Lab Report on the Development of a Transmission Finger Infrared PPG (Photo PlethysmoGraphy) ProbeAbstractThis report investigates the photoplethysmography technique and details the circuitry used to obtain the photoplethysmographic signals (PPG). PPG techniques are used to monitor the heart rate and the level of oxygen in the blood stream of a human body (oxygen saturation). Light emitting diodes (LED) emit light at different wavelengths, through a fingertip, ear lobe or toe, where the transmitted light is detected by an optical sensor. It is based on the principle where oxygenated haemoglobin has a higher absorption coefficient for infrared light than the deoxygenated haemoglobin while the deoxygenated haemoglobin has a higher absorption coefficient for red light than the oxygenated haemoglobin. The report highlights the significance of different components in a circuit that enable us to obtain a PPG signal, which include infrared emitter driver circuit to provide a constant current, an inverting amplifier and low-pass and band-pass filters to segregate the AC and DC components of the PPG signals. It also provides in detail the methods used to construct the complete circuit and how the PPG signals obtained are displayed on the two channel digital oscilloscope. The PPG signals are observed, frequency response of band pass filter is plotted and the results are discussed. Furthermore, the significance of photoplethysmography and its applications are also outlined in this report.Table of ContentsAbstractIntroductionMethodsResultsDiscussionReferencesIntroductionThe principle of photoplethysmography is based on the differences in the absorbance of light caused by any changes in the arterial configurations which determine the various stages within the cardiac cycle. The heart undergoes rhythmic contractions and relaxations known as systole and diastole, during the cardiac cycle, which in turn causes changes in the blood pressure in the blood vessels. During relaxing and re- filling of heart, no blood is pumped out. The arteries are specialized to serve as pressure reservoirs in order to ensure a continuous flow of blood [1]. The elastic fibres present in the walls of arteries enable them to stretch and expand, so that it is easy to accommodate the extra blood volume during the systole. This behaviour of arteries could be matched that of balloons, where the diameter increases or decreases with the volume of blood [2].Figure 1: Arteries acting as pressure reservoirs by varying cross-sectional area [1]The arterial diameter increases during systole, as there is more blood in arteries during this phase. More light is absorbed by the blood as the optical path of the light increases, causing a decrease in the amount of transmitted light, thus the PPG waveform reaches its minimum peak [3]. During diastole, the opposite happens causing the PPG waveform to reach its maximum peak. Due to this pulsatile arterial blood flow in the vessels, the PPG waveform consists of a distinguishable AC component, whereas the DC component of the waveform represents the absorption on light due to the non-pulsatile arterial blood and the tissues such as muscles, veins and bone [4].Figure 2: Light absorption through tissue as a function of pulsatile blood flow [5]The changes triggered during the cardiac cycle, in the arterial blood volume are therefore described as pulsations in the arterial blood flow. Various signal processing algorithm can therefore be applied to calculate the Pulse rate which corresponds to the Heart Rate and Pulse rate Variability.SensorsThe sensor probe of the Pulse oximeter consists of a photo detector and a light emitting diode. The photo detector detects the light transmitted from the LED, in form of current which is proportional to the amount of transmitted light and is converted into voltage by the trans-impedance amplifier incorporated within the pulse oximeter. Further conditioning of the detected signal is made possible by the filters and amplifiers used to extract the PPG waveform.Methods for Light DetectionThe sensors used can be classified into two types primarily based on the relative position of the LED with respect to the detector, known as transmittance mode and reflectance mode sensors [6].Transmittance modeIn this mode, the detection of signal is dependent on the light that is transmitted through the tissue. A soft tissue and minimal presence of bone tissue is thus required to achieve the maximum transmittance of light, as the bone tissue reflects the light. Transmittance mode sensors are therefore limited to several peripheral locations of the body such as fingers, toes, nasal septum and earlobe, so that the tissue length is small, as the LED and the detector are designed to be placed on opposite sides of the tissue [7]Reflectance modeIn this mode, the detection of signal is dependent on the light that is reflected from the tissue, therefore it can be used in various parts of body such as forehead, where there is a presence of bone tissue to facilitate the reflection of light. The sensors are thus designed so that the placement of LEDs and the photo detectors are adjacent to each other [8].Figure 3: Transmittance (a) and reflectance (b) PPG probes [6]Transmittance versus ReflectanceFinger sensors are the most popular probes used commercially in hospitals and clinical researches for patient monitoring. Transmittance probes are advantageous as the light is transported through the soft tissue, but they are limited to peripheral locations, where they are susceptible to inaccuracies caused by the environmental aspects, such as vasoconstriction [9,10].A higher amplitude can be obtained from regions such as forehead and chest, where reflectance sensors are used, as the PPG signal is facilitated by the bones present in the part being monitored [11]. The advantage of reflectance probes is that they can be used either invasively or non-invasively in many parts of the body that are not accessible by the transmittance probes [12]. Reflectance probes are highly applicable for heart rate monitoring during compromised peripheral blood flow [13].The accuracy of PPG signals is adversely affected by any motion artefacts present during measurement. Transmittance sensors are more prone to provide fluctuating readings due to motion artefacts, such as the finger or toe probes are very easily susceptible to artefacts due to any minute movement of limbs during recordings. In a study conducted by Johnston et al It was demonstrated that the reflectance sensors provide a greater stability from forehead sensors during motion, than any other sensor, therefore reflectance sensors offer a reduction in any inaccuracies that might occur due to motion artefacts [14]. However, the reduction of motion artefacts still remain as a challenge for designing the long-term health monitors which require a high specificity [15]. Several approaches have been made in order to attenuate the inaccuracies occurring due to motion artefacts. Some of them include the software adaptive filtering and removal or correlation of motion artefacts in simple analogue filtering [6].?Power consumption is also considered to be an important criterion for the selection of LED?s. The intensity of light transmitted or reflected must be high enough to be detected by the detector in order to obtain an appropriated PPG waveform. The drive current of LED and the intensity of light are directly proportional to each other. Most of the energy of LED is dissipated as heat as they are 2-10% efficient [6]. While designing battery operated or portable pulse oximeters, the power consumption must be considered, as most of the power is consumed by the LED, for example 70% of power is consumed by the LED?s and RF transmitter in the microcontroller pulse oximeters [11]. In a study conducted by Savage et al, it was demonstrated that the reflectance sensor with a large area for photo detection show almost 18 times higher battery efficiency than the transmittance sensors, this is due to the fact that the current requirements for the reflectance sensors are much lesser, about 1.9-3mA, than the transmittance sensors for which it is about 19.6-46mA [16].MethodsA detailed block diagram of the infrared PPG circuit was used to construct the circuit from the point of application to the point of the results being displayed.Fig. 4: Block Diagram of the Infrared PPG System (Source: Lab Handout MELM003)In this section the methods to put the circuit together are discussed and it also includes the description of the role of each part of the circuit. Moreover, the calculations for the constant current driver and the filters that were used in the circuitry are shown along with an explanation of the purpose of filters in the circuit.To conveniently build and test the circuit, a mini sized WISH Breadboard was used as that ensured a tidy and small working area and provided room for alterations if any required to make sure the circuit worked. A TENMA Handheld Digital Multimeter was used to take the Voltage and Resistance readings at various points of process of building and testing of the circuit. Furthermore, a FARNELL Triple Output Power Supply TOPS 3D was used to supply the required power to the circuit that was being built. During the later stage, a Tektronix 2-channel Digital Oscilloscope was also used to display the AC and DC PPG signals from the output of the filters as shown in the figure 4.IRED Driver CircuitTo begin with, the Infrared Emitting Diode (IRED) was connected to the breadboard and to provide a constant current source an IRED driver circuit was built. This driver circuit consisted of a low power operational amplifier, TLO84 (Texas Instruments, Dallas, Texas, USA) and a series NPN transistor, BC184L. It also included two fixed resistors, R1 and R3, and one variable resistor, R2. The values for resistors R1, R2 and R3 were then calculated using the Voltage divider rule: Vout=Vin ×R2R1+R2The Vin is 9V and the Vout, V1 ? 7V, substituting the values in the equation, the following equation was obtained_7V=R2R1+R2×9VAfter choosing a value of resistor, R1 i.e. 1.2k? and solving the above equation the value for the valuable resistor, R2 was obtained i.e. 4.2k?.Using the Ohms Law i.e. V=I×R, the value for R3 was calculated by dividing the Voltage across R3 i.e. 7V by the current coming out from the emitter pin of the transistor, iethat was to be maintained at 0.04A (40mA). The resistance of the R3 calculated was therefore 175?, however, a 180? resistor was used instead due to the unavailability of 175 ohms resistor.Photodetector and I-V AmplifierAfter building, and verifying that the current was maintained at 40mA, a photodetector I-V amplifier was added to convert the output current signal from the photodetector to a Voltage in order for it to be passed on to the PPG processing unit. Before the circuit was supplied with the power, the correct position and connection of the photodetector pins was checked as recommended.Figure 5: IRED current driver circuit (a), Photodetector I-V Amplifier (b)RFR1=10, if RF = 120k? then R1 = 12k?And, R1 = R2 so R2 = 12k?Figure 6: Circuitry from the photodetector I-V amplifier output to the display The output signal from the photodetector I-V amplifier consists of two different sized amplitudes combined; a large amplitude DC PPG component and a small amplitude AC PPG component. Hence why, the combination of filters as shown in figure 6 above was used in order to separate the signals into 2 independent channels, AC and DC respectively. For the AC PPG component, a band pass filter was used to only allow a certain band of frequencies. This band pass filter has a high pass passive filter to prevent the DC PPG component to pass followed by a Butterworth 2-pole low pass active filter to attenuate higher frequencies. This band pass filter then gives out a really low amplitude AC signal, so this issue was dealt with using an inverting amplifier with a closed loop gain of 10 as can be seen in the figure 6 so the end signal that is seen on the oscilloscope is amplified. The choice of the resistors for this amplifier can be seen from the calculations in figure 6 above. For the DC PPG component only one unity gain 2-pole, active low pass Butterworth filter was used to filter through the low frequencies. Both separate, individual AC and DC signals were then displayed on the dual channel digital oscilloscope.Filters CalculationsThe band pass filter has two stop bands and two cut off frequencies. It rejects the frequency less than 0.48Hz and the frequency higher than 19.40Hz, while it passes the band of frequencies between 0.48Hz and 19.40Hz. Thus, 0 < ? < 0.48Hz and ? > 19.40Hz are the stop bands while 0.48Hz < ? < 19.40Hz is the pass band.Results The PPG circuit was connected to the dual channel digital oscilloscope after all the filters and components were in place and the observations did suggest that the DC signals appeared as expected i.e. a constant flat line signal. However, for the AC signal, the frequencies were changed on the oscilloscope to get a frequency-amplitude relationship. For each frequency value, the corresponding Voltage amplitude was recorded and were put in a table as shown below:Table 1: Frequency-Amplitude relationship for AC PPG componentFrequency (Hz)Amplitude (V)0.42.90.53.40.63.60.73.80.83.90.93.81.04.01.14.01.24.01.34.01.44.01.54.02.04.22.54.2104.0202.85These results in the table were then plotted on a graph with an aim to work out the actual cut off frequencies and compare it with the theoretical ones calculated in the Methods section earlier. The theoretical cut off frequencies for the band pass filter were 0.482Hz (lower cut off frequency) and 19.40Hz (higher cut off frequency). The graph is shown below:Half power pointLower cut off frequencyHigher cut off frequencyFigure 7: Band Pass filter Frequency response To work out the cut off frequency, the peak voltage was taken from the graph and then a half power point was worked out i.e. 1?2 of the peak voltage. At this point, the output power reduces to half of its peak value. Using the peak value i.e. 4.2V, the half power point came out to be = 4.2?2 = 2.97V. At the practical frequency response, it showed that the cut off frequencies came out to be very similar to the theoretical value i.e. ~0.482Hz (lower cut off frequency) and ~19.40Hz (higher cut off frequency).DiscussionHow the circuit worksAny difficultiesRelevance of the findingsImportant aspects/difficulties associated with the building PPG equipmentChoice of filtersWays of improvement in the circuitFURTHER APPLICATIONSPPG technique is used in hospitals for measuring oxygen saturation, heart rate, detecting the other haemoglobin species such as carboxyhaemoglobin and methaemoglobin using multi-wavelength analysis [17, 18] Monitoring patients intravascular volume statusIn mechanically ventilated patients, the dynamic indicators of fluid responsiveness (including?the respiratory variations in the amplitude of photoplethysmogram) rely on cardio- pulmonary interactions [19]. During lung inflation, a decrease in right ventricular venous return is induced by the increase in intra-thoracic pressure, leading to a decrease in right ventricular stroke volume that spreads to the left ventricle. These all factors are responsible for respiratory variations in the left ventricular stroke volume, which is detected as systemic arterial pulse pressure [20]. The respiratory variation in the photoplethysmograms amplitude (?POP) shows sensitivity to venous return and could be used for the accurate prediction of fluid responsiveness.Regional anaesthesiaPeripheral vasodilation occurs due to the local anaesthetic-induced sympathectomy during regional anaesthesia and could be quantified using the plethysmogram. Perfusion Index (PI) has been evaluated as a good indicator of several injections given during general anaesthesia as the injections usually induce a significant decrease in PI [21].Other morphological analysisInformation regarding venous pulsation could be derived using morphological analysis of the plethysmogram . False oxygen saturation readings are achieved due to the interference from the venous blood in the forehead, when using a forehead pulse oximeter [22]. An elastic tension headband is therefore used to compress the veins in order to eliminate venous blood.Multiwavelength analysisCarboxyhemoglobin and methemoglobin measurements?Light transmission at two wavelengths is used to determine the arterial oxygen saturation as the ratio of oxyhaemoglobin to the total haemoglobin [23]. Haemoglobins such as methaemoglobin, carboxyhaeoglobin and dyshaemoglobins also absorb light in the blood. Eight or more wavelengths of light could be used to ensure the concentrations of these haemoglobins in the blood noninvasively using multiple wavelength pulse oximeters [24].References[1] Sherwood, Lauralee. Human Physiology: From Cells to Systems. 4th ed. Pacific Grove: Brooks/Cole, 2001.[2] Tam, Hak W and Webster, John G. Minimizing Electrode Motion Artifact by Skin Abrasion. IEEE Transactions on Biomedical Engineering 24 (1977): 134-139.[3] Fine I and Weinreb A 1993 Multiple scattering effects in transmission oximetry Med. Biol. Eng. Comput. 31 51622[4] Webster, John G. Medical Instrumentation: Application and Design. Wiley and Sons, Inc, 1998[5] Deni, Hassan, Diane M. Muratore, and Robert A. Malkin. Development of a Pulse Oximeter Analyzer for the Developing World. Bioengineering Conference, 2005. Proceedings of the IEEE 31st Annual Northeast (2005): 227-228.[6] Webster, John G. Design of Pulse Oximeters. CRC Press, 1997.[7] Burch, G. E., Cohn, A. E., and Neumann, C. (1942). A study by quantitative methods of the spontaneous variations in volume of the finger tip, toe tip, and postero-superior portions of the pinna of resting normal white adults. Am.J. Physiol., 136,433.[8] Leach, R M., and D F. Treacher. ABC of Oxygen Transport1. Basic Principles. BMJ 317 (1998): 1302-1306. 10 Aug. 2007[9] Guyton A C 1982 Textbook of Medical Physiology 7th edn (Philadelphia, PA: Saunders) pp 345, 692[10] Intaglietta M 1990 Vasomotion and flowmotion: physiological mechanisms and clinical evidence Vasc. Med. Rev. 1 10112[11] Pujary, Chirag J. Investigation of Photodetector Optimization in Reducing Power Consumption by a Noninvasive Pulse Oximeter Sensor. Diss. Worcester Polytechnic Institute, 2004.[12] Ewing D J, Neilson J M and Travis P 1984 New method for assessing cardiac parasympathetic activity using 24 hours electrocardiograms Br. Heart J. 52 396402 [13] Kyriacou, P A., S Powell, R M. Langford, and D P. Jones. Esophageal Pulse Oximetry Utilizing Reflectance Photoplethysmography. IEEE Transactions on Biomedical Engineering 49 (2002): 1360-1368. IEEE Xplore. Worcester Polytechnic Institute. 9 Aug. 2007[14] Johnston, W S., P C. Branche, C J. Pujary, and Y Mendelson. Effects of Motion Artifacts on Helmet-Mounted Pulse Oximeter Sensors. Bioengineering Conference, 2004. Proceedings of the IEEE 30th Annual Northeast (2004): 214-215.[15] Such, O, and J Muehlsteff. The Challenge of Motion Artifact Suppression in Wearable Monitoring Solutions. 3rd IEEE/EMBS International Summer School on Medical Devices and Biosensors (2006): 49-52.[16] Savage, M, C Pujary, and Y Mendelson. Optimizing Power Consumption in the Design of a Wearable Wireless Telesensor: Comparison of Pulse Oximeter Modes. Bioengineering Conference, 2003 IEEE 29th Annual, Proceedings Of (2003): 150- 151.[17] Wesseling K H, Settels J J, van der Hoeven G M A, Nijboer J A, Butijn M W and Dorlas J C 1985 Effects of peripheral vasoconstriction on the measurement of blood pressure in a finger Cardiovasc. Res. 19 13945[18] Wilson B C and Adam G 1983 A Monte Carlo model for the absorption and flux distribution of light in tissue Med. Phys. 10 82430[19] Michard F: Changes in arterial pressure during mechanical ventilation. Anesthesiology 2005.[20] Shamir M, Eidelman LA, Floman Y, Kaplan L, Pizov R: Pulse oximetry plethysmographic waveform during changes in blood volume. Br J Anaesth 1999.[21] Mowafi HA, Ismail SA, Shafi MA, Al-Ghandi AA: The efficacy of perfusion index as an indicator for intravascular injection of epinephrine-containing epidural test dose in propofolanesthetized adults.[22] Bartstra, M., and Zeelenberg, H. J., (1969). The use of different drugs in circulatory care during anaesthesia; in LAnesthesieVigile el Subvigile; Traveaux du symposium international?dOstende. 1, III, 107.[23] Zeelenberg, H. J. (1970). Maintenance of an adequate circulation during anesthesia. Arch. Chir. Neerl., XXII-IV, 247.[24] Barker SJ, Curry J, Redford D, Morgan S: Measurements of carboxyhemoglobin and methemoglobin by pulse oximetry:a human volunteer study. Anesthesiology 2007,105:892-7.





Transmission Finger Infrared PPG (Photo PlethysmoGraphy) Probe
Mar 17, 2020 | Mechanics
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- Business & Finance – Financial marketsBusiness & Finance – Financial markets
- Business & Finance – Marketing
- Business & Finance – MarketingBusiness & Finance – Marketing
- Business & Finance – Supply Chain Management
- Business & Finance , BUS430
- Business & Finance , BUSN370
- Business & Finance , COMM240
- Business & Finance , COMS2302
- Business & Finance , ENT527
- Business & Finance , FIRE3301
- Business & Finance , G141COM1002
- Business & Finance , GB520
- Business & Finance , GB540
- Business & Finance , IBSU487
- Business & Finance , JWI515 Managerial Economics
- Business & Finance , MGT16
- Business & Finance , MGT496
- Business & Finance , MGT498
- Business & Finance , MGT521
- Business & Finance , MT460
- Business & Finance , PM586
- Business & Finance , RMI3348
- Business & Finance , SOC450
- Business & Finance , south university online
- Business & Finance , Strayer University
- Business & Finance , University of Phoenix
- Business & Finance , Wilmington University
- Business & Finance, Trident University
- Business & FinanceBusiness & Finance
- Business and Finance
- Business Finance – Accounting
- Business Finance – AccountingBusiness Finance – Accounting
- Business Finance – Economics
- Business Finance – EconomicsBusiness Finance – Economics
- Business Finance – Management
- Business Finance – ManagementBusiness Finance – Management
- Business Finance – Operations Management
- Business Finance – Operations ManagementBusiness Finance – Operations Management
- BUSINESS FINANCE, CBBU1001
- BUSINESS FINANCE, COLORADO STATE UNIVERSITY GLOBAL
- BUSINESS FINANCE, COLORADO TECHNICAL UNIVERSITY
- BUSINESS FINANCE, COLUMBIA SOUTHERN UNIVERSITY
- BUSINESS FINANCE, COM 510
- BUSINESS FINANCE, CRJ101
- BUSINESS FINANCE, DOC660
- BUSINESS FINANCE, EASTERN KENTUCKY UNIVERSITY
- BUSINESS FINANCE, ECN 501
- BUSINESS FINANCE, ECO2251
- BUSINESS FINANCE, ECO531
- BUSINESS FINANCE, FIN 500
- BUSINESS FINANCE, FIN31FMS12019
- BUSINESS FINANCE, GRANTHAM UNIVERSITY
- BUSINESS FINANCE, HLS3302
- BUSINESS FINANCE, HRC164
- BUSINESS FINANCE, HRM 500
- BUSINESS FINANCE, INDS 400
- BUSINESS FINANCE, INT113
- BUSINESS FINANCE, INTL3306
- BUSINESS FINANCE, ISDS 351
- BUSINESS FINANCE, LAWS OF EVIDENCE
- BUSINESS FINANCE, LIBERTY UNIVERSITY
- BUSINESS FINANCE, MAN3504
- BUSINESS FINANCE, MBA 5121
- BUSINESS FINANCE, MG260
- BUSINESS FINANCE, MGMT386
- BUSINESS FINANCE, MGT 521
- BUSINESS FINANCE, MGT211
- BUSINESS FINANCE, MICHIGAN STATE UNIVERSITY
- BUSINESS FINANCE, MIDDLE TENNESSEE STATE UNIVERSITY
- BUSINESS FINANCE, MKT331
- BUSINESS FINANCE, MKT419
- BUSINESS FINANCE, NORTHEAST MONTESSORI INSTITUTE
- BUSINESS FINANCE, OAKLAND UNIVERSITY
- BUSINESS FINANCE, PARK UNIVERSITY
- BUSINESS FINANCE, RASMUSSEN COLLEGE
- BUSINESS FINANCE, SOUTHERN NEW HAMPSHIRE UNIVERSITY
- BUSINESS FINANCE, TRIDENT INTERNATIONAL UNIVERSITY
- Business Strategy
- C11E
- Calculus
- California Baptist University
- California Coast University
- CALIFORNIA STATE UNIVERSITY NORTHRIDGE, OTHER
- can be studied
- can never 21 really be liberating literacies. For a literacy to be liberating it must contain both the Discourse it is going to critique and a set of meta-elements (language
- Capella University
- Capella University, Humanities
- Capital L. George Adams
- CATEGORY
- CE304
- CE445
- CEE792
- CEGR338
- Chamberlain College of Nursing
- Chapter 3
- Charles R Drew University of Medicine and Science
- charles sturt university
- Chaudhary Charan Singh University, Humanities
- CHEM101
- CHEM111
- CHEM1411, Science
- CHEM202, Science
- CHEM210, Science
- CHEM410
- Chemistry
- Chemistry – Chemical Engineering
- Chemistry – Organic chemistry
- Chemistry – Pharmacology
- Chemistry – Physical chemistry
- ChemistryChemistry
- Childcare
- CHMY373, SCIENCE
- Choose three problematic issues that are currently facing older people living in the community?
- CINE286U
- CIS210
- cis273
- CIS359
- CIS510, Other
- CIS524
- CIVL6603, Science
- CJ430, SCIENCE
- CJA444
- CJUS300, Other
- Classics
- CMIT495
- CMSC140
- Colorado Christian University
- COLORADO STATE UNIVERSITY GLOBAL, SCIENCE
- COLORADO STATE UNIVERSITY, SCIENCE
- Colorado State UniversityGlobal
- Colorado Technical University
- COLORADO TECHNICAL UNIVERSITY, OTHER
- Colorado Technical University, Programming
- Columbia Southern University
- COLUMBIA SOUTHERN UNIVERSITY, OTHER
- Columbia Southern University, Science
- COLUMBIA SOUTHERN UNIVERSITY, WRITING
- Commerce
- Communication
- Communications
- COMMUNITY-BASED CORRECTIONS
- COMP1007
- Computer Science
- Computer Science – Java
- Computer Science- Python
- Computer ScienceComputer Science
- Construction
- correctness
- Cosc1437
- counseling chemical dependency adolescents
- Criminology
- CRJ305
- cross-site scripting
- CS101
- CSIT 100, PROGRAMMING
- CSPM326
- CST 610, PROGRAMMING
- Cultural Studies
- culturally appropriate intervention to address childhood obesity in a low-income African American community.
- CUR535
- CUYAMACA COLLEGE, HUMANITIES
- CUYMACA COLLAGE, HUMANITIES
- Data Analysis
- DAVIDSON COLLEGE, OTHER
- defensive programming allows for more efficient processes while also protecting systems from attack.
- DES201
- Describe the difference between glycogenesis and glycogenin ? Explain in 10 to 12 lines.
- Design
- Digital Marketing Plan for Nissan Motor Co. The plan will identify the current marketing opportunity and/or problem(s) and propose digital marketing solutions. Please use header in the attachment."
- Discuss one way in which the Soviet Union fulfilled communist thought, and another way in which it did not with reference to O'Neil's Chapter 9.
- Discuss the pros and cons of free-market based economies and how they impact the modern, globalized economy? What comes to your mind when you hear the term "globalization?"
- Dissertation
- DMM612, Science
- DMM649, SCIENCE
- Draft and essay of 1,000 words minimum, stating the Most Important and Relevant aspects to be considered when carrying on INTERNATIONAL NEGOTIATIONS or MULTI-CULTURAL NEGOTIATIONS.
- Drama
- each time a user extracts the ZIP file
- Earth Science – Geography
- Earth Science – GeographyEarth Science – Geography
- Earth Science – Geology
- EAS1601
- ECD 541, HUMANITIES
- ECE 452
- Ecommerce
- ECON335
- Economics
- ECPI University
- EDUC696
- Education
- EducationEducation
- EEL3472C
- EEL3705
- EET110
- EFFAT UNIVERSITY JEDDAH, HUMANITIES
- elasticity
- ELI2055A
- EMDG 230, SCIENCE
- Emglish
- Emory University
- Employment
- EN106
- EN106, HUMANITIES
- EN109
- EN206, HUMANITIES
- ENC1102, Writing
- eng 100
- ENG100
- ENG101
- ENG101, Humanities
- ENG102
- ENG102, Humanities
- eng106
- ENG1102, WRITING
- ENG124
- ENG124, Humanities
- ENG124, Writing
- ENG1340, HUMANITIES
- ENG200, Humanities
- ENG207
- eng2206
- ENG2211
- ENG305
- ENG812
- Engineering
- Engineering – Chemical Engineering
- Engineering – Civil Engineering
- Engineering – Civil EngineeringEngineering – Civil Engineering
- Engineering – Electrical Engineering
- Engineering – Electrical EngineeringEngineering – Electrical Engineering
- Engineering – Electronic Engineering
- Engineering – Mechanical Engineering
- Engineering – Mechanical EngineeringEngineering – Mechanical Engineering
- Engineering – Telecommunications Engineering
- EngineeringEngineering
- ENGL 120
- ENGL 124, OTHER
- ENGL 124, WRITING
- ENGL 2030, HUMANITIES
- ENGL1102
- ENGL120, HUMANITIES
- ENGL120SP2019, WRITING
- ENGL126
- ENGL1302
- ENGL130E, HUMANITIES
- ENGL147N, HUMANITIES
- ENGL2, Humanities
- English
- English – Article writing
- English – Article writingEnglish – Article writing
- English Language
- English Literature
- EnglishEnglish
- ENGR350
- ENST202CORE274
- ensuring you allocate dedicated time for coursework
- Environment
- Environmental Science
- Environmental Sciences
- Environmental Studies
- especially for a small company
- Essay Writing
- etc¦). Please note at least five organizational activities and be specific when responding.
- ETH321
- ETHC445N
- Ethnic Studies 101
- European Studies
- EXNS6223
- Family
- Fashion
- February 20). What is defensive programming? EasyTechJunkie. Retrieved December 30
- film industry
- FILM INDUSTRY, HUMANITIES
- Film Studies
- FIN 500
- FIN330, MATHEMATICS
- FIN370
- Final Essay
- Find the uniform most powerful level of alpha test and determine sample size with the central limit theorem
- Florida International University
- Florida National University
- Florida State College at Jacksonville
- FoothillDe Anza Community College District
- Foreign Languages
- Foreign Languages – Spanish
- formulations
- from https://www.pcmag.com/news/fat32-vs-ntfs-choose-your-own-format
- G124/enc1101
- Gallaudet University
- General Studies
- General_Business
- GEO1206
- GEOG100, Science
- Geography
- GEOL3200, HUMANITIES
- Geometry
- George Mason University
- GERM1027
- GERO 101, SCIENCE
- GERON101
- GLG101, Science
- GO16
- Government
- GovernmentGovernment
- GOVT2305
- GOVT2305, Humanities
- GOVT2306
- Grand Canyon University, Science
- Grand Canyon University, Writing
- Grantham University
- GRANTHAM UNIVERSITY, PROGRAMMING
- GRANTHAM UNIVERSITY, WRITING
- GROSSMONT COLLEGE, HUMANITIES
- Grossmont-Cuyamaca Community College District
- GROSSMONT-CUYAMACA COMMUNITY COLLEGE DISTRICT, HUMANITIES
- GU299, WRITING
- Hawaii Pacific University
- HC310
- HCA415
- HCA521
- HCM550, SCIENCE
- Hcs370
- HCS446
- he focused on aspects of the U.S. that combined democratic and increasingly capitalist characteristics. THINK ABOUT the points De Tocqueville made.
- Health & Medical
- Healthcare
- HIM 2588, MATHEMATICS
- HIM 500, SCIENCE
- HIM301
- HIS 108
- HIS101
- HIS105
- HIS200
- HIST104A, Humanities
- HIST111
- HIST1301, HUMANITIES
- HIST1302
- HIST1320
- HIST1700
- HIST2620
- HIST350, Humanities
- HIST405N, HUMANITIES
- HIST459, Humanities
- History
- History – American history
- History – American historyHistory – American history
- History – Ancient history
- History – Ancient historyHistory – Ancient history
- History – World history
- History – World historyHistory – World history
- HISTORY4250, Humanities
- HistoryHistory
- HLSS508, OTHER
- HMP403
- Hospitality
- HOST1066, WRITING
- Housing
- How do the changes in ship technology effect port operations? Discuss at least 3 factors contributing to port operations and development. Address cargo and passenger liners.250 words
- How have Mary Calderone, SIECUS and other sex educators changed how sex education is perceived? (100 words minimum)
- HOWARD UNIVERSITY, SCIENCE
- HR Management
- HRM300
- HRT6050, Writing
- HSA305
- HSA535
- HSC3201
- HSN476
- HUM1002
- HUM115
- HUM115, Writing
- Human Resource
- Human Resource Management
- Human Resource ManagementHuman Resource Management
- Human Resources
- HUMAN RESOURCES DEVELOPMENT AND MANAGEMENT, SCIENCE
- Human Rights
- HUMANITIES
- Humanities, Alcorn State University
- HUMANITIES, HY 1110
- Humanities, LMC3225D
- HUMANITIES, LONG BEACH CITY COLLEGE
- HUMANITIES, MUSIC1306
- HUMANITIES, OAKLAND COMMUNITY COLLEGE
- HUMANITIES, PH 100
- HUMANITIES, POINT LOMA NAZARENE UNIVERSITY
- HUMANITIES, PRINCE GEORGE'S COMMUNITY COLLEGE
- Humanities, PSY105
- HUMANITIES, PSY330 THEORIES OF PERSONALITY
- Humanities, PSYC 1101
- HUMANITIES, PSYCH305
- HUMANITIES, PSYCH635 PSYCHOLOGY OF LEARNING
- HUMANITIES, RSCH8110
- HUMANITIES, SAN DIEGO STATE UNIVERSITY
- HUMANITIES, SAN JACINTO COLLEGE
- Humanities, SOC1010
- HUMANITIES, SOC401
- HUMANITIES, SOCIOLOGY OF RELIGION
- HUMANITIES, SOUTHERN NEW HAMPSHIRE UNIVERSITY
- HUMANITIES, STRAYER UNIVERSITY
- HUMANITIES, SWK110
- HUMANITIES, UNIVERSITY OF CALIFORNIA
- HUMANITIES, UNIVERSITY OF CALIFORNIA IRVINE
- HUMANITIES, UNIVERSITY OF HOUSTON-DOWNTOWN
- Humanities, University of Maryland University College
- i need the attached work to look like this. please redo and make it look like this.
- I need these questions answered fully. I have the assignment and the notes attached for it. Do not use chegg or course hero. This is due Wednesday 4/14 at 10:00 pm which is almost 4 full days. Thanks!
- I need to re organize a research paper I attached all my information and I attached you an example how is going to be. Please follow the instruction and the references has to be APA 7edition
- Identify a cardiac or respiratory issue and outline the key steps necessary to include for prevention and health promotion
- identify the leadership theory that best aligns with your personal leadership style
- if you suggest trying to do this
- IGLOBAL UNIVERSITY
- IHS2215
- Iii Mlch
- III nuistery of such superficialities was meant to
- Implement classifiers KMeans, Random Forest and Decision Tree, SVM,XGBoost and Naive Bayes for the given dataset of audio samples to findout top genre for an audio sample(which one fits best)
- In a cardiac issue what are the key steps necessary to include for prevention and health promotion.
- in any other way
- include a paragraph about which side of the case a forensic psychologists might support and why.
- indeed
- India
- INDIANA UNIVERSITY BLOOMINGTON, SCIENCE
- INF690
- INF690, Other
- Information Systems
- Information SystemsInformation Systems
- Information Technology
- INSTITUTE OF PUBLIC ADMINISTRATION SAUDI ARABIA, PROGRAMMING
- INT700, OTHER
- International Business
- International Relations
- International Studies
- Internet
- Introduction to Biology
- Is jury nullification sometimes justifiable? When?
- ISSC351
- It Research
- IT380
- IT550, Business & Finance , Southern New Hampshire University
- ITC3001
- ITP120
- ITS 631, PROGRAMMING
- ITS835, Other
- JEDDAH COLLEGE OF ADVERTISING, WRITING
- Journalism
- KNOWLEDGE IS POWER, OTHER
- Languages
- Law
- Law – Civil
- Law – CivilLaw – Civil
- Law – Criminal
- Law – CriminalLaw – Criminal
- LawLaw
- Leadership
- lecture slides
- Leisure Management
- Liberty University
- LIBERTY UNIVERSITY, WRITING
- lIlgll.Igt· (1II1In·d
- Linguistics
- literacy is always plural: literacies (there are many of them
- Literature
- Literature Review
- Literature review funnel on "cyber security"
- LiteratureLiterature
- MA105
- MAJAN COLLEGE, WRITING
- Management
- Manpower
- Marketing
- Math
- MATH 1030
- MATH144, MATHEMATICS
- Mathematics
- Mathematics – Algebra
- Mathematics – Calculus
- Mathematics – Geometry
- Mathematics – Numerical analysis
- Mathematics – Precalculus
- Mathematics – Probability
- Mathematics – Statistics
- Mathematics – StatisticsMathematics – Statistics
- Mathematics – Trigonometry
- MATHEMATICS, MGT3332
- Mathematics, National American University
- Mathematics, PSY325
- MATHEMATICS, PUBH8545
- Mathematics, QNT275
- MATHEMATICS, STAT 201
- MBA503
- McMaster University
- ME350B, SCIENCE
- MECH4430, SCIENCE
- Mechanics
- Media
- Medical
- Medical Essays
- MGMT2702
- MGMT410
- MGT173, SCIENCE
- MHR6451
- MIAMI UNIVERSITY, WRITING
- Military
- Military Science
- MKT501
- MKT690, OTHER
- MN576
- MN581
- MN610, SCIENCE
- MNGT3711
- Music
- MVC109
- N4685
- NATIONAL INSTITUTES OF HEALTH, SCIENCE
- NATIONAL UNIVERSITY, SCIENCE
- Needs to be at least 300 wordswithin the past five years.No plagiarism! What key aspects do you believe should guide ethical behavior related to health information, technology, and social media?
- no workable ""affirmative action"" for Discourses: you can't 19 Ill' let into the game after missing the apprenticeship and be expected to have a fnir shot at playing it. Social groups will not
- Northcentral University
- not writing)
- nothing can stand in her way once she has her mind set. I will say that she can sometimes be hard headed
- Nova Southeastern University
- NR447, SCIENCE
- NRS429VN
- NRS44V, OTHER
- NRS451VN
- NRSE4540
- NSG426
- NSG486
- NSG6102
- NSG6102, SCIENCE
- Numerical Analysis
- NUR231NUR2349, SCIENCE
- NUR647E
- NURS350
- NURS508
- NURS6640
- Nursing
- NURSING LEADERSHIP AND MANAGEMENT, SCIENCE
- NursingNursing
- Nutrition
- offering learners the flexibility to acquire new skills and knowledge from the comfort of their homes. However
- OHIO UNIVERSITY, SCIENCE
- Online Discussion Forums Grade and Reflection Assignment : Current Topic Artificial Intelligence HR Planning Career and Management Development Labour RelationsForum
- operation security
- Operations Management
- or do those companies have an ethical obligation to protect people? In this assignment
- ORG5800, OTHER
- Organisations
- OTHER
- Other, PAD631
- OTHER, PARK UNIVERSITY
- OTHER, PLA1223
- Other, POLI330N
- OTHER, PROFESSIONAL NURSING NU231 NUR2349
- Other, RTM404
- OTHER, SAINT LEO UNIVERSITY
- OTHER, SOC3210C1
- Other, SOCW6333
- OTHER, SOUTHERN NEW HAMPSHIRE UNIVERSITY
- Other, The University Of Southern Mississippi
- OTHER, TRIDENT UNIVERSITY INTERNATIONAL
- Other, UC
- OTHER, UNIVERSITY OF MARYLAND UNIVERSITY COLLEGE
- OTHER, UNIVERSITY OF SOUTH FLORIDA
- Other, Walden University
- paying attention to grammar and spelling. Actively participate in discussions
- Personal Development
- PhD Dissertation Research
- PHI 413V, SCIENCE
- Philosophy
- Photography
- PHY290
- PHYS204L206
- Physics
- Physics – Astronomy
- Physics – Electromagnetism
- Physics – Geophysics
- Physics – Mechanics
- Physics – Optics
- PhysicsPhysics
- Physiology
- PNGE332, SCIENCE
- Political Science
- Political SciencePolitical Science
- Politics
- PowerPoint slides
- privacy
- PROFESSIONAL NURSING NU231 NUR2349, SCIENCE
- PROFESSIONAL NURSING NU231NUR2349, SCIENCE
- Programming
- Programming , College of Applied Sciences
- PROGRAMMING, STRAYER UNIVERSITY
- PROGRAMMING, WILMINGTON UNIVERSITY
- Project Management
- proper grammar
- Protein
- provide a discussion on what could have been done better to minimize the risk of failure. If you have not yet been involved with a business process redesign
- PSYC8754, WRITING
- Psychology
- PsychologyPsychology
- PUB373, SCIENCE
- Purdue University
- Rasmussen College
- Read a poam and write a paragraph to prove "The table turned".
- Reading
- ReadingReading
- readings
- Reference this
- REL1030
- Religion
- RES861, Science RES861
- Research Methodology
- Research methods
- Research Proposal
- Research questions
- Retail
- Rutgers university
- SAFE4150
- safety statutes
- Santa Clara University
- SCI 220, SCIENCE
- SCI115, SCIENCE
- Science
- Science, Strayer University
- SCIENCE, THOMAS JEFFERSON UNIVERSITY
- SCIENCE, WEST COAST UNIVERSITY
- SCIENCE, WEST TEXAS A & M UNIVERSITY
- Sciences
- SCM371, Writing
- Search in scholarly sources the similarities and difference between PhD and DNP. Post three similarities and three differences found on your research. Do not forget to include your reference.
- Security
- self-actualization
- several things can happen
- Should the government operate public transportation systems?250 words
- so that it is not biased?
- so too
- SOC 450
- Social Policy
- Social Science
- Social Science – Philosophy
- Social Science – PhilosophySocial Science – Philosophy
- Social Science – Sociology
- Social Science – SociologySocial Science – Sociology
- Social Sciences
- Social ScienceSocial Science
- Social Work
- Society
- Sociology
- someone cannot engage in a Discourse in a less than fully fluent manner. You are either in it or you're not. Discourses are connected with displays of
- SP19, WRITING
- SPC2608
- SPD310
- Sports
- Statistics
- succeeding in online courses requires a different approach compared to traditional classroom settings. To help you make the most of your online learning experience
- such as notifications from social media or email. Organize your study materials and have a reliable internet connection to ensure seamless access to course materials.
- Technology
- that personal ethics and organizations ethics are two different and unrelated concepts. Others
- the attribute is useful
- The directions are attached. However you must read the PDF file first in order to answer the questions.
- the role of work and money
- Theatre
- then reply to a minimum of 2 of your classmates' original posts.
- Theology
- Threat of artificial intelligence 800 words.
- to be true of second language acquisition or socially situ ated cognition (Beebe
- to better promote the value and dignity of individuals or groups and to serve others in ways that promote human flourishing.
- to usc a Discourse. The most you can do is III It'! them practice being a linguist with you.
- total fat consumption
- Tourism
- Translation
- Transportation
- U110
- Uncategorized
- University of Central Missouri
- University of South Florida
- UNIVERSITY OF SOUTH FLORIDA, WRITING
- Video Games
- Watch this meditation https://www.youtube.com/watch?v=doQGx4hdF3M&feature=youtu.be and write a one page reflection
- WCWP10B
- we can always ask about how much ten- 12 """""" or conflict is present between any two of a person's Discourses (Rosaldo
- What approaches to the study of poverty does economic sociology offer? More specifically, what might sociologists studying poverty focus on besides poor households, neighborhoods, and individuals?
- What is the philosophical matrices for Behaviorism, Constructivism, and Reconstructivism
- What key aspects do you believe should guide ethical behavior related to health information, technology, and social media?
- what place did government have to improve markets? What does the concept of ""crowding out"" mean in all of this?
- What should be done to maintain optimum stock levels and why is it important to keep accurate and up-to-date records of stock in medical practice?
- whether good or bad. The intent of the short research projects is to dig a little deeper into some of the topics
- which triggers the vulnerability. As soon as the user downloads this shortcut file on Windows 10; windows explorer will
- Would somebody read these quotes and answer those three questions at the bottom for me?Disregard number two I will look for myself in the text.
- Write short essay based on evidence about the 2 cons of Sex Education 250-300 words 2 reference minimum no plagiarism
- WRITING
- writing assignment, you will analyze asymmetric and symmetric encryption. Evaluate the differences between the two of them and which one that you would determine is the most secure.
- Writing, Personal Code of Technology Ethics
- you believe you can provide the CIO with the information he needs.
- you will learn how to search for scholarly
- you will need to read the TCP standard. TCP was first defined in RFC 793. A link to this document is provided. https://tools.ietf.org/html/rfc793
- Young People
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