The document provides an overview of the course EC533: Digital Signal Processing including the instructor and TA contact details, textbook references, assessment system, course outline covering topics such as real-time DSP systems, discrete-time signals and systems, Z-transform, digital filter design, DFT and FFT. It also gives introductions to digital signal processing, real-time DSP systems, sampling theorem, anti-aliasing filtering, and considerations in selecting the sampling frequency and filter design.
The Origin of Diversity - Thinking with Chaotic WalkTakashi Iba
We will show that diverse complex patterns can emerge even in the universe governed by deterministic laws. See the details of this study on our paper: Iba, T. & Shimonishi, K. (2011), "The Origin of Diversity: Thinking with Chaotic Walk," in Unifying Themes in Complex Systems Volume VIII: Proceedings of the Eighth International Conference on Complex Systems, New England Complex Systems Institute Series on Complexity (Sayama, H., Minai, A. A., Braha, D. and Bar-Yam, Y. eds., NECSI Knowledge Press, 2011), pp.447-461.
SEB Baltic Household Outlook. Recovery in household finances on track but unc...SEB banka
Economic growth has led to an increase in employment and real wages in Estonia and Latvia. The earnings abroad and remittances have added significant amount of funds to the households’ disposable income in all three countries. Nevertheless despite the improvement of situation, the modest consumer confidence in Estonia eliminating the large gap between Estonia and other Baltic countries, supports the strengthening of the households’ balance sheets reflecting in the largest savings of Estonian households, while in Latvia and Lithuania deposits dropped. However demographic situation with low birth rate, population ageing and emigration involves potential long term problems of all Baltic countries with the financing of pension and social system. Under such circumstances the mandatory pension scheme and voluntary private pensions plays a more significant role and can ensure a larger financial security in retirement. These are key findings arising from the newest SEB Baltic Household Outlook.
Steerable Filters generated with the Hypercomplex Dual-Tree Wavelet Transform...Jan Wedekind
The use of wavelets in the image processing domain is still in its infancy, and largely associated with image compression. With the advent of the dual-tree hypercomplex wavelet transform (DHWT) and its improved shift invariance and directional selectivity, applications in other areas of image processing are more conceivable. This paper discusses the problems and solutions in developing the DHWT and its inverse. It also offers a practical implementation of the algorithms involved. The aim of this work is to apply the DHWT in machine vision.
Tentative work on a possible new way of feature extraction is presented. The paper shows that 2-D hypercomplex basis wavelets can be used to generate steerable filters which allow rotation as well as translation.
The Origin of Diversity - Thinking with Chaotic WalkTakashi Iba
We will show that diverse complex patterns can emerge even in the universe governed by deterministic laws. See the details of this study on our paper: Iba, T. & Shimonishi, K. (2011), "The Origin of Diversity: Thinking with Chaotic Walk," in Unifying Themes in Complex Systems Volume VIII: Proceedings of the Eighth International Conference on Complex Systems, New England Complex Systems Institute Series on Complexity (Sayama, H., Minai, A. A., Braha, D. and Bar-Yam, Y. eds., NECSI Knowledge Press, 2011), pp.447-461.
SEB Baltic Household Outlook. Recovery in household finances on track but unc...SEB banka
Economic growth has led to an increase in employment and real wages in Estonia and Latvia. The earnings abroad and remittances have added significant amount of funds to the households’ disposable income in all three countries. Nevertheless despite the improvement of situation, the modest consumer confidence in Estonia eliminating the large gap between Estonia and other Baltic countries, supports the strengthening of the households’ balance sheets reflecting in the largest savings of Estonian households, while in Latvia and Lithuania deposits dropped. However demographic situation with low birth rate, population ageing and emigration involves potential long term problems of all Baltic countries with the financing of pension and social system. Under such circumstances the mandatory pension scheme and voluntary private pensions plays a more significant role and can ensure a larger financial security in retirement. These are key findings arising from the newest SEB Baltic Household Outlook.
Steerable Filters generated with the Hypercomplex Dual-Tree Wavelet Transform...Jan Wedekind
The use of wavelets in the image processing domain is still in its infancy, and largely associated with image compression. With the advent of the dual-tree hypercomplex wavelet transform (DHWT) and its improved shift invariance and directional selectivity, applications in other areas of image processing are more conceivable. This paper discusses the problems and solutions in developing the DHWT and its inverse. It also offers a practical implementation of the algorithms involved. The aim of this work is to apply the DHWT in machine vision.
Tentative work on a possible new way of feature extraction is presented. The paper shows that 2-D hypercomplex basis wavelets can be used to generate steerable filters which allow rotation as well as translation.
This is MOH Deputy Director Dr Rozita Halina Tun Hussein's presentation at the Prince Mahidol Award Conference, January 2012.
She is speaking on Malaysia's experience in formulating a health care rationing method.
Healthcare rationing is a well-known fact of Insurance based healthcare systems. But the government insists that Malaysians will get all the healthcare they need for free.
This is a blatant lie!
This is MOH Deputy Director Dr Rozita Halina Tun Hussein's presentation at the Prince Mahidol Award Conference, January 2012.
She is speaking on Malaysia's experience in formulating a health care rationing method.
Healthcare rationing is a well-known fact of Insurance based healthcare systems. But the government insists that Malaysians will get all the healthcare they need for free.
This is a blatant lie!
Music data is scary, beautiful and excitingBrian Whitman
Brian Whitman, co-Founder/CTO of the Echo Nest, shows off some scary things, some beautiful things and some exciting things about the integration of data into music.
Why we don’t know how many colors there areJan Morovic
There have been many attempts to answer the question of how many distinct colors there are, with widely varying answers. Here we present an analysis of what it would take to arrive at a reliable answer and show how currently available models fail to make predictions under the wide range of conditions that needs to be considered. Gamut volumes are reported for a number of light sources and viewing modes and the conclusion is drawn that the only reliable data we have comes from psychophysical work. The color gamut of the LUTCHI data in CIECAM02 is therefore shown as an alternative to the gamut of all possible colors.
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Tobias Schneck
As AI technology is pushing into IT I was wondering myself, as an “infrastructure container kubernetes guy”, how get this fancy AI technology get managed from an infrastructure operational view? Is it possible to apply our lovely cloud native principals as well? What benefit’s both technologies could bring to each other?
Let me take this questions and provide you a short journey through existing deployment models and use cases for AI software. On practical examples, we discuss what cloud/on-premise strategy we may need for applying it to our own infrastructure to get it to work from an enterprise perspective. I want to give an overview about infrastructure requirements and technologies, what could be beneficial or limiting your AI use cases in an enterprise environment. An interactive Demo will give you some insides, what approaches I got already working for real.
Connector Corner: Automate dynamic content and events by pushing a buttonDianaGray10
Here is something new! In our next Connector Corner webinar, we will demonstrate how you can use a single workflow to:
Create a campaign using Mailchimp with merge tags/fields
Send an interactive Slack channel message (using buttons)
Have the message received by managers and peers along with a test email for review
But there’s more:
In a second workflow supporting the same use case, you’ll see:
Your campaign sent to target colleagues for approval
If the “Approve” button is clicked, a Jira/Zendesk ticket is created for the marketing design team
But—if the “Reject” button is pushed, colleagues will be alerted via Slack message
Join us to learn more about this new, human-in-the-loop capability, brought to you by Integration Service connectors.
And...
Speakers:
Akshay Agnihotri, Product Manager
Charlie Greenberg, Host
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
Let's dive deeper into the world of ODC! Ricardo Alves (OutSystems) will join us to tell all about the new Data Fabric. After that, Sezen de Bruijn (OutSystems) will get into the details on how to best design a sturdy architecture within ODC.
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Jeffrey Haguewood
Sidekick Solutions uses Bonterra Impact Management (fka Social Solutions Apricot) and automation solutions to integrate data for business workflows.
We believe integration and automation are essential to user experience and the promise of efficient work through technology. Automation is the critical ingredient to realizing that full vision. We develop integration products and services for Bonterra Case Management software to support the deployment of automations for a variety of use cases.
This video focuses on the notifications, alerts, and approval requests using Slack for Bonterra Impact Management. The solutions covered in this webinar can also be deployed for Microsoft Teams.
Interested in deploying notification automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
5. 1- Introduction
Text Book : Chapter 1, Sections: 1.1, 1.2.
1.1 – What is Digital Signal Processing ?
A)Digital : Signals are either Analogue, Discrete, or Digital signals.
• Analogue Signal : • Discrete Signal : • Digital Signal :
Continuous in both time Discrete in time (sampled Discrete in time (sampled
and amplitude, any value signal) & Continuous in signal) & Discrete in
at any time can be found. amplitude. amplitude (Quantized
Samples).
2
1.27
1.24
1.24
1.5
1.2
1.2
1.11
1.11
0.98
0.98
0.82
0.82
1
0.64
0.64
0.44
0.44
0.5
0.22
0.22
0
0
0
0
11
13
15
17
19
-0.44 21
23
25
27
29
31
33
-0.44 35
37
1
3
5
7
9
-0.22
-0.22
-0.5
-0.64
-0.64
-0.82
-0.82
-1
-0.98
-0.98
-1.11
-1.11
-1.2
-1.2
-1.26
-1.26
-1.28
-1.5
-2
6. B) Signal : It is an information-bearing function, It is either:
1-D signal as speech.
2-D signal as grey-scale image {i(x,y)}.
3-D signal as video {r(x,y,t),g(x,y,t),b(x,y,t)}.
7. C) Processing :
Signal Processing refers to the work of manipulating signals so that
information carried can be expressed, transmitted, restored,… etc in a
more efficient & reliable way by the system (hardware software).
Least
Least • General Purpose Processors (GPP), Micro‐Controllers.
resource
error • Digital Signal Processors (DSP); Dedicated Integrated
usage
Circuits. Fast Real‐
time
• Programmable Logic (PLD, FPGA). Faster DSP’ing
• Programming Languages: Pascal, C, C++,...
• High‐Level Languages: Matlab, MathCad,…
• Dedicated Tools (e.g. Filter design s/w packages).
8. 1.2 – Why DSP ?
• Greater Flexibility
The same DSP hardware can be programmed and reprogrammed to perform a variety of functions.
• Guaranteed Precision
Accuracy is only determined by the number of bits used. (not on resistors,…etc; analogue parameters).
• No drift in performance with temperature or age.
• Perfect Reproducibility
Identical Performance from unit to unit is obtained since there are no variations due to component
tolerance. e.g. a digital recording can be copied or reproduced several times with the same quality.
• Superior Performance
Performing tasks that are not possible with ASP, e.g. linear phase response and complex adaptive
filtering algorithms.
• DSP benefits from the tremendous advances in semiconductor
technology.
Achieving greater reliability, lower cost, smaller size, lower power consumption, and higher speed.
9. 1.3 – DSP LIMITATIONS
• Speed & Cost Limitations of ADC & DAC
Either too expensive or don’t have sufficient resolution for large-bandwidth DSP
applications.
• Finite Word-Length Problems
Degradation in system performance may result due to the usage of a limited number of
bits for economic considerations.
• Design Time
DSP system design requires a knowledgeable DSP engineer possessing necessary
software resources to accomplish a design in a reasonable time.
11. Application Areas
Image Processing Instrumentation/Control Speech/Audio Military
Pattern recognition spectrum analysis speech recognition secure communications
Robotic vision noise reduction speech synthesis radar processing
Image enhancement data compression text to speech sonar processing
Facsimile position and rate control digital audio missile guidance
animation equalization
Telecommunications Biomedical Consumer applications
Echo cancellation patient monitoring cellular mobile phones
Adaptive equalization scanners UMTS (universal Mobile Telec. Sys.)
ADPCM trans‐coders EEG brain mappers digital television
Spread spectrum ECG Analysis digital cameras
Video conferencing X‐Ray storage/enhancement internet phone
etc.
12. DSP Devices & Architectures
• Selecting a DSP – several choices:
– Fixed‐point;
– Floating point;
– Application‐specific devices
(e.g. FFT processors, speech recognizers,etc.).
• Main DSP Manufacturers:
– Texas Instruments (http://www.ti.com)
– Motorola (http://www.motorola.com)
– Analog Devices (http://www.analog.com)
14. 2.2 – Sampling Theorem & Aliasing
1st Image Frequency
Time Domain Frequency Domain
15. 2.2 – Sampling Theorem & Aliasing - continued
• In practice, aliasing is always present because of noise & the existence of signal outside the
band of interest.
• The problem then is deciding the level of aliasing that is acceptable and then designing a
suitable anti-aliasing filter & choosing an appropriate sampling frequency to achieve this.
16. 2.3 – Anti-aliasing Filtering
To reduce the effect of aliasing:
a)Sharp Cut-off anti-aliasing filters are normally used to band-limit the signal.
b)Increasing the sampling frequency to widen the separation between the signal & the image
spectra.
c)Practical LPF provides sufficient attenuation at f > fN ; f > fstop to a level not detectable be ADC,
Amin = 20 log( 1.5 × 2n )
= 6.02n + 1.76 dB
where n is the no of bits used by ADC
18. 2.3.1 – Butterworth(LPF) - continued
Higher N
narrower transition width (steeper roll-off).
more phase distortion.
allows the use of low sampling rate.
slower, cheaper ADC
Higher fs
fast, expensive ADC. (real-time signal
processing trend).
usage of a simple anti-aliasing filter which
minimizes phase distortion.
Improved SNR.
See illustrative examples in book, P. 45 54 on how to choose the sampling frequency
& aliasing control.