
1
13. 13
Scope of standard, Pt 2 (for document)
The basic and fundamental goal is to present consensus methodologies on site assessment and
to create a set of standard reporting requirements which detail the measurement campaign,
analysis processes, and considerations taken by the author of a wind resource characterization
and energy yield assessment. The methodologies presented provide a framework to ensure a
high quality set of project data are collected and analyzed to support wind resource and site
characterization. The standardized reporting process will provide a discrete list of criteria
which must be considered and reported on for all projects. These reporting procedures will
provide transparency to report readers about the considerations taken during the analysis, and
confidence that the analysis considered all of the key criteria and procedures identified by IEC
61400-15 for wind resource assessment.
At a minimum, the document will prescribe standard reporting elements and considerations
during the analysis process, and recommend practices to reduce uncertainty for all elements of
the assessment and campaign.
Two additional goals of the standard which should be explored by the committee:
• Develop a standard uncertainty calculation to be used for benchmarking
• Provide standardized inputs for turbine loads calculations
The document will not:
• Qualify or disqualify projects
• Qualify or disqualify consultants/Independent Engineers
1