Abstract: According to an aspect, a computer-implemented method includes accessing a profile of a user that indicates a likelihood that the user will execute each of a plurality of types of processing when training a new AI model. A runtime matrix that includes identifiers of runtime environments is accessed. The matrix also includes, for each of the runtime environments, a frequency of use of the runtime environment to train previously trained AI models using each of the plurality of types of processing. One or more of the runtime environments is selected for output to the user based at least in part on the profile of the user and the runtime matrix. Identifiers of the selected one or more of the runtime environments are output to a user interface of the user along with a suggestion to use one of the selected one or more of the runtime environments.

Abstract: Embodiments of the invention are directed to computer-implemented methods of analyzing a web-based software application. A non-limiting example of the computer implemented method includes generating, using a processor system, a set of to-be-tested element-event pairs of the web-based software application. A set of compatibility tests is received at the processor system, where the set of compatibility tests is operable to perform compatibility testing of a corresponding set of element-event pairs. A comparison is performed between the set of to-be-tested element-event pairs and the corresponding set of element-event pairs. A compatibility testing recommendation is generated based at least in part on a result of the comparison.

Abstract: Provided are methods, systems, computer program products for scheduling jobs. The method may include receiving a request for allocating resources for a first job, a job comprising information regarding maximum amount of resources required by the job; determining a type of the first job; obtaining at least one backfill of the first job based on the determined type; allocating the maximum amount of resources from system resources to the first job; searching a second job in waiting jobs to be allocated resources, the second job being suitable to be allocated used resources by the first job from the maximum amount of resources allocated to the first job during the at least one backfill; allocating the resources unused by the first job from the maximum amount of resources allocated to the first job to the second job in response to the first job running to the at least one backfill.

Abstract: A processor may receive a request for a new computing task to be scheduled. The processor may identify that the new computing task requires processing in a cloud computing environment. The processor may identify resource needs of the new computing task. The processor may predict, utilizing an AI model, a future computing task based on the new computing task, where the future computing task requires processing at a future time in the cloud computing environment. The processor may identify resource needs of the future computing task. The processor may select one or more computing node hosts for processing the new computing task based on the future computing task.

Abstract: Provided are methods, systems, computer program products for scheduling jobs. The method may include receiving a request for allocating resources for a first job, a job comprising information regarding maximum amount of resources required by the job; determining a type of the first job; obtaining at least one backfill of the first job based on the determined type; allocating the maximum amount of resources from system resources to the first job; searching a second job in waiting jobs to be allocated resources, the second job being suitable to be allocated used resources by the first job from the maximum amount of resources allocated to the first job during the at least one backfill; allocating the resources unused by the first job from the maximum amount of resources allocated to the first job to the second job in response to the first job running to the at least one backfill.

Abstract: A method for manufacturing a glass-based biosensor is used to solve the problem of the use of a solution containing a strong acid or a strong base or of an oxygen plasma treatment. The method comprises modifying a silicon-containing substrate by an alcohol solution to form negative charges on at least one coupling surface of the silicon-containing substrate. A least one active layer of polymer having positive charges is formed on the at least one surface of the silicon-containing substrate, respectively. Each of the at least one active layer of polymer has a coupling surface and an active surface opposite to the coupling surface, and the at least one active layer of polymer couples to the silicon-containing substrate via the coupling surface. A plurality of capture biomolecules couples to the active surface. The invention also discloses the biosensor manufacture by the method.

Abstract: A fusion peptide for forming a virus-like particle is used to solve the problem that a target biomolecule is chemically conjugated to the virus-like particle. The fusion peptide includes a vehicle fragment and a capture fragment connected to the vehicle fragment. The vehicle fragment is for forming the virus-like particle, and the capture fragment is for forming a capture peptide which is not enveloped by the virus-like particle and is adapted to specific bind the target biomolecule.

Abstract: A method for mapping signals to subcarriers in a sending means of a MIMO-based wireless telecommunication network and an apparatus for the same. It is characterized in that, controlling the mapping of the signals in an input signal sequence to the subcarriers, so that the signals sent by different antennas at the same time correspond to nonadjacent signals in the input signal sequence. With the aid of the present invention, burst error due to deep fading channel can be effectively avoided, and diversity gains can be also improved.

Abstract: A method for mapping signals to subcarriers in a sending means of a MIMO-based wireless telecommunication network and an apparatus for the same. It is characterized in that, controlling the mapping of the signals in an input signal sequence to the subcarriers, so that the signals sent by different antennas at the same time correspond to nonadjacent signals in the input signal sequence. With the aid of the present invention, burst error due to deep fading channel can be effectively avoided, and diversity gains can be also improved.

Abstract: A magnetic nanomedicine for tumor suppression and therapy, comprising: a core, made of magnetic nanoparticles; a shell, encapsulating said core and is made of carboxylated polyaniline (SPAnH); and a tumor suppression medicine Epirubicin (EPI) or Doxorubicin (DOX) covalently bonded onto said shell. Said magnetic nanomedicine is capable of improving its thermal stability, and it can be dissolved uniformly in water, plus its superparamagnetic property, thus it can be guided by an outside magnetic field to concentrate to the site of tumor distribution to increase the local medicine concentration and enhance therapy effect.

Abstract: A magnetic nanomedicine for tumor suppression and therapy, comprising: a core, made of magnetic nanoparticles; a shell, encapsulating said core and is made of carboxylated polyaniline (SPAnH); and a tumor suppression medicine Epirubicin (EPI) or Doxorubicin (DOX) covalently bonded onto said shell. Said magnetic nanomedicine is capable of improving its thermal stability, and it can be dissolved uniformly in water, plus its superparamagnetic property, thus it can be guided by an outside magnetic field to concentrate to the site of tumor distribution to increase the local medicine concentration and enhance therapy effect.

Abstract: The present invention aims to provide a method for mapping signals to subcarriers in a sending means of a MIMO-based wireless telecommunication network and an apparatus for the same. It is characterized in that, controlling the mapping of the signals in an input signal sequence to the subcarriers, so that the signals sent by different antennas at the same time correspond to nonadjacent signals in the input signal sequence. With the aid of the present invention, burst error due to deep fading channel can be effectively avoided, and diversity gains can be also improved.

Abstract: The present invention aims to provide a method for mapping signals to subcarriers in a sending means of a MIMO-based wireless telecommunication network and an apparatus for the same. It is characterized in that, controlling the mapping of the signals in an input signal sequence to the subcarriers, so that the signals sent by different antennas at the same time correspond to nonadjacent signals in the input signal sequence. With the aid of the present invention, burst error due to deep fading channel can be effectively avoided, and diversity gains can be also improved.

Abstract: A mobile phone may be recharged from a set of batteries contained in a battery box. A power transforming box mechanically and electrically connected to the battery box is used to transform a voltage of the batteries in the battery box into the applicable voltage of a mobile phone. The power transforming box is equipped with a voltage switch for selecting the applicable charging voltage from the charger. The power input of the mobile phone is connected to the output of the charger through a connecting wire. The charging device is suitable for mobile phones of various types and can be used conveniently. Furthermore, the charger has a function of displaying an incoming phone number and may be equipped with a vibrator, flashers or sound transducers to alert the user of the incoming call.

Abstract: A charging device of a mobile phone suitable for mobile phones of various types comprises a battery box for placing batteries; and a power transforming box mechanically and electrically connected to the battery box for transforming a voltage of the battery in the battery box into a voltage of a mobile phone. The power transforming box is installed with a voltage switch. By the voltage switch, a charging voltage outputted from a charger can be changed. The power input of the mobile phone is connected to the output of the charger through a connecting wire. The charging device is suitable for mobile phones of various types, and therefore, the products can be used conveniently. Furthermore, the charger has a function of displaying an incoming phone number.