Generalizable semi-supervised learning method to estimate mass from sparsely annotated images

Mass flow estimation is of great importance to several industries, and it can be quite challenging to obtain accurate estimates due to limitation in expense or general infeasibility. In the context of agricultural applications, yield monitoring is a key component to precision agriculture and mass flow is the critical factor to measure. Measuring mass flow allows for field productivity analysis, cost minimization, and adjustments to machine efficiency. Methods such as volume or force-impact have been used to measure mass flow; however, these methods are limited in application and accuracy. In this work, we use deep learning to develop and test a vision system that can accurately estimate the mass of sugarcane while running in real-time on a sugarcane harvester during operation. The deep learning algorithm that is used to estimate mass flow is trained using very sparsely annotated images (semi-supervised) using only final load weights (aggregated weights over a certain period of time). The deep neural network (DNN) succeeds in capturing the mass of sugarcane accurately and surpasses older volumetric-based methods, despite highly varying lighting and material colors in the images. The deep neural network is initially trained to predict mass on laboratory data (bamboo) and then transfer learning is utilized to apply the same methods to estimate mass of sugarcane. Using a vision system with a relatively lightweight deep neural network we are able to estimate mass of bamboo with an average error of 4.5% and 5.9% for a select season of sugarcane.Comment: 22 pages, 21 figures, Computers and Electronics in Agriculture. arXiv admin note: text overlap with arXiv:1908.0438

Volumetric based mass flow estimation on sugarcane harvesters

Yield monitors on harvesters are a key component of precision agriculture. Mass flow estimation is the critical factor to measure, and having this allows for field productivity analysis, adjustments to machine efficiency, and cost minimization by ensuring trucks are filled maximally without exceeding weight limits. Several common technologies used on grain harvesters, including impact plate sensors, are accurate enough on combines to be valuable but suffer from issues such as drift. Sugarcane is composed of a mixture of billets and trash, which is a very dispersed material with much less consistency than grains. In this study, a 3d point cloud approach is used to estimate volume, from which a calibration factor is derived [density] to translate to mass. The system was proved in concept in a controlled environment using bamboo, achieving an R2 of 97.4% when fitting average volume flow per test against average mass flow after correcting for bulk density changes with volume. The system was also tested on field data, which was collected from nearly 1700 wagon loads from the southern U.S. and Brazil over the course of 3 seasons in both green and burnt cane. Results indicated that the concept is very robust with good accuracy, having seasonal CVs for density values ranging from 6.9% to 16.2%. The camera concept proves relatively robust to environmental conditions. The same approach could be used in sugar beets, potatoes or other sparse/non-flowing crops with highly varying material properties, where traditional mass flow sensors do not work.Comment: 14 pages, 6 figures, computers and electronics in agriculture journa

Analisis Kebijakan Hukum Pidana Terhadap Warga Negara Asing Pelaku Tindak Pidana Narkotika

Application of criminal law policies against narcotics crimes in one country implemented based on the principle of the territory operates a place (locus delicti) as the basis for the enforcement of the law. The application of the sanctions law against citizens of the society including foreign nationals who break the law, expected to be positive for the development of the personality of the influential community. Implementation of the policy of criminal law in particular criminal dead is currently subject to a Presidential Determination No. 2 of 1964 On The implementation of the Criminal to death determined by the courts In General and military Judicial environment. Barriers of pre and post implementation of the policy of criminal law in particular criminal foreign nationals dead to the perpetrators of the crime of narcotics, namely the existence of a difference of understanding of the concept of the the policy of criminal law, pros cons among the public, academics, legal practitioners and law enforcers linked the implementation of the policy of criminal law in particular criminal foreign nationals dead to the perpetrators of the crime of narcotics, as well as the intervention of various countries linked the implementation of the policy of criminal law

Strategic Sensitivity and Its Impact on Boosting the Creative Behavior of Palestinian NGOs

The study aimed to identify the strategic sensitivity and its impact on enhancing the creative behavior of Palestinian NGOs in Gaza Strip, and the study used the descriptive analytical approach and the questionnaire as a main tool for collecting data from employees of associations working in Gaza Strip governorates, and the cluster sample method was used and the sample size reached (343) individuals (298) questionnaires were retrieved, and the following results were reached: The relative weight of strategic sensitivity was 79.22 (%), and the relative weight of creative behavior was 78.99 (%), a statistically significant relationship between all strategic sensitivity and creative behavior, and the presence of a sensitivity effect The strategy’s strategy on creative behavior, there are statistically significant differences in the scale dimensions attributable to the gender variable and the differences were in favor of females, there are no statistically significant differences between the averages of strategic sensitivity due to the age variable, and the educational qualification, and there were no statistically significant differences in creative behavior according to The gender variable, age, educational qualification, specialization, and the study presented a set of recommendations, the most important of which are: the need for civil organizations in Gaza Strip to seek funding from external countries in order to provide self-income for associations to face crises and give them independence Mechanism in order to keep them to carry out their role in society, the need to follow up the strategic plan of civil organizations using e-mails as they pave the way to reach excellence and creativity in the field of work

Taking Action, Rapid Response and Its Role in Improving the Creative Behavior of Organizations

Abstract: The study aimed to identify the procedures and speed of response and their role in improving the creative behavior of Palestinian NGOs. The study used the descriptive analytical approach and the questionnaire as a main tool for collecting data from employees of associations operating in Gaza Strip governorates, and the cluster sample method was used and the sample size reached (343) individuals. (298) questionnaires were retrieved, and the following results were reached: The relative weight of the field of taking measures reached (77.33%), and the relative weight of the field of response speed reached (78.66%) and the relative weight of the creative behavior was 78.99 (%), and the results also showed a relationship Statistically significant of me For adopting the procedures and speed of response and creative behavior, and the presence of the effect for adopting procedures and speed of response to the creative behavior, and there are differences statistically significant in scale dimensions due to the variable gender in (response speed, take action) and the differences in favor of females. There were no statistically significant differences attributable to the variable of the age group and the educational qualification, and there were no statistically significant differences in the creative behavior according to the variable of gender, age group, educational qualification, specialization, and the study presented a set of recommendations the most important of them: the necessity of civil organizations in Gaza Strip to obtain Funding from foreign countries in order to provide associations with self-income to face crises and give them independence in order to preserve them in order to play their role in society. The necessity of holding meetings and workshops with the local community, and this helps them determine the needs of society

The Reality of Applying Strategic Agility in Palestinian NGOs

Abstract: The study aimed to identify the reality of the application of strategic agility in the Palestinian civil organizations in Gaza Strip, and the concept of strategic agility has included a number of areas which are (strategic sensitivity, clarity of vision, choice of strategic goals, rapid response, joint responsibility, taking actions, core capabilities) and the study used An analytical descriptive approach, and the questionnaire as a main tool for collecting data from the employees of the associations operating in the governorates of Gaza Strip. The relative weight of the strategic agility scale reached (79.04 %), and there were statistically significant differences in the dimensions of the measure due to the gender variable in the dimensions of strategic agility (strategic sensitivity, clarity of vision, choice of strategic goals, rapid response, and taking measures) and the differences were in favor of females . While there were no statistically significant differences in my dimension (shared responsibility, core capabilities) attributable to the gender variable, there were no statistically significant differences between the mean dimensions of strategic agility due to the age group variable, the educational qualification, and the study presented a set of recommendations, the most important of which are: the necessity of seeking civil organizations In Gaza Strip, by obtaining funding from external countries in order to provide associations with self-income to face crises and give them independence in order to preserve them in order to play their role in society, the need to follow up on the strategic plan for NGOs using electronic messages where It paves the way to reach excellence and creativity in the field of work, the need to hold meetings and workshops with the local community and this helps them to define the needs of society

Creative Behavior in Palestinian NGOs between Reality and Expectations

Abstract: The study aimed to identify the creative behavior in the Palestinian civil organizations between reality and expectations, and the study used the descriptive analytical approach and the questionnaire as a main tool for collecting data from employees of associations operating in the governorates of Gaza Strip, and the cluster sample method was used and the sample size was (343) individuals and has been recovered (298) Resolution. The following results were reached: The relative weight of the measure of creative behavior was 78.99 (%), and there were no statistically significant differences in creative behavior according to the gender variable, age group, educational qualification, specialization, while the results indicated that there were differences according to the number of years of service. The study presented a set of recommendations, the most important of which are: the necessity of working to follow up the strategic plan for NGOs using electronic messages as it paves the way for achieving excellence and creativity in the field of work, the need to hold meetings and workshops with the local community and this helps them determine the needs of the community

Creative Behavior and Impact on Achieving Lean Strategy in Organizations

The study aimed to identify creative behavior and its impact on achieving Lean strategy in Palestinian civil organizations. The study used the descriptive analytical approach and the questionnaire as a main tool for collecting data from employees of associations operating in the governorates of Gaza Strip. The cluster sample method was used and the sample size was (343) individuals. Retrieving (298) questionnaires, and the following results were reached: The relative weight of the measure of Lean strategy was 79.04 (%), and the relative weight of the measure of creative behavior was 78.99 (%), and there was a statistically significant relationship between creative behavior and Lean strategy, and the presence of an effect of creative behavior on Achieving Lean strategy, the absence of statistically significant differences in creative behavior according to the gender variable, age group, educational qualification, specialization, and the presence of statistically significant differences in Lean strategy attributable to the gender variable in dimensions (strategic sensitivity, clarity of vision, choice of strategic goals, Response speed, action) and differences were in favor of females. While there were no statistically significant differences in my dimension (shared responsibility, core capabilities) due to the gender variable, there were no statistically significant differences between the mean dimensions of Lean strategy due to the age group variable, the educational qualification, and the study presented a set of recommendations, the most important of which are: the necessity of seeking civil organizations In Gaza Strip, by obtaining funding from external countries to provide self-income for associations to face crises and give them independence in order to preserve them to carry out their role in society, the need to work to follow up on the strategic plan for NGOs using electronic messages as they pave the way to reach excellence and creativity in the field of work, The necessity of holding meetings and workshops with the local community, and this helps them to define the community's needs

Delegation of Authority to the Performance of the Medical Staff and Its Relationship to Improving the Quality of Health Care in Palestine

The study aimed to identify the delegation of authority for the performance of the medical staff and its relationship to improving the quality of health care in Al-Shifa Medical Complex in the southern Palestinian governorates. Administrators, and technicians) with a total of 2150 employees, and the questionnaire was distributed to a stratified random sample of 330 employees, and 302 questionnaires were retrieved, with a rate of 91.5%. One of the most important results of the study was the existence of a statistically significant relationship between delegation of authority and the quality of health care. One of the most important recommendations of the study was to strengthen the direction of senior management towards excellence in patient service, because the patient represents a fundamental focus in health services

Training For the Performance of the Medical Staff and Its Role in Developing the Quality of Health Care in Palestine

The study aimed to identify training for the performance of the medical staff and its role in developing the quality of health care in Al-Shifa Medical Complex in the southern Palestinian governorates. , and technicians) of 2150 employees, a stratified random sample of 330 employees was selected, the questionnaire was distributed to them, and 302 questionnaires were retrieved, with a rate of 91.5%. One of the most important results of the study was the existence of a statistically significant effect of training on the development of health care quality. One of the most important recommendations of the study was to provide more suitable opportunities to create a climate for the professional growth of employees, and pay more attention to the expansion of programs and training courses that are in line with the requirements of administrative empowerment